diff --git a/.github/ISSUE_TEMPLATE/bug.yml b/.github/ISSUE_TEMPLATE/bug.yml
index ee12485bf..ffd2e5d7d 100644
--- a/.github/ISSUE_TEMPLATE/bug.yml
+++ b/.github/ISSUE_TEMPLATE/bug.yml
@@ -1,7 +1,9 @@
 name: Bug Report
 description: File a bug report
 title: "bug: <title>"
-labels: ["kind/Bug", "valuestream/SDK"]
+type: Fix
+assignees:
+  - edgarrmondragon
 
 body:
   - type: markdown
@@ -13,7 +15,7 @@ body:
     attributes:
       label: Singer SDK Version
       description: Version of the library you are using
-      placeholder: "0.39.1"
+      placeholder: "0.42.1"
     validations:
       required: true
   - type: checkboxes
@@ -29,14 +31,13 @@ body:
       label: Python Version
       description: Version of Python you are using
       options:
-        - "3.6 (EOL)"
-        - "3.7 (EOL)"
-        - "3.8"
-        - "3.9"
-        - "3.10"
-        - "3.11"
-        - "3.12"
         - "NA"
+        - "3.13"
+        - "3.12"
+        - "3.11"
+        - "3.10"
+        - "3.9"
+        - "3.8 or earlier"
     validations:
       required: true
   - type: dropdown
@@ -61,7 +62,7 @@ body:
       description: What operating system you are using
       placeholder: "Windows"
     validations:
-      required: true
+      required: false
   - type: textarea
     id: what-happened
     attributes:
@@ -78,3 +79,9 @@ body:
       render: Python
     validations:
       required: false
+  - type: input
+    id: slack_or_linen
+    attributes:
+      label: Link to Slack/Linen
+      description: Provide a link to the Slack or Linen conversation, if applicable
+      placeholder: "https://..."
diff --git a/.github/ISSUE_TEMPLATE/docs.yml b/.github/ISSUE_TEMPLATE/docs.yml
index ca0d9c673..b47a9909d 100644
--- a/.github/ISSUE_TEMPLATE/docs.yml
+++ b/.github/ISSUE_TEMPLATE/docs.yml
@@ -1,7 +1,10 @@
 name: Documentation change
 description: Request a documentation change
 title: "docs: <title>"
+type: Docs
 labels: ["Documentation", "valuestream/SDK"]
+assignees:
+  - edgarrmondragon
 
 body:
   - type: markdown
diff --git a/.github/ISSUE_TEMPLATE/feature.yml b/.github/ISSUE_TEMPLATE/feature.yml
index a5afd5974..bf435a43d 100644
--- a/.github/ISSUE_TEMPLATE/feature.yml
+++ b/.github/ISSUE_TEMPLATE/feature.yml
@@ -2,8 +2,9 @@ name: Feature request
 description: Request a new feature
 title: "feat: <title>"
 labels: ["kind/Feature", "valuestream/SDK"]
+type: Feat
 assignees:
-  - meltano/engineering
+  - edgarrmondragon
 
 body:
   - type: markdown
@@ -16,7 +17,8 @@ body:
       label: Feature scope
       description: Functionality this new feature would impact
       options:
-        - Taps (catalog, state, stream maps, tests, etc.)
+        - Taps (catalog, state, tests, etc.)
+        - Inline mapping (stream maps, flattening, etc.)
         - Targets (data type handling, batching, SQL object generation, tests, etc.)
         - Configuration (settings parsing, validation, etc.)
         - CLI (options, error messages, logging, etc.)
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index 4b12bfa9b..8625a873a 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -15,6 +15,7 @@ updates:
         update-types:
           - "minor"
           - "patch"
+    versioning-strategy: increase-if-necessary
   - package-ecosystem: pip
     directory: "/.github/workflows"
     schedule:
diff --git a/.github/workflows/api-changes.yml b/.github/workflows/api-changes.yml
index c758517c4..108d5b6f0 100644
--- a/.github/workflows/api-changes.yml
+++ b/.github/workflows/api-changes.yml
@@ -30,7 +30,7 @@ jobs:
     - name: Setup Python
       uses: actions/setup-python@v5
       with:
-        python-version: 3.12
+        python-version: 3.x
 
     - name: Install tools
       env:
@@ -38,7 +38,6 @@ jobs:
       run: |
         python -Im pip install -U pip
         pipx install griffe nox
-        pipx inject nox nox-poetry
         pipx list
 
     - name: Set REF
diff --git a/.github/workflows/codeql-analysis.yml b/.github/workflows/codeql-analysis.yml
index 7f3194489..99f946341 100644
--- a/.github/workflows/codeql-analysis.yml
+++ b/.github/workflows/codeql-analysis.yml
@@ -8,7 +8,9 @@ name: "CodeQL"
 
 on:
   push:
-    branches: [ "main" ]
+    branches:
+      - "main"
+      - "v*"
     paths:
       - .github/workflows/codeql-analysis.yml
       - '**.py'  # Any Python file
diff --git a/.github/workflows/codspeed.yml b/.github/workflows/codspeed.yml
index 122e9d090..23d2f79eb 100644
--- a/.github/workflows/codspeed.yml
+++ b/.github/workflows/codspeed.yml
@@ -4,6 +4,7 @@ on:
   push:
     branches:
       - "main"
+      - "v*"
     paths:
       - "singer_sdk/**"
       - "tests/**"
@@ -30,7 +31,7 @@ jobs:
     - uses: actions/checkout@v4
     - uses: actions/setup-python@v5
       with:
-        python-version: 3.12
+        python-version: 3.x
         architecture: x64
 
     - name: Install poetry
diff --git a/.github/workflows/constraints.txt b/.github/workflows/constraints.txt
index e6615dcc3..9c097dc1a 100644
--- a/.github/workflows/constraints.txt
+++ b/.github/workflows/constraints.txt
@@ -1,8 +1,5 @@
-griffe==0.48.0
-pip==24.2
-poetry==1.8.3
-poetry-plugin-export==1.8.0
-poetry-dynamic-versioning==1.4.0
-pre-commit==3.8.0
-nox==2024.4.15
-nox-poetry==1.0.3
+griffe~=1.5
+pip==24.3.1
+poetry==1.8.4
+pre-commit==4.0.1
+nox==2024.10.9
diff --git a/.github/workflows/cookiecutter-e2e.yml b/.github/workflows/cookiecutter-e2e.yml
index 051d21d95..90454b8dd 100644
--- a/.github/workflows/cookiecutter-e2e.yml
+++ b/.github/workflows/cookiecutter-e2e.yml
@@ -8,7 +8,9 @@ on:
     - "e2e-tests/cookiecutters/**"
     - ".github/workflows/cookiecutter-e2e.yml"
   push:
-    branches: [main]
+    branches:
+    - main
+    - v*
     paths:
     - "cookiecutter/**"
     - "e2e-tests/cookiecutters/**"
@@ -24,14 +26,8 @@ env:
 
 jobs:
   lint:
-    name: Cookiecutter E2E Python ${{ matrix.python-version }} / ${{ matrix.os }}
-    runs-on: ${{ matrix.os }}
-    strategy:
-      fail-fast: true
-      matrix:
-        include:
-          - { python-version: "3.12",  os: "ubuntu-latest" }
-
+    name: Cookiecutter E2E Python
+    runs-on: ubuntu-latest
     steps:
     - uses: actions/checkout@v4
     - name: Upgrade pip
@@ -46,38 +42,36 @@ jobs:
         PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
       run: |
         pipx install poetry
-        pipx inject poetry poetry-plugin-export
         poetry --version
-        poetry self show plugins
 
     - uses: actions/setup-python@v5
       with:
-        python-version: ${{ matrix.python-version }}
-        architecture: x64
-        cache: 'pip'
-        cache-dependency-path: 'poetry.lock'
+        python-version: 3.x
+
+    - uses: astral-sh/setup-uv@v4
+      with:
+        version: ">=0.4.30"
 
     - name: Install pre-commit
       run: |
-        pipx install pre-commit
+        uv tool install --with=pre-commit-uv pre-commit
         pre-commit --version
 
     - name: Install Nox
       env:
         PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
       run: |
-        pipx install nox
-        pipx inject nox nox-poetry
+        uv tool install nox
         nox --version
 
     - name: Run Nox
       run: |
-        nox --python=${{ matrix.python-version }} --session=test_cookiecutter
+        nox --session=test_cookiecutter
 
     - uses: actions/upload-artifact@v4
       if: always()
       with:
-        name: cookiecutter-${{ matrix.os }}-py${{ matrix.python-version }}
+        name: cookiecutter-ubuntu-latest-py3x
         path: |
           /tmp/tap-*
           /tmp/target-*
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 712f2e3db..1cd706cb6 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -5,6 +5,7 @@ on:
 
 jobs:
   build:
+    name: Build artifacts
     runs-on: ubuntu-latest
     steps:
     - uses: actions/checkout@v4
@@ -12,8 +13,44 @@ jobs:
         fetch-depth: 0
     - uses: hynek/build-and-inspect-python-package@v2
 
+  check-tag:
+    name: Check tag
+    runs-on: ubuntu-latest
+    if: startsWith(github.ref, 'refs/tags/')
+    outputs:
+      is_final: ${{ steps.check.outputs.is_final }}
+    steps:
+    - name: Check if tag is a pre-release
+      id: check
+      run: |
+        echo "is_final=$(echo '${{ github.ref }}' | grep -qE '^v[0-9]+\.[0-9]+\.[0-9]+$' && echo 'true' || echo 'false')" >> $GITHUB_OUTPUT
+
+  provenance:
+    name: Provenance
+    runs-on: ubuntu-latest
+    needs: [build]
+    if: startsWith(github.ref, 'refs/tags/')
+    permissions:
+      id-token: write     # Needed for attestations
+      attestations: write # Needed for attestations
+    outputs:
+      bundle-path: ${{ steps.attest.outputs.bundle-path }}
+    steps:
+    - uses: actions/download-artifact@v4
+      with:
+        name: Packages
+        path: dist
+    - uses: actions/attest-build-provenance@v1
+      id: attest
+      with:
+        subject-path: "./dist/singer_sdk*"
+    - uses: actions/upload-artifact@v4
+      with:
+        name: Attestations
+        path: ${{ steps.attest.outputs.bundle-path }}
+
   publish:
-    name: Publish to PyPI
+    name: PyPI
     runs-on: ubuntu-latest
     needs: [build]
     environment:
@@ -28,23 +65,27 @@ jobs:
         name: Packages
         path: dist
     - name: Publish
-      uses: pypa/gh-action-pypi-publish@v1.9.0
+      uses: pypa/gh-action-pypi-publish@v1.12.2
 
   upload-to-release:
     name: Upload files to release
     runs-on: ubuntu-latest
-    needs: [build]
-    if: startsWith(github.ref, 'refs/tags/')
+    needs: [build, check-tag, provenance]
+    if: ${{ startsWith(github.ref, 'refs/tags/') && needs.check-tag.outputs.is_final == 'true' }}
     permissions:
       contents: write     # Needed for uploading files to the release
-      id-token: write     # Needed for attestations
-      attestations: write # Needed for attestations
 
     steps:
     - uses: actions/download-artifact@v4
       with:
         name: Packages
         path: dist
+
+    - uses: actions/download-artifact@v4
+      with:
+        name: Attestations
+        path: attestations
+
     - name: Upload wheel and sdist to release
       uses: svenstaro/upload-release-action@v2
       with:
@@ -52,14 +93,11 @@ jobs:
         tag: ${{ github.ref }}
         overwrite: true
         file_glob: true
-    - uses: actions/attest-build-provenance@v1
-      id: attest
-      with:
-        subject-path: "./dist/singer_sdk*"
+
     - name: Upload attestations to release
       uses: svenstaro/upload-release-action@v2
       with:
-        file: ${{ steps.attest.outputs.bundle-path }}
+        file: attestations/attestation.jsonl
         tag: ${{ github.ref }}
         overwrite: true
         asset_name: attestations.intoto.jsonl
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 3acc509fb..9f946d098 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -14,7 +14,9 @@ on:
       - ".github/workflows/test.yml"
       - ".github/workflows/constraints.txt"
   push:
-    branches: [main]
+    branches:
+      - main
+      - v*
     paths:
       - "cookiecutter/**"
       - "samples/**"
@@ -37,7 +39,7 @@ env:
 
 jobs:
   tests:
-    name: "Test on ${{ matrix.python-version }} (${{ matrix.session }}) / ${{ matrix.os }} / SQLAlchemy: ${{ matrix.sqlalchemy }}"
+    name: "Test on ${{ matrix.python-version }} (${{ matrix.session }}) / ${{ matrix.os }}"
     runs-on: ${{ matrix.os }}
     continue-on-error: true
     env:
@@ -48,32 +50,26 @@ jobs:
       matrix:
         session: [tests]
         os: ["ubuntu-latest", "macos-latest", "windows-latest"]
-        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
-        sqlalchemy: ["2"]
+        python-version:
+        - "3.9"
+        - "3.10"
+        - "3.11"
+        - "3.12"
+        - "3.13"
         include:
-        - { session: tests,   python-version: "3.12", os: "ubuntu-latest", sqlalchemy: "1" }
-        - { session: doctest, python-version: "3.12", os: "ubuntu-latest", sqlalchemy: "2" }
-        - { session: mypy,    python-version: "3.12",  os: "ubuntu-latest", sqlalchemy: "2" }
-        - { session: deps,    python-version: "3.12",  os: "ubuntu-latest", sqlalchemy: "2" }
+        - { session: doctest, python-version: "3.13", os: "ubuntu-latest" }
+        - { session: mypy,    python-version: "3.13", os: "ubuntu-latest" }
+        - { session: deps,    python-version: "3.13", os: "ubuntu-latest" }
 
     steps:
     - uses: actions/checkout@v4
       with:
         fetch-depth: 0
 
-    - name: Install Poetry
-      env:
-        PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
-      run: |
-        pipx install poetry
-        pipx inject poetry poetry-plugin-export
-        pipx inject poetry poetry-dynamic-versioning[plugin]
-        poetry --version
-        poetry self show plugins
-
     - uses: actions/setup-python@v5
       with:
         python-version: ${{ matrix.python-version }}
+        allow-prereleases: true
 
     - name: Upgrade pip
       env:
@@ -87,19 +83,26 @@ jobs:
         PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
       run: |
         pipx install 'nox[uv]'
-        pipx inject nox nox-poetry
         nox --version
 
+    - uses: actions/cache@v4
+      if: matrix.session == 'tests'
+      with:
+        path: http_cache.sqlite
+        key: http_cache-${{ runner.os }}-${{ matrix.python-version }}-${{ matrix.sqlalchemy }}
+
     - name: Run Nox
       env:
-        SQLALCHEMY_VERSION: ${{ matrix.sqlalchemy }}
+        PIP_PRE: "1"
+        UV_PRERELEASE: allow
       run: |
         nox --verbose
 
     - uses: actions/upload-artifact@v4
       if: always() && (matrix.session == 'tests')
       with:
-        name: coverage-data-nox_${{ matrix.session }}-${{ matrix.os }}-py${{ matrix.python-version }}_sqlalchemy_${{ matrix.sqlalchemy }}
+        include-hidden-files: true
+        name: coverage-data-nox_-${{ matrix.os }}-py${{ matrix.python-version }}_sqlalchemy_${{ matrix.sqlalchemy }}
         path: ".coverage.*"
 
   tests-external:
@@ -119,16 +122,6 @@ jobs:
       with:
         fetch-depth: 0
 
-    - name: Install Poetry
-      env:
-        PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
-      run: |
-        pipx install poetry
-        pipx inject poetry poetry-plugin-export
-        pipx inject poetry poetry-dynamic-versioning[plugin]
-        poetry --version
-        poetry self show plugins
-
     - uses: actions/setup-python@v5
       with:
         python-version: ${{ env.NOXPYTHON }}
@@ -145,10 +138,12 @@ jobs:
         PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
       run: |
         pipx install 'nox[uv]'
-        pipx inject nox nox-poetry
         nox --version
 
     - name: Run Nox
+      env:
+        PIP_PRE: "1"
+        UV_PRERELEASE: allow
       run: |
         nox -- -m "external"
 
@@ -160,19 +155,9 @@ jobs:
       NOXSESSION: coverage
     steps:
     - uses: actions/checkout@v4
-
-    - name: Install Poetry
-      env:
-        PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
-      run: |
-        pipx install poetry
-        pipx inject poetry poetry-plugin-export
-        poetry --version
-        poetry self show plugins
-
     - uses: actions/setup-python@v5
       with:
-        python-version: '3.12'
+        python-version: '3.x'
 
     - name: Upgrade pip
       env:
@@ -191,7 +176,6 @@ jobs:
         PIP_CONSTRAINT: ${{ github.workspace }}/.github/workflows/constraints.txt
       run: |
         pipx install 'nox[uv]'
-        pipx inject nox nox-poetry
         nox --version
 
     - run: nox --install-only
@@ -205,7 +189,7 @@ jobs:
       run: |
         nox -r --no-install -- xml
 
-    - uses: codecov/codecov-action@v4
+    - uses: codecov/codecov-action@v5
       with:
         fail_ci_if_error: true
         token: ${{ secrets.CODECOV_TOKEN }}
diff --git a/.github/workflows/version_bump.yml b/.github/workflows/version_bump.yml
index 1a7bbc872..ab81bb067 100644
--- a/.github/workflows/version_bump.yml
+++ b/.github/workflows/version_bump.yml
@@ -6,6 +6,7 @@ on:
       dry_run:
         description: "Run the action without creating a PR or release draft"
         required: true
+        default: false
         type: boolean
       bump:
         description: "Version bump type"
@@ -46,12 +47,11 @@ jobs:
 
     - uses: actions/setup-python@v5
       with:
-        python-version: "3.12"
-        architecture: x64
+        python-version: "3.x"
 
     - name: Bump version
       id: cz-bump
-      uses: commitizen-tools/commitizen-action@0.21.0
+      uses: commitizen-tools/commitizen-action@0.22.0
       with:
         increment: ${{ github.event.inputs.bump != 'auto' && github.event.inputs.bump || '' }}
         prerelease: ${{ github.event.inputs.prerelease != 'none' && github.event.inputs.prerelease || '' }}
@@ -84,7 +84,7 @@ jobs:
 
     - name: Create Pull Request
       if: ${{ github.event.inputs.dry_run == 'false' }}
-      uses: peter-evans/create-pull-request@v6
+      uses: peter-evans/create-pull-request@v7
       id: create-pull-request
       with:
         token: ${{ secrets.MELTYBOT_GITHUB_AUTH_TOKEN }}
@@ -101,6 +101,5 @@ jobs:
 
           [Release Draft](${{ steps.draft-release.outputs.url }})
         branch: release/v${{ steps.cz-bump.outputs.version }}
-        base: main
         labels: release
         assignees: "${{ github.actor }}"
diff --git a/.gitignore b/.gitignore
index d6a92f65e..e10d0f06a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,6 @@
+# HTTP cache
+http_cache.sqlite
+
 # Local Poetry configuration file
 
 poetry.toml
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e3bfd2a9f..12ea90545 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -5,7 +5,7 @@ ci:
 
 repos:
 - repo: https://github.com/pre-commit/pre-commit-hooks
-  rev: v4.6.0
+  rev: v5.0.0
   hooks:
   - id: check-json
     exclude: |
@@ -35,22 +35,16 @@ repos:
         tests/snapshots/.*
       )$
   - id: trailing-whitespace
-    exclude: |
-        (?x)^(
-            .bumpversion.cfg|
-            singer_sdk/helpers/_simpleeval.py|
-            tests/core/test_simpleeval.py
-        )$
 
 - repo: https://github.com/python-jsonschema/check-jsonschema
-  rev: 0.29.1
+  rev: 0.29.4
   hooks:
   - id: check-dependabot
   - id: check-github-workflows
   - id: check-readthedocs
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.5.7
+  rev: v0.8.0
   hooks:
   - id: ruff
     args: [--fix, --exit-non-zero-on-fix, --show-fixes]
diff --git a/.readthedocs.yml b/.readthedocs.yml
index 3b35af1b7..19438e79e 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -1,7 +1,7 @@
 version: 2
 
 build:
-  os: ubuntu-22.04
+  os: ubuntu-24.04
   tools:
     python: "3.12"
 
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 27d538a6d..78d17d1e8 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,6 +5,117 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+## v0.42.1 (2024-11-11)
+
+### 🐛 Fixes
+
+- [#2756](https://github.com/meltano/sdk/issues/2756) Safely compare UUID replication keys with state bookmarks -- _**Thanks @nikzavada!**_
+
+## v0.42.0 (2024-11-11)
+
+### ✨ New
+
+- [#2742](https://github.com/meltano/sdk/issues/2742) Update dependencies in templates
+- [#2732](https://github.com/meltano/sdk/issues/2732) SQL target developers can now more easily override the mapping from JSON schema to SQL column type
+- [#2730](https://github.com/meltano/sdk/issues/2730) Added `SQLConnector.prepare_primary_key` for target to implement for custom table primary key adaptation
+- [#2488](https://github.com/meltano/sdk/issues/2488) Nested schema properties can now be defined as nullable
+- [#2518](https://github.com/meltano/sdk/issues/2518) Python 3.13 is officially supported
+- [#2637](https://github.com/meltano/sdk/issues/2637) Environment variables are now parsed for boolean, integer, array and object setting values
+- [#2699](https://github.com/meltano/sdk/issues/2699) Stream name can now be accessed in stream maps -- _**Thanks @holly-evans!**_
+- [#2712](https://github.com/meltano/sdk/issues/2712) JSON schema `title` is now supported in configuration and stream properties
+- [#2707](https://github.com/meltano/sdk/issues/2707) Bumped simpleeval to 1.0
+- [#2701](https://github.com/meltano/sdk/issues/2701) Stream name can now be accessed in `__alias__` context of stream maps -- _**Thanks @holly-evans!**_
+
+### 🐛 Fixes
+
+- [#2741](https://github.com/meltano/sdk/issues/2741) `datetime.datetime` instances in stream maps are now correctly mapped to `date-time` JSON schema strings
+- [#2727](https://github.com/meltano/sdk/issues/2727) Object and array JSON types are now handled before primitive types when converting them to SQL types
+- [#2723](https://github.com/meltano/sdk/issues/2723) JSON schema union types are no longer conformed into boolean values
+
+### ⚙️ Under the Hood
+
+- [#2743](https://github.com/meltano/sdk/issues/2743) Deprecate passing file paths to plugin and stream initialization
+
+### 📚 Documentation Improvements
+
+- [#2745](https://github.com/meltano/sdk/issues/2745) Document the current release process
+- [#2717](https://github.com/meltano/sdk/issues/2717) Update Meltano commands in examples
+
+### 📦 Packaging changes
+
+- [#2736](https://github.com/meltano/sdk/issues/2736) Skip `simpleeval` 1.0.1
+- [#2716](https://github.com/meltano/sdk/issues/2716) Stopped testing with SQLAlchemy 1.4
+- [#2714](https://github.com/meltano/sdk/issues/2714) Remove constraint on `urllib3`
+
+## v0.41.0 (2024-10-02)
+
+### ✨ New
+
+- [#2667](https://github.com/meltano/sdk/issues/2667) Support stream aliasing of `BATCH` messages via stream maps -- _**Thanks @ReubenFrankel!**_
+- [#2651](https://github.com/meltano/sdk/issues/2651) SQL taps now emit schemas with `maxLength` when applicable
+- [#2618](https://github.com/meltano/sdk/issues/2618) Developers can now more easily override the mapping from SQL column type to JSON schema
+
+### 🐛 Fixes
+
+- [#2697](https://github.com/meltano/sdk/issues/2697) All HTTP timeout exceptions are now retried in REST and GraphQL streams
+- [#2683](https://github.com/meltano/sdk/issues/2683) A clear error message is now emitted when flattening is enabled but `flattening_max_depth` is not set
+- [#2665](https://github.com/meltano/sdk/issues/2665) Mapped datetime values are now typed as `date-time` strings in the schema message -- _**Thanks @gregkoutsimp!**_
+- [#2663](https://github.com/meltano/sdk/issues/2663) Properties dropped using `None` or `__NULL__` in stream maps are now also removed from the schema `required` array
+
+### ⚙️ Under the Hood
+
+- [#2696](https://github.com/meltano/sdk/issues/2696) Use tox without installing Poetry explicitly in workflows
+- [#2654](https://github.com/meltano/sdk/issues/2654) Added a generic `FileStream` (still in active development!)
+- [#2695](https://github.com/meltano/sdk/issues/2695) Update dependencies in templates
+- [#2661](https://github.com/meltano/sdk/issues/2661) Drop support for Python 3.8 in templates
+- [#2670](https://github.com/meltano/sdk/issues/2670) Deprecated `Faker` class in stream maps
+- [#2666](https://github.com/meltano/sdk/issues/2666) Remove non-functional `record-flattening` capability -- _**Thanks @ReubenFrankel!**_
+- [#2652](https://github.com/meltano/sdk/issues/2652) Renamed `SQLConnector.type_mapping` to `SQLConnector.sql_to_jsonschema`
+- [#2647](https://github.com/meltano/sdk/issues/2647) Use future `warnings.deprecated` decorator
+
+### 📚 Documentation Improvements
+
+- [#2658](https://github.com/meltano/sdk/issues/2658) Added more versions when stuff changed or was added
+
+### 📦 Packaging changes
+
+- [#2694](https://github.com/meltano/sdk/issues/2694) Removed unused backport `importlib_resources` dependency in tap template
+- [#2664](https://github.com/meltano/sdk/issues/2664) Added a constraint on setuptools <= 70.3.0 to fix incompatibility with some dependencies
+
+## v0.40.0 (2024-09-02)
+
+### ✨ New
+
+- [#2486](https://github.com/meltano/sdk/issues/2486) Emit target metrics
+- [#2567](https://github.com/meltano/sdk/issues/2567) A new `schema_is_valid` built-in tap test validates stream schemas against the JSON Schema specification
+- [#2598](https://github.com/meltano/sdk/issues/2598) Stream map expressions now have access to the `Faker` class, rather than just a faker instance
+- [#2549](https://github.com/meltano/sdk/issues/2549) Added a default user agent for REST and GraphQL taps
+
+### 🐛 Fixes
+
+- [#2613](https://github.com/meltano/sdk/issues/2613) Mismatch between timezone-aware and naive datetimes in start date and bookmarks is now correctly handled
+
+### ⚙️ Under the Hood
+
+- [#2628](https://github.com/meltano/sdk/issues/2628) Use context manager to read gzip batch files
+- [#2619](https://github.com/meltano/sdk/issues/2619) Default to UTC when parsing dates without a known timezone
+- [#2603](https://github.com/meltano/sdk/issues/2603) Backwards-compatible identifier quoting in fully qualified names
+- [#2601](https://github.com/meltano/sdk/issues/2601) Improved SQL identifier (de)normalization
+- [#2599](https://github.com/meltano/sdk/issues/2599) Remove `pytest-durations` dependency from `testing` and use native pytest option `--durations`
+- [#2597](https://github.com/meltano/sdk/issues/2597) Mark pagination classes with `@override` decorator
+- [#2596](https://github.com/meltano/sdk/issues/2596) Made `auth_headers` and `auth_params` of `APIAuthenticatorBase` simple instance attributes instead of decorated properties
+
+### 📚 Documentation Improvements
+
+- [#2639](https://github.com/meltano/sdk/issues/2639) Documented versions where `fake` and `Faker` objects were added to the stream maps context
+- [#2629](https://github.com/meltano/sdk/issues/2629) Reference `get_starting_timestamp` in incremental replication guide
+- [#2604](https://github.com/meltano/sdk/issues/2604) Update project sample links
+- [#2595](https://github.com/meltano/sdk/issues/2595) Documented examples of stream glob expressions and property aliasing
+
+### 📦 Packaging changes
+
+- [#2640](https://github.com/meltano/sdk/issues/2640) Remove upper constraint on `faker` extra
+
 ## v0.39.1 (2024-08-07)
 
 ### 🐛 Fixes
diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/dependabot.yml b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/dependabot.yml
index 0660ffdd4..d96600409 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/dependabot.yml
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/dependabot.yml
@@ -19,6 +19,7 @@ updates:
         dependency-type: production
         update-types:
           - "patch"
+    versioning-strategy: increase-if-necessary
   - package-ecosystem: pip
     directory: "/.github/workflows"
     schedule:
diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/build.yml b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/build.yml
index f9503baf6..179acf18a 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/build.yml
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/build.yml
@@ -42,4 +42,4 @@ jobs:
     - name: Publish
       ## TODO: create a trusted publisher on PyPI
       ## https://docs.pypi.org/trusted-publishers/
-      uses: pypa/gh-action-pypi-publish@v1.9.0
+      uses: pypa/gh-action-pypi-publish@v1.12.2
diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/test.yml b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/test.yml
index 2bbeebf75..4acc3b57b 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/test.yml
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.github/workflows/test.yml
@@ -3,30 +3,49 @@
 
 name: Test {{cookiecutter.mapper_id}}
 
-on: [push]
+on:
+  push:
+    branches: [main]
+    paths:
+    - .github/workflows/test.yml
+    - {{ cookiecutter.library_name }}/**
+    - tests/**
+    - poetry.lock
+    - pyproject.toml
+    - tox.ini
+  pull_request:
+    branches: [main]
+    paths:
+    - .github/workflows/test.yml
+    - {{ cookiecutter.library_name }}/**
+    - tests/**
+    - poetry.lock
+    - pyproject.toml
+    - tox.ini
+  workflow_dispatch:
+
+env:
+  FORCE_COLOR: 1
 
 jobs:
   pytest:
     runs-on: ubuntu-latest
-    env:
-      GITHUB_TOKEN: {{ '${{secrets.GITHUB_TOKEN}}' }}
     strategy:
       fail-fast: false
       matrix:
-        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+        python-version:
+        - "3.9"
+        - "3.10"
+        - "3.11"
+        - "3.12"
+        - "3.13"
     steps:
     - uses: actions/checkout@v4
     - name: Set up Python {{ '${{ matrix.python-version }}' }}
       uses: actions/setup-python@v5
       with:
         python-version: {{ '${{ matrix.python-version }}' }}
-    - name: Install Poetry
-      run: |
-        pip install poetry
-    - name: Install dependencies
-      run: |
-        poetry env use {{ '${{ matrix.python-version }}' }}
-        poetry install
-    - name: Test with pytest
+    - run: pipx install tox
+    - name: Run Tox
       run: |
-        poetry run pytest
+        tox -e $(echo py{{ '${{ matrix.python-version }}' }} | tr -d .)
diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.pre-commit-config.yaml b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.pre-commit-config.yaml
index 29308ec2d..e456b9896 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.pre-commit-config.yaml
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/.pre-commit-config.yaml
@@ -5,7 +5,7 @@ ci:
 
 repos:
 - repo: https://github.com/pre-commit/pre-commit-hooks
-  rev: v4.6.0
+  rev: v5.0.0
   hooks:
   - id: check-json
     exclude: |
@@ -18,19 +18,19 @@ repos:
   - id: trailing-whitespace
 
 - repo: https://github.com/python-jsonschema/check-jsonschema
-  rev: 0.29.1
+  rev: 0.29.4
   hooks:
   - id: check-dependabot
   - id: check-github-workflows
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.5.6
+  rev: v0.7.3
   hooks:
   - id: ruff
     args: [--fix, --exit-non-zero-on-fix, --show-fixes]
   - id: ruff-format
 
 - repo: https://github.com/pre-commit/mirrors-mypy
-  rev: v1.11.1
+  rev: v1.13.0
   hooks:
   - id: mypy
diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml
index e77cf5346..f09be6d50 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/pyproject.toml
@@ -16,11 +16,11 @@ keywords = [
 classifiers = [
     "Intended Audience :: Developers",
     "Operating System :: OS Independent",
-    "Programming Language :: Python :: 3.8",
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12",
+    "Programming Language :: Python :: 3.13",
 ]
 license = "Apache-2.0"
 {%- if cookiecutter.variant != "None (Skip)" %}
@@ -30,13 +30,13 @@ packages = [
 {%- endif %}
 
 [tool.poetry.dependencies]
-python = ">=3.8"
-singer-sdk = { version="~=0.39.1"{{ ', extras = ["faker"]' if cookiecutter.faker_extra }} }
+python = ">=3.9"
+singer-sdk = { version="~=0.42.1"{{ ', extras = ["faker"]' if cookiecutter.faker_extra }} }
 fs-s3fs = { version = "~=1.1.1", optional = true }
 
 [tool.poetry.group.dev.dependencies]
 pytest = ">=8"
-singer-sdk = { version="~=0.39.1", extras = ["testing"] }
+singer-sdk = { version="~=0.42.1", extras = ["testing"] }
 
 [tool.poetry.extras]
 s3 = ["fs-s3fs"]
@@ -49,8 +49,7 @@ python_version = "3.12"
 warn_unused_configs = true
 
 [tool.ruff]
-src = ["{{cookiecutter.library_name}}"]
-target-version = "py38"
+target-version = "py39"
 
 [tool.ruff.lint]
 ignore = [
@@ -64,14 +63,11 @@ select = ["ALL"]
 [tool.ruff.lint.flake8-annotations]
 allow-star-arg-any = true
 
-[tool.ruff.lint.isort]
-known-first-party = ["{{cookiecutter.library_name}}"]
-
 [tool.ruff.lint.pydocstyle]
 convention = "google"
 
 [build-system]
-requires = ["poetry-core==1.9.0"]
+requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.poetry.scripts]
diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/tox.ini b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/tox.ini
index 6be1c116a..90c122a54 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/tox.ini
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/tox.ini
@@ -1,19 +1,12 @@
 # This file can be used to customize tox tests as well as other test frameworks like flake8 and mypy
 
 [tox]
-envlist = py{38,39,310,311,312}
-isolated_build = true
+envlist = py3{9,10,11,12,13}
+requires =
+    tox>=4.19
 
 [testenv]
-allowlist_externals = poetry
+deps =
+    pytest
 commands =
-    poetry install -v
-    poetry run pytest
-
-[testenv:pytest]
-# Run the python tests.
-# To execute, run `tox -e pytest`
-envlist = py{38,39,310,311,312}
-commands =
-    poetry install -v
-    poetry run pytest
+    pytest {posargs}
diff --git a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/{{cookiecutter.library_name}}/mapper.py b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/{{cookiecutter.library_name}}/mapper.py
index c8c3d23ec..af6406201 100644
--- a/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/{{cookiecutter.library_name}}/mapper.py
+++ b/cookiecutter/mapper-template/{{cookiecutter.mapper_id}}/{{cookiecutter.library_name}}/mapper.py
@@ -3,14 +3,13 @@
 from __future__ import annotations
 
 import typing as t
-from typing import TYPE_CHECKING
 
 import singer_sdk.typing as th
 from singer_sdk import _singerlib as singer
 from singer_sdk.mapper import PluginMapper
 from singer_sdk.mapper_base import InlineMapper
 
-if TYPE_CHECKING:
+if t.TYPE_CHECKING:
     from pathlib import PurePath
 
 
@@ -24,6 +23,7 @@ class {{ cookiecutter.name }}Mapper(InlineMapper):
         th.Property(
             "example_config",
             th.StringType,
+            title="Example Configuration",
             description="An example config, replace or remove based on your needs.",
         ),
     ).to_dict()
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/dependabot.yml b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/dependabot.yml
index 0660ffdd4..d96600409 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/dependabot.yml
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/dependabot.yml
@@ -19,6 +19,7 @@ updates:
         dependency-type: production
         update-types:
           - "patch"
+    versioning-strategy: increase-if-necessary
   - package-ecosystem: pip
     directory: "/.github/workflows"
     schedule:
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/build.yml b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/build.yml
index f9503baf6..179acf18a 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/build.yml
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/build.yml
@@ -42,4 +42,4 @@ jobs:
     - name: Publish
       ## TODO: create a trusted publisher on PyPI
       ## https://docs.pypi.org/trusted-publishers/
-      uses: pypa/gh-action-pypi-publish@v1.9.0
+      uses: pypa/gh-action-pypi-publish@v1.12.2
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml
index a6a631c2c..380e39371 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.github/workflows/test.yml
@@ -3,30 +3,49 @@
 
 name: Test {{cookiecutter.tap_id}}
 
-on: [push]
+on:
+  push:
+    branches: [main]
+    paths:
+    - .github/workflows/test.yml
+    - {{ cookiecutter.library_name }}/**
+    - tests/**
+    - poetry.lock
+    - pyproject.toml
+    - tox.ini
+  pull_request:
+    branches: [main]
+    paths:
+    - .github/workflows/test.yml
+    - {{ cookiecutter.library_name }}/**
+    - tests/**
+    - poetry.lock
+    - pyproject.toml
+    - tox.ini
+  workflow_dispatch:
+
+env:
+  FORCE_COLOR: 1
 
 jobs:
   pytest:
     runs-on: ubuntu-latest
-    env:
-      GITHUB_TOKEN: {{ '${{secrets.GITHUB_TOKEN}}' }}
     strategy:
       fail-fast: false
       matrix:
-        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+        python-version:
+        - "3.9"
+        - "3.10"
+        - "3.11"
+        - "3.12"
+        - "3.13"
     steps:
     - uses: actions/checkout@v4
     - name: Set up Python {{ '${{ matrix.python-version }}' }}
       uses: actions/setup-python@v5
       with:
         python-version: {{ '${{ matrix.python-version }}' }}
-    - name: Install Poetry
-      run: |
-        pip install poetry
-    - name: Install dependencies
-      run: |
-        poetry env use {{ '${{ matrix.python-version }}' }}
-        poetry install
-    - name: Test with pytest
+    - run: pipx install tox
+    - name: Run Tox
       run: |
-        poetry run pytest
+        tox -e $(echo py{{ '${{ matrix.python-version }}' }} | tr -d .)
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.pre-commit-config.yaml b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.pre-commit-config.yaml
index ced959bcc..869ab2492 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.pre-commit-config.yaml
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/.pre-commit-config.yaml
@@ -5,7 +5,7 @@ ci:
 
 repos:
 - repo: https://github.com/pre-commit/pre-commit-hooks
-  rev: v4.6.0
+  rev: v5.0.0
   hooks:
   - id: check-json
     exclude: |
@@ -18,20 +18,20 @@ repos:
   - id: trailing-whitespace
 
 - repo: https://github.com/python-jsonschema/check-jsonschema
-  rev: 0.29.1
+  rev: 0.29.4
   hooks:
   - id: check-dependabot
   - id: check-github-workflows
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.5.6
+  rev: v0.7.3
   hooks:
   - id: ruff
     args: [--fix, --exit-non-zero-on-fix, --show-fixes]
   - id: ruff-format
 
 - repo: https://github.com/pre-commit/mirrors-mypy
-  rev: v1.11.1
+  rev: v1.13.0
   hooks:
   - id: mypy
     additional_dependencies:
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/README.md b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/README.md
index 0454d048c..2136340ef 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/README.md
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/README.md
@@ -122,7 +122,7 @@ Now you can test and orchestrate using Meltano:
 # Test invocation:
 meltano invoke {{ cookiecutter.tap_id }} --version
 # OR run a test `elt` pipeline:
-meltano elt {{ cookiecutter.tap_id }} target-jsonl
+meltano run {{ cookiecutter.tap_id }} target-jsonl
 ```
 
 ### SDK Dev Guide
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
index 98851d925..bf1deb719 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/pyproject.toml
@@ -15,11 +15,11 @@ keywords = [
 classifiers = [
     "Intended Audience :: Developers",
     "Operating System :: OS Independent",
-    "Programming Language :: Python :: 3.8",
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12",
+    "Programming Language :: Python :: 3.13",
 ]
 license = "Apache-2.0"
 {%- if cookiecutter.variant != "None (Skip)" %}
@@ -29,9 +29,8 @@ packages = [
 {%- endif %}
 
 [tool.poetry.dependencies]
-python = ">=3.8"
-importlib-resources = { version = "==6.4.*", python = "<3.9" }
-singer-sdk = { version="~=0.39.1", extras = [
+python = ">=3.9"
+singer-sdk = { version="~=0.42.1", extras = [
     {%- if cookiecutter.auth_method == "JWT" -%}"jwt", {% endif -%}
     {%- if cookiecutter.faker_extra -%}"faker",{%- endif -%}
 ] }
@@ -43,9 +42,9 @@ requests = "~=2.32.3"
 [tool.poetry.group.dev.dependencies]
 pytest = ">=8"
 {%- if cookiecutter.auth_method == "JWT" %}
-singer-sdk = { version="~=0.39.1", extras = ["jwt", "testing"] }
+singer-sdk = { version="~=0.42.1", extras = ["jwt", "testing"] }
 {%- else %}
-singer-sdk = { version="~=0.39.1", extras = ["testing"] }
+singer-sdk = { version="~=0.42.1", extras = ["testing"] }
 {%- endif %}
 
 [tool.poetry.extras]
@@ -64,8 +63,7 @@ plugins = "sqlmypy"
 {%- endif %}
 
 [tool.ruff]
-src = ["{{cookiecutter.library_name}}"]
-target-version = "py38"
+target-version = "py39"
 
 [tool.ruff.lint]
 ignore = [
@@ -79,14 +77,11 @@ select = ["ALL"]
 [tool.ruff.lint.flake8-annotations]
 allow-star-arg-any = true
 
-[tool.ruff.lint.isort]
-known-first-party = ["{{cookiecutter.library_name}}"]
-
 [tool.ruff.lint.pydocstyle]
 convention = "google"
 
 [build-system]
-requires = ["poetry-core==1.9.0"]
+requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.poetry.scripts]
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini
index 6be1c116a..90c122a54 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/tox.ini
@@ -1,19 +1,12 @@
 # This file can be used to customize tox tests as well as other test frameworks like flake8 and mypy
 
 [tox]
-envlist = py{38,39,310,311,312}
-isolated_build = true
+envlist = py3{9,10,11,12,13}
+requires =
+    tox>=4.19
 
 [testenv]
-allowlist_externals = poetry
+deps =
+    pytest
 commands =
-    poetry install -v
-    poetry run pytest
-
-[testenv:pytest]
-# Run the python tests.
-# To execute, run `tox -e pytest`
-envlist = py{38,39,310,311,312}
-commands =
-    poetry install -v
-    poetry run pytest
+    pytest {posargs}
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/graphql-client.py b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/graphql-client.py
index 4e878cb23..289199b11 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/graphql-client.py
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/graphql-client.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-from typing import TYPE_CHECKING, Iterable
+import typing as t
 
 import requests  # noqa: TCH002
 from singer_sdk.streams import {{ cookiecutter.stream_type }}Stream
@@ -12,7 +12,7 @@
 from {{ cookiecutter.library_name }}.auth import {{ cookiecutter.source_name }}Authenticator
 {%- endif %}
 
-if TYPE_CHECKING:
+if t.TYPE_CHECKING:
     from singer_sdk.helpers.types import Context
 
 
@@ -45,16 +45,13 @@ def http_headers(self) -> dict:
         Returns:
             A dictionary of HTTP headers.
         """
-        headers = {}
-        if "user_agent" in self.config:
-            headers["User-Agent"] = self.config.get("user_agent")
 {%- if cookiecutter.auth_method not in ("OAuth2", "JWT") %}
         # If not using an authenticator, you may also provide inline auth headers:
         # headers["Private-Token"] = self.config.get("auth_token")
 {%- endif %}
-        return headers
+        return {}
 
-    def parse_response(self, response: requests.Response) -> Iterable[dict]:
+    def parse_response(self, response: requests.Response) -> t.Iterable[dict]:
         """Parse the response and return an iterator of result records.
 
         Args:
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/other-client.py b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/other-client.py
index 1952579d7..6564b4926 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/other-client.py
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/other-client.py
@@ -2,11 +2,11 @@
 
 from __future__ import annotations
 
-from typing import TYPE_CHECKING, Iterable
+import typing as t
 
 from singer_sdk.streams import Stream
 
-if TYPE_CHECKING:
+if t.TYPE_CHECKING:
     from singer_sdk.helpers.types import Context
 
 
@@ -15,8 +15,8 @@ class {{ cookiecutter.source_name }}Stream(Stream):
 
     def get_records(
         self,
-        context: Context | None,  # noqa: ARG002
-    ) -> Iterable[dict]:
+        context: Context | None,
+    ) -> t.Iterable[dict]:
         """Return a generator of record-type dictionary objects.
 
         The optional `context` argument is used to identify a specific slice of the
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/rest-client.py b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/rest-client.py
index fb805ad55..35a53303c 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/rest-client.py
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/rest-client.py
@@ -2,11 +2,11 @@
 
 from __future__ import annotations
 
-import sys
-{%- if cookiecutter.auth_method in ("OAuth2", "JWT") %}
+import typing as t
+{% if cookiecutter.auth_method in ("OAuth2", "JWT") -%}
 from functools import cached_property
-{%- endif %}
-from typing import TYPE_CHECKING, Any, Iterable
+{% endif -%}
+from importlib import resources
 
 {% if cookiecutter.auth_method  == "API Key" -%}
 from singer_sdk.authenticators import APIKeyAuthenticator
@@ -40,12 +40,7 @@
 
 {% endif -%}
 
-if sys.version_info >= (3, 9):
-    import importlib.resources as importlib_resources
-else:
-    import importlib_resources
-
-if TYPE_CHECKING:
+if t.TYPE_CHECKING:
     import requests
     {%- if cookiecutter.auth_method in ("OAuth2", "JWT") %}
     from singer_sdk.helpers.types import Auth, Context
@@ -55,7 +50,7 @@
 
 
 # TODO: Delete this is if not using json files for schema definition
-SCHEMAS_DIR = importlib_resources.files(__package__) / "schemas"
+SCHEMAS_DIR = resources.files(__package__) / "schemas"
 
 
 class {{ cookiecutter.source_name }}Stream({{ cookiecutter.stream_type }}Stream):
@@ -137,14 +132,11 @@ def http_headers(self) -> dict:
         Returns:
             A dictionary of HTTP headers.
         """
-        headers = {}
-        if "user_agent" in self.config:
-            headers["User-Agent"] = self.config.get("user_agent")
 {%- if cookiecutter.auth_method not in ("OAuth2", "JWT") %}
         # If not using an authenticator, you may also provide inline auth headers:
         # headers["Private-Token"] = self.config.get("auth_token")  # noqa: ERA001
 {%- endif %}
-        return headers
+        return {}
 
     def get_new_paginator(self) -> BaseAPIPaginator:
         """Create a new pagination helper instance.
@@ -164,8 +156,8 @@ def get_new_paginator(self) -> BaseAPIPaginator:
     def get_url_params(
         self,
         context: Context | None,  # noqa: ARG002
-        next_page_token: Any | None,  # noqa: ANN401
-    ) -> dict[str, Any]:
+        next_page_token: t.Any | None,  # noqa: ANN401
+    ) -> dict[str, t.Any]:
         """Return a dictionary of values to be used in URL parameterization.
 
         Args:
@@ -186,7 +178,7 @@ def get_url_params(
     def prepare_request_payload(
         self,
         context: Context | None,  # noqa: ARG002
-        next_page_token: Any | None,  # noqa: ARG002, ANN401
+        next_page_token: t.Any | None,  # noqa: ARG002, ANN401
     ) -> dict | None:
         """Prepare the data payload for the REST API request.
 
@@ -202,7 +194,7 @@ def prepare_request_payload(
         # TODO: Delete this method if no payload is required. (Most REST APIs.)
         return None
 
-    def parse_response(self, response: requests.Response) -> Iterable[dict]:
+    def parse_response(self, response: requests.Response) -> t.Iterable[dict]:
         """Parse the response and return an iterator of result records.
 
         Args:
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/sql-client.py b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/sql-client.py
index a34cee4d0..886b0d8f7 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/sql-client.py
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/sql-client.py
@@ -5,7 +5,7 @@
 
 from __future__ import annotations
 
-from typing import Any, Iterable
+import typing as t
 
 import sqlalchemy  # noqa: TCH002
 from singer_sdk import SQLConnector, SQLStream
@@ -77,7 +77,7 @@ class {{ cookiecutter.source_name }}Stream(SQLStream):
 
     connector_class = {{ cookiecutter.source_name }}Connector
 
-    def get_records(self, partition: dict | None) -> Iterable[dict[str, Any]]:
+    def get_records(self, partition: dict | None) -> t.Iterable[dict[str, t.Any]]:
         """Return a generator of record-type dictionary objects.
 
         Developers may optionally add custom logic before calling the default
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/streams.py b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/streams.py
index 69c955e6f..6e296a259 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/streams.py
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/streams.py
@@ -2,21 +2,15 @@
 
 from __future__ import annotations
 
-import sys
 import typing as t
+from importlib import resources
 
 from singer_sdk import typing as th  # JSON Schema typing helpers
 
 from {{ cookiecutter.library_name }}.client import {{ cookiecutter.source_name }}Stream
 
-if sys.version_info >= (3, 9):
-    import importlib.resources as importlib_resources
-else:
-    import importlib_resources
-
-
 # TODO: Delete this is if not using json files for schema definition
-SCHEMAS_DIR = importlib_resources.files(__package__) / "schemas"
+SCHEMAS_DIR = resources.files(__package__) / "schemas"
 
 
 {%- if cookiecutter.stream_type == "GraphQL" %}
diff --git a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/tap.py b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/tap.py
index df3f9f754..3fbd58a43 100644
--- a/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/tap.py
+++ b/cookiecutter/tap-template/{{cookiecutter.tap_id}}/{{cookiecutter.library_name}}/tap.py
@@ -31,12 +31,14 @@ class Tap{{ cookiecutter.source_name }}({{ 'SQL' if cookiecutter.stream_type ==
             th.StringType,
             required=True,
             secret=True,  # Flag config as protected.
+            title="Auth Token",
             description="The token to authenticate against the API service",
         ),
         th.Property(
             "project_ids",
             th.ArrayType(th.StringType),
             required=True,
+            title="Project IDs",
             description="Project IDs to replicate",
         ),
         th.Property(
@@ -47,9 +49,20 @@ class Tap{{ cookiecutter.source_name }}({{ 'SQL' if cookiecutter.stream_type ==
         th.Property(
             "api_url",
             th.StringType,
+            title="API URL",
             default="https://api.mysample.com",
             description="The url for the API service",
         ),
+        {%- if cookiecutter.stream_type in ("GraphQL", "REST") %}
+        th.Property(
+            "user_agent",
+            th.StringType,
+            description=(
+                "A custom User-Agent header to send with each request. Default is "
+                "'<tap_name>/<tap_version>'"
+            ),
+        ),
+        {%- endif %}
     ).to_dict()
 {%- if cookiecutter.stream_type in ("GraphQL", "REST", "Other") %}
 
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/dependabot.yml b/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/dependabot.yml
index 0660ffdd4..d96600409 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/dependabot.yml
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/dependabot.yml
@@ -19,6 +19,7 @@ updates:
         dependency-type: production
         update-types:
           - "patch"
+    versioning-strategy: increase-if-necessary
   - package-ecosystem: pip
     directory: "/.github/workflows"
     schedule:
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/build.yml b/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/build.yml
index f9503baf6..179acf18a 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/build.yml
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/build.yml
@@ -42,4 +42,4 @@ jobs:
     - name: Publish
       ## TODO: create a trusted publisher on PyPI
       ## https://docs.pypi.org/trusted-publishers/
-      uses: pypa/gh-action-pypi-publish@v1.9.0
+      uses: pypa/gh-action-pypi-publish@v1.12.2
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml b/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml
index fda907e07..db8a39d17 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/.github/workflows/test.yml
@@ -3,30 +3,49 @@
 
 name: Test {{cookiecutter.target_id}}
 
-on: [push]
+on:
+  push:
+    branches: [main]
+    paths:
+    - .github/workflows/test.yml
+    - {{ cookiecutter.library_name }}/**
+    - tests/**
+    - poetry.lock
+    - pyproject.toml
+    - tox.ini
+  pull_request:
+    branches: [main]
+    paths:
+    - .github/workflows/test.yml
+    - {{ cookiecutter.library_name }}/**
+    - tests/**
+    - poetry.lock
+    - pyproject.toml
+    - tox.ini
+  workflow_dispatch:
+
+env:
+  FORCE_COLOR: 1
 
 jobs:
   pytest:
     runs-on: ubuntu-latest
-    env:
-      GITHUB_TOKEN: {{ '${{secrets.GITHUB_TOKEN}}' }}
     strategy:
       fail-fast: false
       matrix:
-        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
+        python-version:
+        - "3.9"
+        - "3.10"
+        - "3.11"
+        - "3.12"
+        - "3.13"
     steps:
     - uses: actions/checkout@v4
     - name: Set up Python {{ '${{ matrix.python-version }}' }}
       uses: actions/setup-python@v5
       with:
         python-version: {{ '${{ matrix.python-version }}' }}
-    - name: Install Poetry
-      run: |
-        pip install poetry
-    - name: Install dependencies
-      run: |
-        poetry env use {{ '${{ matrix.python-version }}' }}
-        poetry install
-    - name: Test with pytest
+    - run: pipx install tox
+    - name: Run Tox
       run: |
-        poetry run pytest
+        tox -e $(echo py{{ '${{ matrix.python-version }}' }} | tr -d .)
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/.pre-commit-config.yaml b/cookiecutter/target-template/{{cookiecutter.target_id}}/.pre-commit-config.yaml
index 3cab6f92b..86aedf0e9 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/.pre-commit-config.yaml
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/.pre-commit-config.yaml
@@ -5,7 +5,7 @@ ci:
 
 repos:
 - repo: https://github.com/pre-commit/pre-commit-hooks
-  rev: v4.6.0
+  rev: v5.0.0
   hooks:
   - id: check-json
     exclude: |
@@ -18,20 +18,20 @@ repos:
   - id: trailing-whitespace
 
 - repo: https://github.com/python-jsonschema/check-jsonschema
-  rev: 0.29.1
+  rev: 0.29.4
   hooks:
   - id: check-dependabot
   - id: check-github-workflows
 
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.5.6
+  rev: v0.7.3
   hooks:
   - id: ruff
     args: [--fix, --exit-non-zero-on-fix, --show-fixes]
   - id: ruff-format
 
 - repo: https://github.com/pre-commit/mirrors-mypy
-  rev: v1.11.1
+  rev: v1.13.0
   hooks:
   - id: mypy
     additional_dependencies:
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/README.md b/cookiecutter/target-template/{{cookiecutter.target_id}}/README.md
index 983be1ce5..6733f0fc0 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/README.md
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/README.md
@@ -51,7 +51,7 @@ This Singer target will automatically import any environment variables within th
 `.env` if the `--config=ENV` is provided, such that config values will be considered if a matching
 environment variable is set either in the terminal context or in the `.env` file.
 
-### Source Authentication and Authorization
+### Authentication and Authorization
 
 <!--
 Developer TODO: If your target requires special access on the destination system, or any special authentication requirements, provide those here.
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/meltano.yml b/cookiecutter/target-template/{{cookiecutter.target_id}}/meltano.yml
index dab8bf213..dc1a71bc5 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/meltano.yml
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/meltano.yml
@@ -21,7 +21,7 @@ plugins:
     capabilities:
     - about
     - stream-maps
-    - record-flattening
+    - schema-flattening
 
     # TODO: Declare settings and their types here:
     settings:
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml b/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml
index 5aa268f7c..6074b71bc 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/pyproject.toml
@@ -15,11 +15,11 @@ keywords = [
 classifiers = [
     "Intended Audience :: Developers",
     "Operating System :: OS Independent",
-    "Programming Language :: Python :: 3.8",
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12",
+    "Programming Language :: Python :: 3.13",
 ]
 license = "Apache-2.0"
 {%- if cookiecutter.variant != "None (Skip)" %}
@@ -29,8 +29,8 @@ packages = [
 {%- endif %}
 
 [tool.poetry.dependencies]
-python = ">=3.8"
-singer-sdk = { version="~=0.39.1"{{ ', extras = ["faker"]' if cookiecutter.faker_extra }} }
+python = ">=3.9"
+singer-sdk = { version="~=0.42.1"{{ ', extras = ["faker"]' if cookiecutter.faker_extra }} }
 fs-s3fs = { version = "~=1.1.1", optional = true }
 {%- if cookiecutter.serialization_method != "SQL" %}
 requests = "~=2.32.3"
@@ -38,7 +38,7 @@ requests = "~=2.32.3"
 
 [tool.poetry.dev-dependencies]
 pytest = ">=8"
-singer-sdk = { version="~=0.39.1", extras = ["testing"] }
+singer-sdk = { version="~=0.42.1", extras = ["testing"] }
 
 [tool.poetry.extras]
 s3 = ["fs-s3fs"]
@@ -51,8 +51,7 @@ python_version = "3.12"
 warn_unused_configs = true
 
 [tool.ruff]
-src = ["{{cookiecutter.library_name}}"]
-target-version = "py38"
+target-version = "py39"
 
 [tool.ruff.lint]
 ignore = [
@@ -66,14 +65,11 @@ select = ["ALL"]
 [tool.ruff.lint.flake8-annotations]
 allow-star-arg-any = true
 
-[tool.ruff.lint.isort]
-known-first-party = ["{{cookiecutter.library_name}}"]
-
 [tool.ruff.lint.pydocstyle]
 convention = "google"
 
 [build-system]
-requires = ["poetry-core==1.9.0"]
+requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.poetry.scripts]
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/tox.ini b/cookiecutter/target-template/{{cookiecutter.target_id}}/tox.ini
index 6be1c116a..90c122a54 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/tox.ini
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/tox.ini
@@ -1,19 +1,12 @@
 # This file can be used to customize tox tests as well as other test frameworks like flake8 and mypy
 
 [tox]
-envlist = py{38,39,310,311,312}
-isolated_build = true
+envlist = py3{9,10,11,12,13}
+requires =
+    tox>=4.19
 
 [testenv]
-allowlist_externals = poetry
+deps =
+    pytest
 commands =
-    poetry install -v
-    poetry run pytest
-
-[testenv:pytest]
-# Run the python tests.
-# To execute, run `tox -e pytest`
-envlist = py{38,39,310,311,312}
-commands =
-    poetry install -v
-    poetry run pytest
+    pytest {posargs}
diff --git a/cookiecutter/target-template/{{cookiecutter.target_id}}/{{cookiecutter.library_name}}/target.py b/cookiecutter/target-template/{{cookiecutter.target_id}}/{{cookiecutter.library_name}}/target.py
index f28bb4e94..e66a10eae 100644
--- a/cookiecutter/target-template/{{cookiecutter.target_id}}/{{cookiecutter.library_name}}/target.py
+++ b/cookiecutter/target-template/{{cookiecutter.target_id}}/{{cookiecutter.library_name}}/target.py
@@ -23,23 +23,27 @@ class Target{{ cookiecutter.destination_name }}({{ target_class }}):
             "sqlalchemy_url",
             th.StringType,
             secret=True,  # Flag config as protected.
+            title="SQLAlchemy URL",
             description="SQLAlchemy connection string",
         ),
         {%- else %}
         th.Property(
             "filepath",
             th.StringType,
+            title="Output File Path",
             description="The path to the target output file",
         ),
         th.Property(
             "file_naming_scheme",
             th.StringType,
+            title="File Naming Scheme",
             description="The scheme with which output files will be named",
         ),
         th.Property(
             "auth_token",
             th.StringType,
             secret=True,  # Flag config as protected.
+            title="Auth Token",
             description="The path to the target output file",
         ),
         {%- endif %}
diff --git a/docs/CONTRIBUTING.md b/docs/CONTRIBUTING.md
index d147d775a..29a5eee82 100644
--- a/docs/CONTRIBUTING.md
+++ b/docs/CONTRIBUTING.md
@@ -30,7 +30,6 @@ With `pipx` installed, you globally add the required tools:
 pipx install poetry
 pipx install pre-commit
 pipx install nox
-pipx inject nox nox-poetry
 ```
 
 Now you can use Poetry to install package dependencies:
diff --git a/docs/_templates/stream_class.rst b/docs/_templates/stream_class.rst
new file mode 100644
index 000000000..547bd6454
--- /dev/null
+++ b/docs/_templates/stream_class.rst
@@ -0,0 +1,10 @@
+{{ fullname }}
+{{ "=" * fullname|length }}
+
+.. currentmodule:: {{ module }}
+
+.. autoclass:: {{ name }}
+    :members:
+    :show-inheritance:
+    :inherited-members: Stream
+    :special-members: __init__
diff --git a/docs/capabilities.rst b/docs/capabilities.rst
index de3565777..b71df4c67 100644
--- a/docs/capabilities.rst
+++ b/docs/capabilities.rst
@@ -14,6 +14,7 @@ The following capabilities are supported by default.
 .. autoattribute:: PluginCapabilities.ABOUT
 .. autoattribute:: PluginCapabilities.BATCH
 .. autoattribute:: PluginCapabilities.STREAM_MAPS
+.. autoattribute:: PluginCapabilities.FLATTENING
 
 ========================
 Custom base capabilities
@@ -60,5 +61,4 @@ The following capabilities have to be implemented in the target.
 .. autoattribute:: TargetCapabilities.SOFT_DELETE
 .. autoattribute:: TargetCapabilities.HARD_DELETE
 .. autoattribute:: TargetCapabilities.DATATYPE_FAILSAFE
-.. autoattribute:: TargetCapabilities.RECORD_FLATTENING
 .. autoattribute:: TargetCapabilities.TARGET_SCHEMA
diff --git a/docs/classes/singer_sdk.GraphQLStream.rst b/docs/classes/singer_sdk.GraphQLStream.rst
index 41953196f..2e801b64b 100644
--- a/docs/classes/singer_sdk.GraphQLStream.rst
+++ b/docs/classes/singer_sdk.GraphQLStream.rst
@@ -5,4 +5,6 @@
 
 .. autoclass:: GraphQLStream
     :members:
-    :special-members: __init__, __call__
\ No newline at end of file
+    :show-inheritance:
+    :inherited-members: Stream
+    :special-members: __init__
\ No newline at end of file
diff --git a/docs/classes/singer_sdk.RESTStream.rst b/docs/classes/singer_sdk.RESTStream.rst
index 9710c6303..6ed4d7b47 100644
--- a/docs/classes/singer_sdk.RESTStream.rst
+++ b/docs/classes/singer_sdk.RESTStream.rst
@@ -5,4 +5,6 @@
 
 .. autoclass:: RESTStream
     :members:
-    :special-members: __init__, __call__
\ No newline at end of file
+    :show-inheritance:
+    :inherited-members: Stream
+    :special-members: __init__
\ No newline at end of file
diff --git a/docs/classes/singer_sdk.SQLStream.rst b/docs/classes/singer_sdk.SQLStream.rst
index f72894088..bc0546f31 100644
--- a/docs/classes/singer_sdk.SQLStream.rst
+++ b/docs/classes/singer_sdk.SQLStream.rst
@@ -5,4 +5,6 @@
 
 .. autoclass:: SQLStream
     :members:
-    :special-members: __init__, __call__
\ No newline at end of file
+    :show-inheritance:
+    :inherited-members: Stream
+    :special-members: __init__
\ No newline at end of file
diff --git a/docs/classes/singer_sdk.Stream.rst b/docs/classes/singer_sdk.Stream.rst
index db028a912..946f040d6 100644
--- a/docs/classes/singer_sdk.Stream.rst
+++ b/docs/classes/singer_sdk.Stream.rst
@@ -5,4 +5,6 @@
 
 .. autoclass:: Stream
     :members:
-    :special-members: __init__, __call__
\ No newline at end of file
+    :show-inheritance:
+    :inherited-members: Stream
+    :special-members: __init__
\ No newline at end of file
diff --git a/docs/classes/singer_sdk.connectors.sql.JSONSchemaToSQL.rst b/docs/classes/singer_sdk.connectors.sql.JSONSchemaToSQL.rst
new file mode 100644
index 000000000..82ad1c544
--- /dev/null
+++ b/docs/classes/singer_sdk.connectors.sql.JSONSchemaToSQL.rst
@@ -0,0 +1,8 @@
+singer_sdk.connectors.sql.JSONSchemaToSQL
+=========================================
+
+.. currentmodule:: singer_sdk.connectors.sql
+
+.. autoclass:: JSONSchemaToSQL
+    :members:
+    :special-members: __init__, __call__
\ No newline at end of file
diff --git a/docs/classes/singer_sdk.connectors.sql.SQLToJSONSchema.rst b/docs/classes/singer_sdk.connectors.sql.SQLToJSONSchema.rst
new file mode 100644
index 000000000..5f2acf693
--- /dev/null
+++ b/docs/classes/singer_sdk.connectors.sql.SQLToJSONSchema.rst
@@ -0,0 +1,8 @@
+singer_sdk.connectors.sql.SQLToJSONSchema
+=========================================
+
+.. currentmodule:: singer_sdk.connectors.sql
+
+.. autoclass:: SQLToJSONSchema
+    :members:
+    :special-members: __init__, __call__
\ No newline at end of file
diff --git a/docs/cli_commands.md b/docs/cli_commands.md
index d12d245f8..e5d37f551 100644
--- a/docs/cli_commands.md
+++ b/docs/cli_commands.md
@@ -180,7 +180,7 @@ plugins:
 | Configuration store | Config JSON file (`--config=path/to/config.json`) or environment variables (`--config=ENV`) | `meltano.yml`, `.env`, environment variables, or Meltano's system db |
 | Simple invocation   | `my-tap --config=...`                                                                       | `meltano invoke my-tap`                                              |
 | Other CLI options   | `my-tap --about --format=json`                                                              | `meltano invoke my-tap --about --format=json`                        |
-| ELT                 | `my-tap --config=... \| path/to/target-jsonl --config=...`                                  | `meltano elt my-tap target-jsonl`                                    |
+| ELT                 | `my-tap --config=... \| path/to/target-jsonl --config=...`                                  | `meltano run my-tap target-jsonl`                                    |
 
 [Meltano]: https://www.meltano.com
 [declare settings]: https://docs.meltano.com/reference/command-line-interface#how-to-use-2
diff --git a/docs/code_samples.md b/docs/code_samples.md
index 6d9efefd1..1783b30f8 100644
--- a/docs/code_samples.md
+++ b/docs/code_samples.md
@@ -4,18 +4,18 @@ Below you will find a collection of code samples which can be used for inspirati
 
 ## Project Samples
 
-Below are full project samples, contributed by members in the community. Use these for inspiration
-or to get more information on what an SDK-based tap or target will look like.
-
-- [tap-bamboohr by Auto IDM](https://gitlab.com/autoidm/tap-bamboohr)
-- [tap-confluence by @edgarrmondragon](https://github.com/edgarrmondragon/tap-confluence)
-- [tap-investing by @DouweM](https://gitlab.com/DouweM/tap-investing)
-- [tap-parquet by AJ](https://github.com/dataops-tk/tap-parquet)
-- [tap-powerbi-metadata by Slalom](https://github.com/dataops-tk/tap-powerbi-metadata)
-- [target-athena, Community Project led by Andrew Stewart](https://github.com/dataops-tk/target-athena)
-
-To add your project to this list, please
-[submit an issue](https://github.com/meltano/sdk/issues/new).
+The following are full project samples, contributed by members of the community:
+
+- A REST Stream: [MeltanoLabs/tap-pulumi-cloud](https://github.com/MeltanoLabs/tap-pulumi-cloud)
+- A SQL Target: [MeltanoLabs/target-postgres](https://github.com/MeltanoLabs/target-postgres)
+- A SQL Tap: [MeltanoLabs/tap-postgres](https://github.com/MeltanoLabs/tap-postgres)
+- A Cloud Service: [MeltanoLabs/tap-cloudwatch](https://github.com/MeltanoLabs/tap-cloudwatch)
+- A REST Stream with complex and varied auth options: [MeltanoLabs/tap-github](https://github.com/MeltanoLabs/tap-github)
+
+There are many more examples available: go to [Meltano Hub](https://hub.meltano.com) and type `sdk` in the searchbar to see a list of taps and targets created with the Singer SDK.
+
+To add your project to Meltano Hub, please
+[submit an issue](https://github.com/meltano/hub/issues/new?assignees=edgarrmondragon%2Cpnadolny13&labels=valuestream%2FHub&projects=&template=new_plugin.yml&title=Add+Plugin%3A+%3Cinsert+plugin+name%3E).
 
 ## Reusable Code Snippets
 
diff --git a/docs/conf.py b/docs/conf.py
index 447549f24..48a83cd8c 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -29,7 +29,7 @@
 author = "Meltano Core Team and Contributors"
 
 # The full version, including alpha/beta/rc tags
-release = "0.39.1"
+release = "0.42.1"
 
 
 # -- General configuration -------------------------------------------------------------
@@ -158,6 +158,10 @@
         "https://json-schema.org/understanding-json-schema/reference/%s",
         "%s",
     ),
+    "column_type": (
+        "https://docs.sqlalchemy.org/en/20/core/type_basics.html#sqlalchemy.types.%s",
+        "%s",
+    ),
 }
 
 # -- Options for intersphinx -----------------------------------------------------------
diff --git a/docs/guides/config-schema.md b/docs/guides/config-schema.md
index e5aad4378..d4ea1d16b 100644
--- a/docs/guides/config-schema.md
+++ b/docs/guides/config-schema.md
@@ -15,9 +15,9 @@ class MyTap(Tap):
     name = "my-tap"
 
     config_jsonschema = th.PropertiesList(
-        th.Property("api_key", th.StringType, required=True),
-        th.Property("base_url", th.StringType, default="https://api.example.com"),
-        th.Property("start_date", th.DateTimeType),
+        th.Property("api_key", th.StringType, required=True, title="API Key"),
+        th.Property("base_url", th.StringType, default="https://api.example.com", title="Base URL"),
+        th.Property("start_date", th.DateTimeType, title="Start Date"),
     ).to_dict()
 ```
 
@@ -29,6 +29,7 @@ Explanation of the configuration schema defined above:
 - The `th.StringType`, `th.DateTimeType`, etc. helpers are used to define the type of the property.
 - The `required` attribute is used to mark a property as required. The tap will throw an error if the user does not provide a value for a required property.
 - The `default` attribute is used to provide a default value for a property. The tap will use this if the user does not provide a value, so this can be accessed in the tap or streams with square bracket syntax, i.e. `self.config["base_url"]`.
+- The `title` attribute is used to provide a human-readable title for the property.
 - The `to_dict()` method is used to convert the JSON object to a Python dictionary.
 
 See the full reference for the [typing module](../typing.rst) for more information on how to define a configuration schema.
diff --git a/docs/guides/index.md b/docs/guides/index.md
index 268f27957..f754908a2 100644
--- a/docs/guides/index.md
+++ b/docs/guides/index.md
@@ -9,4 +9,6 @@ porting
 pagination-classes
 custom-clis
 config-schema
+sql-tap
+sql-target
 ```
diff --git a/docs/guides/sql-tap.md b/docs/guides/sql-tap.md
new file mode 100644
index 000000000..55182c155
--- /dev/null
+++ b/docs/guides/sql-tap.md
@@ -0,0 +1,58 @@
+# Building SQL taps
+
+## Mapping SQL types to JSON Schema
+
+Starting with version `0.41.0`, the Meltano Singer SDK provides a clean way to map SQL types to JSON Schema. This is useful when the SQL dialect you are using has custom types that need to be mapped accordingly to JSON Schema.
+
+### Default type mapping
+
+The Singer SDK automatically handles the most common SQLAlchemy column types, using [`functools.singledispatchmethod`](inv:python:py:class:#functools.singledispatchmethod) to process each type. See the [`SQLToJSONSchema`](connectors.sql.SQLToJSONSchema) reference documentation for details.
+
+### Custom type mapping
+
+If the class above doesn't cover all the types supported by the SQLAlchemy dialect in your tap, you can subclass it and override or extend with a new method for the type you need to support:
+
+```python
+import functools
+
+from sqlalchemy import Numeric
+from singer_sdk import typing as th
+from singer_sdk.connectors import SQLConnector
+from singer_sdk.connectors.sql import SQLToJSONSchema
+
+from my_sqlalchemy_dialect import VectorType
+
+
+class CustomSQLToJSONSchema(SQLToJSONSchema):
+    @SQLToJSONSchema.to_jsonschema.register
+    def custom_number_to_jsonschema(self, column_type: Numeric):
+        """Override the default mapping for NUMERIC columns.
+
+        For example, a scale of 4 translates to a multipleOf 0.0001.
+        """
+        return {"type": ["number"], "multipleOf": 10**-column_type.scale}
+
+    @SQLToJSONSchema.to_jsonschema.register(VectorType)
+    def vector_to_json_schema(self, column_type):
+        """Custom vector to JSON schema."""
+        return th.ArrayType(th.NumberType()).to_dict()
+```
+
+````{tip}
+You can also use a type annotation to specify the type of the column when registering a new method:
+
+```python
+@SQLToJSONSchema.to_jsonschema.register
+def vector_to_json_schema(self, column_type: VectorType):
+    return th.ArrayType(th.NumberType()).to_dict()
+```
+````
+
+Then, you need to use your custom type mapping in your connector:
+
+```python
+class MyConnector(SQLConnector):
+    @functools.cached_property
+    def sql_to_jsonschema(self):
+        return CustomSQLToJSONSchema()
+```
diff --git a/docs/guides/sql-target.md b/docs/guides/sql-target.md
new file mode 100644
index 000000000..7a9930a2a
--- /dev/null
+++ b/docs/guides/sql-target.md
@@ -0,0 +1,52 @@
+# Building SQL targets
+
+## Mapping JSON Schema to SQL types
+
+Starting with version `0.42.0`, the Meltano Singer SDK provides a clean way to map JSON Schema to SQL types. This is useful when the SQL dialect needs to do special handling for certain JSON Schema types.
+
+### Custom JSON Schema mapping
+
+If the default [`JSONSchemaToSQL`](connectors.sql.JSONSchemaToSQL) instance doesn't cover all the types supported by the SQLAlchemy dialect in your target, you can override the {attr}`SQLConnector.jsonschema_to_sql <singer_sdk.SQLConnector.jsonschema_to_sql>` property and register a new type handler for the type you need to support:
+
+```python
+import functools
+
+import sqlalchemy as sa
+from singer_sdk import typing as th
+from singer_sdk.connectors import JSONSchemaToSQL, SQLConnector
+
+from my_sqlalchemy_dialect import VectorType
+
+
+def custom_array_to_sql(jsonschema: dict) -> VectorType | sa.types.VARCHAR:
+    """Custom mapping for arrays of numbers."""
+    if items := jsonschema.get("items"):
+        if items.get("type") == "number":
+            return VectorType()
+
+    return sa.types.VARCHAR()
+
+
+class MyConnector(SQLConnector):
+    @functools.cached_property
+    def jsonschema_to_sql(self):
+        to_sql = JSONSchemaToSQL()
+        to_sql.register_type_handler("array", custom_array_to_sql)
+        return to_sql
+```
+
+### Custom string format mapping
+
+You can also register a new format handler for custom string formats:
+
+```python
+from my_sqlalchemy_dialect import URI
+
+
+class MyConnector(SQLConnector):
+    @functools.cached_property
+    def jsonschema_to_sql(self):
+        to_sql = JSONSchemaToSQL()
+        to_sql.register_format_handler("uri", URI)
+        return to_sql
+```
diff --git a/docs/implementation/catalog_metadata.md b/docs/implementation/catalog_metadata.md
index b255a5530..090a38969 100644
--- a/docs/implementation/catalog_metadata.md
+++ b/docs/implementation/catalog_metadata.md
@@ -1,6 +1,6 @@
 # Catalog Metadata
 
-The SDK automatically generates catalog metadata during catalog discovery. Selection rules overrided by a user will be respected.
+The SDK automatically generates catalog metadata during catalog discovery. Selection rules overridden by a user will be respected.
 
 Primary key properties may not be deselected, as these are required for `key_properties` to be declared in stream messages.
 
diff --git a/docs/implementation/cli.md b/docs/implementation/cli.md
index e4f78c26b..92d77fa37 100644
--- a/docs/implementation/cli.md
+++ b/docs/implementation/cli.md
@@ -1,5 +1,4 @@
 ---
-# TODO: this will be supported after MyST-Parser 0.18.0 is released
 myst:
   heading_anchors: 4
 ---
@@ -69,9 +68,19 @@ values from environment variables, and from a `.env` file if present within the
 working directory, which match the exact name of a setting, along with a prefix determined
 by the plugin name.
 
-> For example: For a sample plugin named `tap-my-example` and settings named "username" and "access_key", the SDK will automatically scrape
-> the settings from environment variables `TAP_MY_EXAMPLE_USERNAME` and
-> `TAP_MY_EXAMPLE_ACCESS_KEY`, if they exist.
+```{note}
+For example, for a sample plugin named `tap-my-example` and settings named `username` and `access_key`, the SDK will automatically scrape
+the settings from environment variables `TAP_MY_EXAMPLE_USERNAME` and
+`TAP_MY_EXAMPLE_ACCESS_KEY` respectively, if they exist.
+```
+
+The following value types are automatically cast to the appropriate Python type:
+
+- integer (e.g. `TAP_MY_EXAMPLE_PORT=5432`)
+- boolean (e.g. `TAP_MY_EXAMPLE_DEBUG=true`)
+- JSON arrays (e.g. `TAP_MY_EXAMPLE_ARRAY='["a", "b", "c"]'`)
+- JSON objects (e.g. `TAP_MY_EXAMPLE_OBJECT='{"key": "value"}'`)
+
 
 ## Tap-Specific CLI Options
 
diff --git a/docs/implementation/metrics.md b/docs/implementation/metrics.md
index 87678cbe5..3b2a2a6a5 100644
--- a/docs/implementation/metrics.md
+++ b/docs/implementation/metrics.md
@@ -1,8 +1,14 @@
-# Tap Metrics
+# Tap and Target Metrics
 
 Metrics logging is specified in the
-[Singer Spec](https://hub.meltano.com/singer/spec#metrics). The SDK will automatically
-emit metrics for `record_count`, `http_request_duration` and `sync_duration`.
+[Singer Spec](https://hub.meltano.com/singer/spec#metrics).
+
+The SDK will automatically emit the following metrics:
+
+- `record_count`: The number of records processed by the tap or target.
+- `http_request_duration`: The duration of HTTP requests made by the tap.
+- `sync_duration`: The duration of the sync operation.
+- `batch_processing_time`: The duration of processing a batch of records.
 
 ## Customization options
 
diff --git a/docs/incremental_replication.md b/docs/incremental_replication.md
index 757f15802..085f20afc 100644
--- a/docs/incremental_replication.md
+++ b/docs/incremental_replication.md
@@ -38,6 +38,7 @@ class CommentsStream(RESTStream):
 
 3. Last, we have to adapt the query to the remote system, in this example by adding a query parameter with the ISO timestamp.
 
+   The [`get_starting_timestamp`](singer_sdk.Stream.get_starting_timestamp) method and the related [`get_starting_replication_key_value`](singer_sdk.Stream.get_starting_replication_key_value) method, are provided by the SDK and return the last replication key value seen in the previous run. If the tap is run for the first time and the value for the `start_date` setting is null, the method will return `None`.
 
 ```{note}
 - The SDK will throw an error if records come out of order when `is_sorted` is true.
diff --git a/docs/reference.rst b/docs/reference.rst
index b59bd6651..6522c8a36 100644
--- a/docs/reference.rst
+++ b/docs/reference.rst
@@ -21,7 +21,7 @@ Stream Classes
 
 .. autosummary::
     :toctree: classes
-    :template: class.rst
+    :template: stream_class.rst
 
     Stream
     RESTStream
@@ -143,3 +143,13 @@ Batch
 
     batch.BaseBatcher
     batch.JSONLinesBatcher
+
+Other
+-----
+
+.. autosummary::
+    :toctree: classes
+    :template: class.rst
+
+    connectors.sql.SQLToJSONSchema
+    connectors.sql.JSONSchemaToSQL
diff --git a/docs/release_process.md b/docs/release_process.md
index 2163e4db8..131ef9075 100644
--- a/docs/release_process.md
+++ b/docs/release_process.md
@@ -1,29 +1,64 @@
+---
+myst:
+  heading_anchors: 4
+---
+
 # Release Process
 
+The Singer SDK currently follows roughly a [ZeroVer versioning scheme](https://0ver.org/). Starting with the Singer SDK 1.0, version numbers will use [semantic versioning](https://semver.org/).
+
 ## PyPI releases
 
-Releases are published to PyPI by a GitHub Actions workflow, triggered when a GitHub [Release](https://github.com/meltano/sdk/releases) is published.
+### Stable releases
+
+The following steps are required to create a stable release:
+
+1. Trigger the `.github/workflows/version_bump.yml` workflow from the GitHub Actions tab, or from the CLI with `gh workflow run version_bump.yml`.
+2. Wait for the workflow to complete. It will create a new PR with the version bump, and also a draft release.
+3. Review the PR for any errors in the changelog and version bumps, then merge it.
+4. Publish the draft release from the GitHub Releases tab.
 
-### Feature releases
+#### Feature releases
 
 Feature releases are the primary way that new features are added to the Singer SDK. They are released on a roughly monthly cadence.
 
-### Patch releases
+#### Patch releases
 
 Patch releases are released as needed to fix bugs or security issues. They are released on an as-needed basis.
 
-## Release cadence
+#### Release Highlights
+
+Once the release is published, we manually add a section to the changelog with the release highlights. This section should include a brief description of the most important changes in the release. For example:
+
+```markdown
+## v0.41.0 (2024-10-02)
+
+### Highlights
 
-Starting with the Singer SDK 1.0, version numbers will use a loose form of [semantic versioning](https://semver.org/).
+- It's easier now for SQL tap developers to customize the mapping from SQL column types to JSON schema. See [the guide](https://sdk.meltano.com/en/v0.41.0/guides/sql-tap.html#custom-type-mapping) for details.
+```
+
+### Pre-releases
+
+```bash
+git tag v0.42.0a3
+git push origin v0.42.0a3
+```
+
+Pre-releases are normal tags with pre-release identifiers. They are used to test new features before a stable release. Pre-releases are triggered by pushing a tag with a pre-release identifier, e.g. `v0.42.0a3`.
+
+We don't generate release notes for pre-releases, nor do we update the changelog so creating a pre-release is as simple as pushing a tag:
+
+## Release cadence
 
-SemVer makes it easier to see at a glance how compatible releases are with each other. It also helps to anticipate when compatibility shims will be removed.
+The Singer SDK follows a roughly monthly release cadence. [Milestones](https://github.com/meltano/sdk/milestones) are used to track the progress of each release. The milestones are named after the release version, e.g. `v0.42.0`.
 
 ## Deprecation policy
 
 A [feature release](#feature-releases) may deprecate a feature, but it will not remove it until the next major release. A deprecation will be clearly documented in the changelog and in the code.
 
-All deprecated features will emit a `SingerDeprecationWarning` when used, so users can raise them as exceptions when running their tests to ensure that they are not using any deprecated features:
+All deprecated features will emit a `SingerSDKDeprecationWarning` when used, so users can raise them as exceptions when running their tests to ensure that they are not using any deprecated features:
 
 ```console
-$ pytest -W error::singer_sdk.utils.deprecation.SingerSDKDeprecationWarning
+$ pytest -W error::singer_sdk.helpers._compat.SingerSDKDeprecationWarning
 ```
diff --git a/docs/stream_maps.md b/docs/stream_maps.md
index e348833cf..a47539158 100644
--- a/docs/stream_maps.md
+++ b/docs/stream_maps.md
@@ -228,32 +228,59 @@ can be referenced directly by mapping expressions.
 
 #### Built-In Functions
 
-- [`md5()`](inv:python:py:module:#hashlib) - returns an inline MD5 hash of any string, outputting
-    the string representation of the hash's hex digest.
-  - This is defined by the SDK internally with native python:
-    [`hashlib.md5(<input>.encode("utf-8")).hexdigest()`](inv:python:py:method:#hashlib.hash.hexdigest).
-- [`datetime`](inv:python:py:module:#datetime) - This is the datetime module object from the Python
-    standard library. You can access [`datetime.datetime`](inv:python:py:class:#datetime.datetime),
-    [`datetime.timedelta`](inv:python:py:class:#datetime.timedelta), etc.
-- [`json`](inv:python:py:module:#json) - This is the json module object from the Python standard
-    library. Primarily used for calling [`json.dumps()`](inv:python:py:function:#json.dumps)
-    and [`json.loads()`](inv:python:py:function:#json.loads).
+The following functions and namespaces are available for use in mapping expressions:
+
+| Function                                     | Description                                                                                                                                                                                                                                                            |
+| :------------------------------------------- | :--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
+| [`md5()`](inv:python:py:module:#hashlib)     | Returns an inline MD5 hash of any string, outputting the string representation of the hash's hex digest. This is defined by the SDK internally with native python: [`hashlib.md5(<input>.encode("utf-8")).hexdigest()`](inv:python:py:method:#hashlib.hash.hexdigest). |
+| [`datetime`](inv:python:py:module:#datetime) | This is the datetime module object from the Python standard library. You can access [`datetime.datetime`](inv:python:py:class:#datetime.datetime), [`datetime.timedelta`](inv:python:py:class:#datetime.timedelta), etc.                                               |
+| [`json`](inv:python:py:module:#json)         | This is the json module object from the Python standard library. Primarily used for calling [`json.dumps()`](inv:python:py:function:#json.dumps) and [`json.loads()`](inv:python:py:function:#json.loads).                                                             |
 
 #### Built-in Variable Names
 
-- `config` - a dictionary with the `stream_map_config` values from settings. This can be used
-  to provide a secret hash seed, for instance.
-- `record` - an alias for the record values dictionary in the current stream.
-- `_` - same as `record` but shorter to type
-- `self` - the existing property value if the property already exists
-- `fake` - a [`Faker`](inv:faker:std:doc#index) instance, configurable via `faker_config`
-  (see previous example) - see the built-in [standard providers](inv:faker:std:doc#providers)
-  for available methods
+The following variables are available in the context of a mapping expression:
+
+| Variable          | Description                                                                                                                                                                                       |
+| :---------------- | :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
+| `config`          | A dictionary with the `stream_map_config` values from settings. This can be used to provide a secret hash seed, for instance.                                                                     |
+| `record`          | An alias for the record values dictionary in the current stream.                                                                                                                                  |
+| `_`               | Same as `record` but shorter to type.                                                                                                                                                             |
+| `self`            | The existing property value if the property already exists.                                                                                                                                       |
+| `fake`            | A [`Faker`](inv:faker:std:doc#index) instance, configurable via `faker_config` (see previous example) - see the built-in [standard providers](inv:faker:std:doc#providers) for available methods. |
+| `__stream_name__` | The name of the stream. Useful when [applying the same transformation to multiple streams](#applying-a-mapping-across-two-or-more-streams).                                                       |
 
   ```{tip}
-  The `fake` object is only available if the plugin specifies `faker` as an additional dependency (through the `singer-sdk` `faker` extra, or directly).
+  To use the `fake` object, the `faker` library must be installed.
   ```
 
+:::{versionadded} 0.35.0
+The `faker` object.
+:::
+
+:::{versionadded} 0.40.0
+The `Faker` class.
+:::
+
+:::{versionchanged} 0.41.0
+The `Faker` class was deprecated in favor of instance methods on the `fake` object.
+:::
+
+:::{versionadded} 0.42.0
+The `__stream_name__` variable.
+:::
+
+#### Built-in Alias Variable Names
+
+The following variables are available in the context of the `__alias__` expression:
+
+| Variable          | Description              |
+| :---------------- | :----------------------- |
+| `__stream_name__` | The existing stream name |
+
+:::{versionadded} 0.42.0
+The `__stream_name__` variable.
+:::
+
 #### Automatic Schema Detection
 
 For performance reasons, type detection is performed at runtime using text analysis
@@ -435,6 +462,46 @@ stream_maps:
 ```
 ````
 
+### Masking data with Faker
+
+It is best practice (or even a legal requirement) to mask PII/PHI in lower environments. Stream mappers have access to the `Faker` library, which can be used to generate random data in various forms/formats.
+
+```yaml
+stream_maps:
+  customers:
+    # IMPORTANT: the `fake` variable name will only be available if faker_config is defined
+    first_name: fake.first_name() # generates a new random name each time
+faker_config:
+  # set specific seed
+  seed: 0
+  # set specific locales
+  locale:
+    - en_US
+    - en_GB
+```
+
+Be sure to checkout the [`faker` documentation](https://faker.readthedocs.io/en/master/) for all the fake data generation possibilities.
+
+Note that in the example above, `faker` will generate a new random value each time the `first_name()` function is invoked. This means if 3 records have a `first_name` value of `Mike`, then they will each have a different name after being mapped (for example, `Alistair`, `Debra`, `Scooby`).  This can actually lead to issues when developing in the lower environments.
+
+Some users require consistent masking (for example, the first name `Mike` is always masked as `Debra`). Consistent masking preserves the relationship between tables and rows, while still hiding the real value. When a random mask is generated every time, relationships between tables/rows are effectively lost, making it impossible to test things like sql `JOIN`s. This can cause highly unpredictable behavior when running the same code in lower environments vs production.
+
+To generate consistent masked values, you must provide the **same seed each time** before invoking the faker function.
+
+```yaml
+stream_maps:
+  customers:
+    # will always generate the same value for the same seed
+    first_name: fake.seed_instance(_['first_name']) or fake.first_name()
+faker_config:
+  # IMPORTANT: `fake` is only available if the `faker` extra is installed
+  locale: en_US
+```
+
+Remember, these expressions are evaluated by the [`simpleval`](https://github.com/danthedeckie/simpleeval) expression library, which only allows a single python expression (which is the reason for the `or` syntax above).
+
+This means if you require more advanced masking logic, which cannot be defined in a single python expression, you may need to consider a custom stream mapper.
+
 ### Aliasing a stream using `__alias__`
 
 To alias a stream, simply add the operation `"__alias__": "new_name"` to the stream
@@ -588,6 +655,36 @@ stream_maps:
 Support for stream glob expressions.
 :::
 
+### Aliasing two or more streams
+
+The `__alias__` operation evaluates simple python expressions.
+
+You can combine this with glob expressions to rename more than one stream:
+
+````{tab} meltano.yml
+```yaml
+stream_maps:
+  "*":
+    __alias__: "__stream_name__ + '_v2'"
+```
+````
+
+````{tab} JSON
+```json
+{
+    "stream_maps": {
+        "*": {
+            "__alias__": "__stream_name__ + '_v2'"
+        }
+    }
+}
+```
+````
+
+:::{versionadded} 0.42.0
+Support for `__alias__` expression evaluation.
+:::
+
 ### Understanding Filters' Affects on Parent-Child Streams
 
 Nested child streams iterations will be skipped if their parent stream has a record-level
diff --git a/fixtures/csv/customers.csv b/fixtures/csv/customers.csv
new file mode 100644
index 000000000..57d8d2953
--- /dev/null
+++ b/fixtures/csv/customers.csv
@@ -0,0 +1,1001 @@
+id	first_name	last_name	email	ip_address
+1	Ethe	Book	ebook0@twitter.com	67.61.243.220
+2	Myranda	Tire	mtire1@vkontakte.ru	151.194.73.229
+3	Remus	Dorian	rdorian2@twitpic.com	204.220.73.121
+4	Stesha	Suddock	ssuddock3@ycombinator.com	113.182.132.211
+5	Serge	Daws	sdaws4@usgs.gov	111.173.74.111
+6	Ettie	Maddison	emaddison5@fastcompany.com	35.1.210.212
+7	Giffy	Biernat	gbiernat6@fastcompany.com	52.23.72.93
+8	Vitoria	Ommundsen	vommundsen7@narod.ru	94.239.171.99
+9	Mirella	Wisden	mwisden8@homestead.com	104.209.4.89
+10	Ami	Santus	asantus9@archive.org	235.3.35.99
+11	Otto	Hursthouse	ohursthousea@wordpress.com	84.230.160.212
+12	Sherrie	Pelos	spelosb@ucsd.edu	115.16.84.201
+13	Doreen	Loyndon	dloyndonc@columbia.edu	154.58.216.20
+14	Raddy	Maber	rmaberd@ihg.com	179.253.223.80
+15	Coralie	Pechan	cpechane@netlog.com	83.224.237.7
+16	Ira	Allmann	iallmannf@ucoz.com	209.175.60.153
+17	Silvester	Siseland	ssiselandg@smh.com.au	5.12.55.221
+18	Raviv	Dwane	rdwaneh@amazon.co.jp	178.115.168.254
+19	Rianon	Wansbury	rwansburyi@marketwatch.com	250.153.130.70
+20	Zacharie	Vardey	zvardeyj@wufoo.com	91.69.105.86
+21	Ofelia	Meriet	omerietk@domainmarket.com	118.193.26.70
+22	Minta	Du Fray	mdufrayl@cmu.edu	224.152.143.125
+23	Baillie	McDougal	bmcdougalm@dagondesign.com	118.36.198.87
+24	Dunstan	Schimpke	dschimpken@nih.gov	39.137.225.135
+25	Ab	Dackombe	adackombeo@un.org	163.98.82.166
+26	Cyrillus	Lakin	clakinp@indiegogo.com	154.155.120.48
+27	Jori	Gully	jgullyq@flickr.com	186.239.179.225
+28	Brod	Besse	bbesser@taobao.com	62.50.230.144
+29	Edie	Corderoy	ecorderoys@nationalgeographic.com	57.217.190.44
+30	Zach	Babbs	zbabbst@squidoo.com	84.65.12.93
+31	Burnaby	Claridge	bclaridgeu@mapy.cz	139.27.7.79
+32	Cam	Kieff	ckieffv@skyrock.com	135.73.189.82
+33	Cathi	Rolstone	crolstonew@biglobe.ne.jp	251.171.34.73
+34	Henrieta	Beastall	hbeastallx@state.gov	116.208.99.100
+35	Martie	Noble	mnobley@europa.eu	51.9.91.187
+36	Mildred	Durtnal	mdurtnalz@psu.edu	39.190.64.147
+37	Adrea	Nazer	anazer10@google.com	13.20.52.92
+38	Baxy	Beardsworth	bbeardsworth11@sfgate.com	110.83.233.13
+39	Rabbi	Brownsett	rbrownsett12@arstechnica.com	73.49.174.230
+40	Isiahi	Muino	imuino13@constantcontact.com	141.134.130.104
+41	Woodrow	Freeborn	wfreeborn14@usgs.gov	95.44.56.52
+42	Roseanne	Rankcom	rrankcom15@cnbc.com	71.254.39.163
+43	Desmond	Aynold	daynold16@zdnet.com	2.133.82.174
+44	Christel	Landre	clandre17@auda.org.au	186.14.74.159
+45	Kari	McKeurtan	kmckeurtan18@reference.com	163.110.86.97
+46	Bartholemy	Bulward	bbulward19@utexas.edu	175.44.136.142
+47	Evelyn	Walesa	ewalesa1a@hhs.gov	103.98.34.217
+48	Leroi	Rapier	lrapier1b@blogspot.com	179.247.125.22
+49	Floyd	Blease	fblease1c@canalblog.com	89.55.211.210
+50	Ondrea	Rotherham	orotherham1d@linkedin.com	143.80.13.255
+51	Arluene	Barfoot	abarfoot1e@clickbank.net	115.217.54.28
+52	Giulietta	Oaks	goaks1f@army.mil	4.250.68.73
+53	Jacquelynn	Rain	jrain1g@google.es	150.114.39.236
+54	Emlyn	Bawle	ebawle1h@timesonline.co.uk	46.180.27.230
+55	Shandy	Mandy	smandy1i@europa.eu	53.157.154.153
+56	Goldina	Gush	ggush1j@disqus.com	213.215.73.23
+57	Bryan	Moat	bmoat1k@mapy.cz	55.236.218.220
+58	Douglas	Bannerman	dbannerman1l@princeton.edu	237.32.119.149
+59	Adolphe	Hug	ahug1m@google.com	224.235.209.252
+60	Melessa	Pitkin	mpitkin1n@upenn.edu	100.165.210.253
+61	Michell	Swalwell	mswalwell1o@ucoz.ru	155.123.84.35
+62	Leona	Brodway	lbrodway1p@friendfeed.com	198.230.211.36
+63	Spence	Willas	swillas1q@tmall.com	174.104.61.20
+64	Griselda	Heavy	gheavy1r@instagram.com	1.135.2.166
+65	Lovell	Offill	loffill1s@e-recht24.de	234.143.13.61
+66	Clare	Lomaz	clomaz1t@google.co.jp	50.141.52.216
+67	Price	Milmo	pmilmo1u@sohu.com	59.186.62.238
+68	Neddie	Mcasparan	nmcasparan1v@scribd.com	254.141.50.152
+69	Barron	Maffin	bmaffin1w@theguardian.com	25.151.2.46
+70	Marve	Newcome	mnewcome1x@accuweather.com	212.96.253.98
+71	Beltran	Errichiello	berrichiello1y@unblog.fr	1.206.223.9
+72	Janine	Scotts	jscotts1z@pcworld.com	141.132.42.151
+73	Laurie	Pritchard	lpritchard20@squarespace.com	147.185.204.160
+74	Celestina	Crockley	ccrockley21@disqus.com	8.222.246.118
+75	Verla	Darrell	vdarrell22@quantcast.com	23.203.205.28
+76	Rupert	Collicott	rcollicott23@yale.edu	185.73.121.164
+77	Lonni	Brandino	lbrandino24@noaa.gov	116.86.14.240
+78	Sydelle	Soles	ssoles25@goo.gl	189.220.248.29
+79	Fergus	Matyukon	fmatyukon26@fc2.com	190.205.190.125
+80	Henderson	Conry	hconry27@newsvine.com	254.103.39.6
+81	Bernardine	Matteuzzi	bmatteuzzi28@cdbaby.com	49.177.58.201
+82	Kalina	Kitching	kkitching29@hatena.ne.jp	145.116.81.53
+83	Agnola	Coller	acoller2a@apache.org	205.173.237.76
+84	Pattin	Leinster	pleinster2b@shareasale.com	200.148.58.63
+85	Lorrie	Summerson	lsummerson2c@pen.io	224.222.232.187
+86	Normand	Ducker	nducker2d@earthlink.net	233.180.61.254
+87	Kristyn	Hillam	khillam2e@clickbank.net	100.239.61.160
+88	Kriste	Chatters	kchatters2f@lycos.com	9.119.212.73
+89	Mikael	Bastide	mbastide2g@tripod.com	227.59.45.166
+90	Consuelo	Renner	crenner2h@shop-pro.jp	194.219.125.57
+91	Cassondra	Matussevich	cmatussevich2i@google.com.br	31.213.26.253
+92	Harlin	Gissing	hgissing2j@ihg.com	56.231.244.201
+93	Rick	Deekes	rdeekes2k@sogou.com	81.199.104.110
+94	Cullen	Vidineev	cvidineev2l@ameblo.jp	197.23.66.210
+95	Fancie	Litt	flitt2m@admin.ch	138.60.214.187
+96	Gayler	Bernardi	gbernardi2n@goodreads.com	195.127.1.29
+97	Chan	Edscer	cedscer2o@arizona.edu	5.134.182.165
+98	Isa	Broun	ibroun2p@bbb.org	176.47.202.207
+99	Liuka	Aberdein	laberdein2q@reddit.com	159.104.205.207
+100	Marcelo	Daintry	mdaintry2r@4shared.com	17.232.250.180
+101	Katina	Mehmet	kmehmet2s@diigo.com	104.208.9.151
+102	Hank	Southernwood	hsouthernwood2t@nature.com	199.156.116.77
+103	Filmore	Fulmen	ffulmen2u@springer.com	155.213.68.172
+104	Cal	Mayes	cmayes2v@nature.com	116.148.235.40
+105	Francois	Brozsset	fbrozsset2w@multiply.com	141.171.53.209
+106	Monty	Mayou	mmayou2x@tamu.edu	110.182.213.71
+107	Miquela	Brine	mbrine2y@skype.com	143.50.240.107
+108	Kahlil	Nursey	knursey2z@china.com.cn	65.226.155.158
+109	Glendon	Soutar	gsoutar30@dmoz.org	176.164.229.115
+110	Idalia	Gutowski	igutowski31@livejournal.com	70.12.7.137
+111	Lee	Howkins	lhowkins32@economist.com	73.75.176.65
+112	Gwyneth	Jiggle	gjiggle33@blog.com	225.131.13.14
+113	Sheffie	Munby	smunby34@bluehost.com	150.143.194.197
+114	Mahala	Arnauduc	marnauduc35@symantec.com	20.92.174.130
+115	Angelica	Merrick	amerrick36@reference.com	56.39.40.33
+116	Halsy	Carpe	hcarpe37@vk.com	4.80.117.170
+117	Arch	Espinel	aespinel38@hibu.com	168.14.58.76
+118	Kelcie	Quig	kquig39@123-reg.co.uk	90.91.100.136
+119	Geoffrey	Dorant	gdorant3a@newyorker.com	124.49.113.92
+120	Pollyanna	Swetenham	pswetenham3b@yale.edu	13.141.62.94
+121	Liam	Tiltman	ltiltman3c@stumbleupon.com	84.134.143.214
+122	Tory	Craven	tcraven3d@fotki.com	51.46.141.71
+123	Dene	MacKessock	dmackessock3e@360.cn	184.180.226.89
+124	Hogan	Nezey	hnezey3f@indiatimes.com	244.25.250.175
+125	Deina	Scotfurth	dscotfurth3g@salon.com	51.20.213.72
+126	Jessie	Cardoo	jcardoo3h@fotki.com	140.171.175.173
+127	Kala	Fallows	kfallows3i@sogou.com	4.52.196.103
+128	Berenice	Marie	bmarie3j@ucsd.edu	79.76.8.157
+129	Dirk	Donaghy	ddonaghy3k@wired.com	179.200.212.84
+130	Lucia	Boshier	lboshier3l@gravatar.com	221.227.100.251
+131	Hatty	Elwin	helwin3m@netvibes.com	128.37.135.27
+132	Bonnie	Petyt	bpetyt3n@jugem.jp	21.61.201.112
+133	Phillipe	Martyntsev	pmartyntsev3o@netvibes.com	183.24.176.139
+134	Powell	Enrique	penrique3p@loc.gov	252.38.153.48
+135	Rey	Southward	rsouthward3q@dion.ne.jp	162.192.135.104
+136	Aluin	Brew	abrew3r@flavors.me	220.50.126.30
+137	Arielle	Aspin	aaspin3s@about.me	174.175.140.183
+138	Irene	Hackin	ihackin3t@oakley.com	71.111.61.36
+139	Abba	Fley	afley3u@etsy.com	147.156.189.24
+140	Lola	Cluatt	lcluatt3v@addthis.com	243.238.95.192
+141	Sallee	Laflin	slaflin3w@meetup.com	144.167.83.204
+142	Noami	Fergusson	nfergusson3x@ox.ac.uk	95.254.111.247
+143	Craig	Kolakowski	ckolakowski3y@goodreads.com	136.90.91.227
+144	Axel	Gianneschi	agianneschi3z@guardian.co.uk	64.32.17.203
+145	Ennis	Runge	erunge40@bluehost.com	68.54.122.19
+146	Tanney	Preshaw	tpreshaw41@simplemachines.org	211.64.133.182
+147	Shirley	Humbee	shumbee42@histats.com	150.61.218.72
+148	Claire	Casperri	ccasperri43@disqus.com	190.105.217.249
+149	Alvinia	Quibell	aquibell44@latimes.com	211.175.91.74
+150	Cristine	Larmet	clarmet45@prweb.com	219.213.234.203
+151	Fransisco	Snazle	fsnazle46@ed.gov	132.154.64.233
+152	Malchy	By	mby47@unesco.org	39.132.111.147
+153	Jeniffer	Leiden	jleiden48@usa.gov	167.209.132.123
+154	Laraine	Glasard	lglasard49@opensource.org	108.104.117.93
+155	Sandie	Woollam	swoollam4a@pinterest.com	165.125.58.90
+156	Ossie	Carle	ocarle4b@aboutads.info	252.93.125.66
+157	Ahmed	Lloyd-Williams	alloydwilliams4c@cnn.com	142.92.98.91
+158	Fifi	Pescod	fpescod4d@ftc.gov	184.222.148.241
+159	Hunfredo	Coton	hcoton4e@barnesandnoble.com	133.131.166.250
+160	Benjamen	Tort	btort4f@indiegogo.com	185.198.145.238
+161	Odelia	Grindall	ogrindall4g@creativecommons.org	133.188.232.235
+162	Ermanno	Danson	edanson4h@cbc.ca	13.43.126.215
+163	Netti	Wolters	nwolters4i@feedburner.com	229.127.153.246
+164	Krissy	Upham	kupham4j@privacy.gov.au	45.158.194.218
+165	Andra	Wyard	awyard4k@hugedomains.com	241.13.177.238
+166	Ennis	Peterson	epeterson4l@google.co.uk	42.112.253.18
+167	Michael	Jotham	mjotham4m@gov.uk	235.189.5.120
+168	Ruby	Shenton	rshenton4n@mozilla.com	169.205.79.220
+169	Eugenie	Tidd	etidd4o@dion.ne.jp	134.53.25.174
+170	Cammie	Belsher	cbelsher4p@scientificamerican.com	185.138.254.30
+171	Almire	Mabbett	amabbett4q@arizona.edu	23.166.132.13
+172	Karlie	De Carteret	kdecarteret4r@economist.com	76.53.116.99
+173	Stafford	Uphill	suphill4s@bbc.co.uk	141.105.29.43
+174	Omero	Copins	ocopins4t@altervista.org	223.73.36.52
+175	Tye	Beeston	tbeeston4u@lulu.com	16.38.192.124
+176	Kayla	Truelock	ktruelock4v@mac.com	189.112.196.88
+177	Kelcy	Mavin	kmavin4w@bloglines.com	0.114.85.73
+178	Alonso	Mapother	amapother4x@discovery.com	255.92.160.115
+179	Shelton	Spellard	sspellard4y@icio.us	171.103.162.9
+180	Arin	Geany	ageany4z@w3.org	181.19.214.187
+181	Bernetta	Isakov	bisakov50@virginia.edu	218.183.145.140
+182	Boone	Garrard	bgarrard51@irs.gov	46.26.5.24
+183	Edgardo	Pleasaunce	epleasaunce52@globo.com	59.126.148.239
+184	Arch	Gaddesby	agaddesby53@friendfeed.com	249.59.113.51
+185	Brandy	Gorries	bgorries54@ehow.com	255.199.133.203
+186	Christiana	Howsam	chowsam55@usda.gov	181.20.166.184
+187	Vin	Momery	vmomery56@free.fr	65.42.186.56
+188	Perry	Cullotey	pcullotey57@yellowbook.com	120.12.63.104
+189	Cherise	De Biasi	cdebiasi58@goodreads.com	190.114.2.70
+190	Hanny	Stubbes	hstubbes59@chronoengine.com	137.90.146.109
+191	Monah	Boutton	mboutton5a@homestead.com	140.69.12.115
+192	Hamid	Calloway	hcalloway5b@nhs.uk	60.220.17.117
+193	Miner	Epgrave	mepgrave5c@mapquest.com	151.67.233.50
+194	Bertrando	Mallabar	bmallabar5d@timesonline.co.uk	180.63.24.173
+195	Merci	Sturton	msturton5e@cloudflare.com	30.128.226.38
+196	Roland	Astlet	rastlet5f@spiegel.de	53.57.186.191
+197	Nathalia	Durdle	ndurdle5g@bloglovin.com	231.199.154.107
+198	Lissie	Rouzet	lrouzet5h@cbsnews.com	53.222.142.148
+199	Camellia	Elstone	celstone5i@noaa.gov	42.69.82.116
+200	Kaja	Conklin	kconklin5j@slate.com	79.82.90.4
+201	Saunderson	Hun	shun5k@creativecommons.org	16.157.179.142
+202	Roby	Clemetts	rclemetts5l@boston.com	140.123.99.70
+203	Corinna	Tidmarsh	ctidmarsh5m@yellowbook.com	133.208.20.165
+204	Maude	Regitz	mregitz5n@netlog.com	219.141.22.123
+205	Elaina	Braidwood	ebraidwood5o@unicef.org	248.58.91.45
+206	Corrianne	Whitelaw	cwhitelaw5p@mediafire.com	118.18.114.16
+207	Eberto	Swyndley	eswyndley5q@geocities.com	27.236.40.116
+208	Christiano	Minucci	cminucci5r@examiner.com	156.189.56.97
+209	Malachi	Revell	mrevell5s@soup.io	207.107.110.198
+210	Annadiana	Tysack	atysack5t@discuz.net	233.37.29.6
+211	Federico	Giovanardi	fgiovanardi5u@ycombinator.com	243.150.14.238
+212	Caty	Christon	cchriston5v@creativecommons.org	130.23.247.197
+213	Maryanne	Gradon	mgradon5w@wufoo.com	93.232.255.99
+214	Jack	Laurence	jlaurence5x@usda.gov	208.254.160.155
+215	Lauraine	Peplay	lpeplay5y@domainmarket.com	75.25.167.2
+216	Ortensia	Stouther	ostouther5z@mozilla.org	113.76.175.213
+217	Iago	Tunstall	itunstall60@amazon.com	99.202.202.181
+218	Georas	Lace	glace61@usa.gov	169.132.20.130
+219	Peter	Peggs	ppeggs62@twitpic.com	180.204.244.2
+220	Aviva	Fruchon	afruchon63@amazon.co.uk	53.206.106.56
+221	Tirrell	Guillou	tguillou64@webnode.com	74.166.194.83
+222	Temple	Wisniewski	twisniewski65@instagram.com	227.60.79.73
+223	Giorgi	Beddo	gbeddo66@baidu.com	139.14.44.66
+224	Davie	Ranking	dranking67@ft.com	136.84.98.59
+225	Terrence	Dunnett	tdunnett68@deliciousdays.com	61.26.160.251
+226	Katha	Greasley	kgreasley69@hubpages.com	138.139.214.118
+227	Agnese	Cardenas	acardenas6a@cdbaby.com	172.89.183.52
+228	Devonne	Gregg	dgregg6b@shareasale.com	101.231.151.202
+229	Zandra	Muggleton	zmuggleton6c@1688.com	118.196.56.164
+230	Brandyn	Arnold	barnold6d@fema.gov	32.15.169.236
+231	Vivie	Rubel	vrubel6e@google.nl	36.14.201.192
+232	Alex	Linney	alinney6f@slate.com	184.180.199.186
+233	Dimitry	Delouch	ddelouch6g@ucsd.edu	149.49.16.223
+234	Tedd	Sweynson	tsweynson6h@opera.com	98.124.176.147
+235	Antonio	Lawfull	alawfull6i@networkadvertising.org	198.67.237.250
+236	Beverlee	Penni	bpenni6j@comcast.net	140.51.191.227
+237	Rosemary	Minor	rminor6k@vk.com	94.93.169.60
+238	Abbie	Deason	adeason6l@berkeley.edu	147.14.18.158
+239	Ileane	Friday	ifriday6m@wiley.com	188.172.47.190
+240	Stephenie	Woolatt	swoolatt6n@infoseek.co.jp	3.176.184.203
+241	Angel	Moden	amoden6o@nasa.gov	255.57.108.58
+242	Chevy	Croley	ccroley6p@wufoo.com	132.248.149.49
+243	Gaylor	Wiltshear	gwiltshear6q@jimdo.com	82.92.128.187
+244	Hagen	Benda	hbenda6r@boston.com	249.202.180.209
+245	Nickie	Sprake	nsprake6s@cloudflare.com	229.141.64.215
+246	Ulberto	Lakenden	ulakenden6t@kickstarter.com	111.8.12.119
+247	Annnora	Bunworth	abunworth6u@mysql.com	12.100.167.66
+248	Lesli	McFall	lmcfall6v@thetimes.co.uk	39.86.103.227
+249	Creight	Wogden	cwogden6w@google.de	8.71.1.35
+250	Evey	End	eend6x@reuters.com	250.254.194.206
+251	Ranna	Glazyer	rglazyer6y@wikimedia.org	80.0.51.83
+252	Francisco	Elcoate	felcoate6z@wired.com	102.116.100.0
+253	Selig	Pepler	spepler70@github.io	134.103.190.178
+254	Hamel	Peasee	hpeasee71@kickstarter.com	238.90.201.30
+255	Louise	Hasney	lhasney72@hibu.com	199.137.135.110
+256	Dahlia	Georgeou	dgeorgeou73@studiopress.com	162.209.224.126
+257	Chase	Hapke	chapke74@fastcompany.com	154.159.242.2
+258	Ring	Fluin	rfluin75@discovery.com	237.233.233.27
+259	Virginia	Marland	vmarland76@miibeian.gov.cn	143.192.114.83
+260	Paxon	Warbey	pwarbey77@51.la	125.7.220.195
+261	Liana	Stanworth	lstanworth78@miitbeian.gov.cn	110.25.203.26
+262	Karina	Chalmers	kchalmers79@angelfire.com	252.100.183.152
+263	Frazer	Knoton	fknoton7a@arstechnica.com	218.62.101.165
+264	Fairlie	Herkess	fherkess7b@diigo.com	59.53.7.215
+265	Binnie	Eadon	beadon7c@prlog.org	199.212.166.40
+266	Fannie	Eldin	feldin7d@exblog.jp	123.145.220.3
+267	Thaxter	Beamand	tbeamand7e@techcrunch.com	101.127.7.155
+268	Marcile	Coverley	mcoverley7f@123-reg.co.uk	247.143.32.95
+269	Evan	Hawkwood	ehawkwood7g@phpbb.com	178.45.110.151
+270	Tiphani	Aldhous	taldhous7h@is.gd	174.230.79.189
+271	Gertruda	Cawood	gcawood7i@google.it	28.209.45.209
+272	Auberon	Loveland	aloveland7j@homestead.com	211.149.5.147
+273	Salmon	McMickan	smcmickan7k@clickbank.net	38.13.110.150
+274	Lotta	McDougle	lmcdougle7l@pagesperso-orange.fr	20.240.225.225
+275	Uta	Percy	upercy7m@who.int	250.139.21.183
+276	Rori	Southward	rsouthward7n@sina.com.cn	166.107.196.142
+277	Janna	Barneville	jbarneville7o@sogou.com	68.173.71.94
+278	Heather	Earle	hearle7p@nbcnews.com	33.160.255.99
+279	Hartley	Goulborn	hgoulborn7q@adobe.com	96.176.133.88
+280	Alli	Di Franceschi	adifranceschi7r@reference.com	10.163.229.86
+281	Noelyn	Juleff	njuleff7s@vk.com	87.159.235.164
+282	Gay	Derham	gderham7t@soundcloud.com	32.46.181.78
+283	Evvy	Burkill	eburkill7u@phoca.cz	5.177.33.95
+284	Nobe	Fery	nfery7v@berkeley.edu	124.14.138.141
+285	Carey	Lockner	clockner7w@infoseek.co.jp	236.98.79.192
+286	Patrice	De Lorenzo	pdelorenzo7x@epa.gov	59.104.71.225
+287	Norine	Costigan	ncostigan7y@blogspot.com	33.34.125.123
+288	Eveline	Hutable	ehutable7z@alexa.com	83.232.125.97
+289	Mackenzie	Sholem	msholem80@wired.com	66.232.214.142
+290	Ardelia	Gammage	agammage81@lycos.com	81.47.84.39
+291	Hakim	Pestricke	hpestricke82@sciencedirect.com	6.211.189.173
+292	Alphonso	Lazarus	alazarus83@lulu.com	9.143.238.133
+293	Fred	Broxton	fbroxton84@studiopress.com	200.196.89.145
+294	Florencia	Bilt	fbilt85@bloomberg.com	126.140.143.159
+295	Tanner	Blumfield	tblumfield86@thetimes.co.uk	177.202.37.42
+296	Phil	Duplan	pduplan87@networkadvertising.org	78.98.30.138
+297	Marty	Rother	mrother88@reuters.com	92.189.95.115
+298	Carree	Oxford	coxford89@deliciousdays.com	150.176.219.1
+299	Carolynn	Drance	cdrance8a@fotki.com	186.44.48.162
+300	Yoko	Perree	yperree8b@hibu.com	142.63.125.237
+301	Phyllis	Jikovsky	pjikovsky8c@independent.co.uk	7.3.177.62
+302	Blinny	Scatchard	bscatchard8d@blogtalkradio.com	126.130.223.95
+303	Tracey	Aharoni	taharoni8e@ustream.tv	248.64.74.236
+304	Bernadina	Freeburn	bfreeburn8f@amazon.co.uk	19.69.151.159
+305	Stacee	Feeham	sfeeham8g@aol.com	43.191.101.169
+306	Josy	Ridgedell	jridgedell8h@apache.org	30.31.250.117
+307	Hiram	Willgrass	hwillgrass8i@symantec.com	80.128.69.234
+308	Yalonda	Laxtonne	ylaxtonne8j@livejournal.com	133.181.128.162
+309	Tiebout	Kupper	tkupper8k@reuters.com	204.104.124.81
+310	Marian	Gutch	mgutch8l@zdnet.com	129.56.44.92
+311	Justis	Charlesworth	jcharlesworth8m@t.co	127.92.113.240
+312	Jacquelynn	Glass	jglass8n@behance.net	7.101.43.182
+313	Mayor	Husband	mhusband8o@upenn.edu	3.1.193.229
+314	Kev	Hubbold	khubbold8p@flavors.me	70.50.10.83
+315	Horatius	Trudgion	htrudgion8q@shareasale.com	151.227.23.28
+316	Myrtia	Cordes	mcordes8r@globo.com	218.202.183.118
+317	Reagen	Lapre	rlapre8s@cyberchimps.com	132.173.255.42
+318	Guy	Osgardby	gosgardby8t@baidu.com	119.67.94.65
+319	Jori	Arrault	jarrault8u@zimbio.com	59.21.94.35
+320	Hill	Crampsey	hcrampsey8v@ebay.co.uk	3.170.10.72
+321	Jo ann	Francom	jfrancom8w@multiply.com	111.249.41.24
+322	Clive	Frascone	cfrascone8x@goo.ne.jp	181.191.42.104
+323	Carl	Charer	ccharer8y@ask.com	253.185.128.82
+324	Margarita	Pledger	mpledger8z@globo.com	251.58.128.251
+325	Mord	Matthessen	mmatthessen90@about.me	207.59.70.244
+326	Rina	Osbiston	rosbiston91@ameblo.jp	34.153.172.87
+327	Alexina	Stuchbery	astuchbery92@vimeo.com	4.254.53.179
+328	Duncan	Perford	dperford93@fda.gov	130.47.86.144
+329	Glynnis	Yarrington	gyarrington94@loc.gov	8.136.79.187
+330	Paige	Filippi	pfilippi95@symantec.com	31.136.6.109
+331	Almire	Curnokk	acurnokk96@ca.gov	161.194.173.84
+332	Helena	Andreacci	handreacci97@chron.com	249.232.236.206
+333	Berti	Fearfull	bfearfull98@over-blog.com	210.247.197.92
+334	Lula	Joburn	ljoburn99@people.com.cn	119.56.63.228
+335	Urson	Chown	uchown9a@ycombinator.com	221.93.156.233
+336	Morlee	Myhill	mmyhill9b@ehow.com	93.75.196.247
+337	Glynda	Kayley	gkayley9c@examiner.com	160.84.170.80
+338	Vally	Eslinger	veslinger9d@boston.com	174.164.207.3
+339	Edouard	Schubart	eschubart9e@cornell.edu	7.23.150.142
+340	Dollie	Hargerie	dhargerie9f@yahoo.com	13.176.70.32
+341	Raphaela	Hasluck	rhasluck9g@cdbaby.com	255.251.180.175
+342	Fransisco	Szabo	fszabo9h@goodreads.com	159.114.236.220
+343	Quinn	Mordie	qmordie9i@marketwatch.com	32.14.40.214
+344	Nicoline	Behrens	nbehrens9j@posterous.com	130.8.213.242
+345	Vito	Bromby	vbromby9k@bloglovin.com	56.34.49.131
+346	Horacio	Tremberth	htremberth9l@ocn.ne.jp	148.195.78.183
+347	Heidie	Sawle	hsawle9m@1688.com	14.87.253.125
+348	Mina	Delph	mdelph9n@gravatar.com	3.44.2.51
+349	Jennie	Gerleit	jgerleit9o@cpanel.net	144.194.96.157
+350	Nelie	Ault	nault9p@tmall.com	132.215.199.16
+351	Myrtle	Casely	mcasely9q@angelfire.com	17.12.205.133
+352	Ashli	Gristwood	agristwood9r@studiopress.com	91.212.98.169
+353	Armstrong	Libermore	alibermore9s@nhs.uk	176.56.230.231
+354	Paule	Sprowson	psprowson9t@google.de	162.67.240.94
+355	Donovan	Pearlman	dpearlman9u@cargocollective.com	158.54.166.121
+356	Isabeau	Goranov	igoranov9v@smugmug.com	239.137.92.63
+357	Zeb	Shane	zshane9w@eepurl.com	30.4.128.139
+358	Kaitlin	Bladon	kbladon9x@nhs.uk	98.41.113.137
+359	Georgie	Westmancoat	gwestmancoat9y@eepurl.com	107.62.32.180
+360	Laraine	Jaumet	ljaumet9z@mac.com	101.140.100.140
+361	Artemis	Flannigan	aflannigana0@nyu.edu	163.59.229.174
+362	Kalvin	Cortin	kcortina1@microsoft.com	227.69.2.127
+363	Gavin	Hassell	ghassella2@google.it	149.135.149.206
+364	Gabbi	Widger	gwidgera3@salon.com	73.191.239.172
+365	Huntlee	Cummings	hcummingsa4@amazon.de	95.213.192.155
+366	Dora	Carlisi	dcarlisia5@histats.com	33.241.105.150
+367	Stefa	Langsdon	slangsdona6@ycombinator.com	166.197.172.22
+368	Grier	Kennealy	gkennealya7@phoca.cz	215.124.143.143
+369	Othilia	Gulvin	ogulvina8@theatlantic.com	1.181.101.218
+370	Ax	Gulk	agulka9@facebook.com	109.220.189.0
+371	Pedro	Roncelli	proncelliaa@addthis.com	220.105.19.192
+372	Sara-ann	Utteridge	sutteridgeab@slideshare.net	122.105.134.161
+373	Enoch	Shepcutt	eshepcuttac@cafepress.com	134.95.17.100
+374	Elsie	Peasegood	epeasegoodad@bing.com	148.53.172.79
+375	Esme	Mallock	emallockae@simplemachines.org	78.203.230.34
+376	Thalia	MacNally	tmacnallyaf@craigslist.org	219.198.35.102
+377	Hartley	Zoane	hzoaneag@canalblog.com	216.237.105.88
+378	Thorsten	Samett	tsamettah@histats.com	207.219.108.26
+379	Whitby	Pattini	wpattiniai@cbslocal.com	207.82.202.30
+380	Drugi	Robson	drobsonaj@networksolutions.com	23.89.17.112
+381	Myron	Cape	mcapeak@csmonitor.com	66.250.132.88
+382	Jehu	Navarre	jnavarreal@shareasale.com	199.29.252.132
+383	Gerty	Shavel	gshavelam@ning.com	23.147.185.39
+384	Orbadiah	Baughen	obaughenan@goo.ne.jp	27.220.204.144
+385	Danell	Dinneen	ddinneenao@merriam-webster.com	117.86.100.127
+386	Craggie	Winson	cwinsonap@hatena.ne.jp	160.85.146.160
+387	Andonis	MacGille	amacgilleaq@wired.com	48.14.157.131
+388	Claudine	Box	cboxar@etsy.com	187.54.28.196
+389	Igor	Jacox	ijacoxas@slate.com	179.246.14.189
+390	Leeland	Ingleton	lingletonat@umich.edu	201.181.2.90
+391	Wilma	Sybry	wsybryau@economist.com	150.96.210.188
+392	Sherwin	Schapiro	sschapiroav@ox.ac.uk	159.218.191.196
+393	Jeannie	Innes	jinnesaw@ocn.ne.jp	35.94.133.115
+394	Barbra	Jeschner	bjeschnerax@home.pl	120.115.31.214
+395	Dasie	Ludlam	dludlamay@usa.gov	197.60.159.215
+396	Cleo	Franz	cfranzaz@cafepress.com	10.4.172.62
+397	Sascha	Seelbach	sseelbachb0@constantcontact.com	26.24.82.168
+398	Nissy	Hallahan	nhallahanb1@csmonitor.com	98.190.108.251
+399	Boote	Stemp	bstempb2@cnn.com	128.253.30.32
+400	Markos	Bertram	mbertramb3@behance.net	128.15.252.63
+401	Flor	Paramore	fparamoreb4@ow.ly	164.46.95.215
+402	Harman	Minthorpe	hminthorpeb5@wikipedia.org	48.203.63.31
+403	Neilla	Goggey	ngoggeyb6@reverbnation.com	56.67.211.58
+404	Allin	Noddings	anoddingsb7@globo.com	208.31.112.60
+405	Cassi	Roles	crolesb8@people.com.cn	119.237.74.26
+406	Zuzana	Cliss	zclissb9@guardian.co.uk	89.132.183.2
+407	Margo	Pendreigh	mpendreighba@forbes.com	198.114.121.203
+408	Yehudi	Arnecke	yarneckebb@wix.com	41.171.29.12
+409	Caye	Geering	cgeeringbc@nsw.gov.au	60.107.73.28
+410	Jess	Pattini	jpattinibd@utexas.edu	110.17.160.73
+411	Olvan	Blackleech	oblackleechbe@rambler.ru	183.228.3.230
+412	Heidie	Piegrome	hpiegromebf@soundcloud.com	10.219.76.120
+413	Annmaria	Sandom	asandombg@disqus.com	252.217.161.38
+414	Nollie	Friary	nfriarybh@drupal.org	173.208.66.240
+415	Krystyna	Skitch	kskitchbi@newsvine.com	248.227.29.64
+416	Lanna	Banfill	lbanfillbj@ycombinator.com	52.61.113.79
+417	Antoine	Skuse	askusebk@github.com	254.163.19.172
+418	Janith	Kingsland	jkingslandbl@digg.com	252.188.219.179
+419	Malory	Neller	mnellerbm@soundcloud.com	123.70.66.220
+420	Rutherford	Goodwin	rgoodwinbn@springer.com	62.186.229.16
+421	Felita	Fleckney	ffleckneybo@zimbio.com	6.46.133.160
+422	Gratia	Van Arsdale	gvanarsdalebp@cargocollective.com	122.147.178.146
+423	Madeleine	Angrick	mangrickbq@kickstarter.com	70.196.180.152
+424	Rurik	Bernakiewicz	rbernakiewiczbr@lycos.com	30.160.101.66
+425	Ferdinande	Tinline	ftinlinebs@last.fm	181.249.213.202
+426	Kenyon	Branigan	kbraniganbt@imageshack.us	204.176.54.190
+427	Arley	Cursey	acurseybu@latimes.com	17.58.82.43
+428	Abramo	Crossingham	acrossinghambv@myspace.com	192.236.31.231
+429	Sayres	Risso	srissobw@theglobeandmail.com	115.236.192.45
+430	Andrew	Horwell	ahorwellbx@blinklist.com	110.235.15.207
+431	Loella	Hegden	lhegdenby@biglobe.ne.jp	177.37.227.253
+432	Gerek	Barrass	gbarrassbz@people.com.cn	80.202.217.115
+433	Pace	Wickstead	pwicksteadc0@state.gov	68.139.125.142
+434	Thedrick	Took	ttookc1@rakuten.co.jp	233.204.174.146
+435	Venita	Trotter	vtrotterc2@indiegogo.com	147.116.118.189
+436	Carmencita	Motto	cmottoc3@123-reg.co.uk	132.48.107.69
+437	Marion	Fortie	mfortiec4@ebay.com	254.15.201.135
+438	Lorrie	Borlease	lborleasec5@sfgate.com	216.74.2.87
+439	Iormina	Jaycox	ijaycoxc6@so-net.ne.jp	156.105.28.5
+440	Ollie	Siggens	osiggensc7@gravatar.com	170.190.165.81
+441	Jeniffer	Klimentov	jklimentovc8@storify.com	22.231.192.37
+442	Giulietta	Sloss	gslossc9@dagondesign.com	70.103.164.246
+443	Dirk	Oldacres	doldacresca@technorati.com	153.82.103.2
+444	Thane	Klimke	tklimkecb@people.com.cn	51.39.234.210
+445	Dalston	Wakelam	dwakelamcc@usa.gov	83.197.236.115
+446	Robyn	Topham	rtophamcd@sourceforge.net	42.178.182.2
+447	Jamima	Donaghie	jdonaghiece@mysql.com	203.43.208.108
+448	Shanta	Whatman	swhatmancf@purevolume.com	149.93.188.6
+449	Caroline	Gorries	cgorriescg@123-reg.co.uk	82.137.166.26
+450	Filmore	De Beauchamp	fdebeauchampch@sfgate.com	214.41.248.185
+451	Lila	Coltman	lcoltmanci@craigslist.org	31.70.118.118
+452	Elijah	Mackinder	emackindercj@digg.com	110.87.4.138
+453	Bunny	Rudledge	brudledgeck@cnbc.com	121.99.176.158
+454	Rebeca	Stienton	rstientoncl@macromedia.com	125.55.195.206
+455	Dalston	Rubinowitch	drubinowitchcm@sakura.ne.jp	220.145.118.199
+456	Feodor	Gosland	fgoslandcn@narod.ru	0.103.87.144
+457	Isak	Attock	iattockco@mediafire.com	48.129.121.205
+458	Kathleen	Venes	kvenescp@hhs.gov	71.224.38.76
+459	Lucille	Jodrellec	ljodrelleccq@topsy.com	228.24.118.202
+460	Fernanda	Trill	ftrillcr@furl.net	44.61.125.200
+461	Harley	Masterson	hmastersoncs@newyorker.com	252.69.52.235
+462	Lazar	Lightman	llightmanct@github.com	146.200.165.16
+463	Haskell	Abbis	habbiscu@google.cn	152.228.9.168
+464	Hurley	Midford	hmidfordcv@sbwire.com	129.151.32.245
+465	Jemimah	Pressey	jpresseycw@a8.net	183.62.242.244
+466	Carrissa	Friary	cfriarycx@google.it	92.55.177.71
+467	Maryanna	Paulsen	mpaulsency@nationalgeographic.com	181.209.180.227
+468	Giraud	Gronav	ggronavcz@taobao.com	105.213.114.225
+469	Chancey	Pettifer	cpettiferd0@sohu.com	130.9.209.119
+470	Frannie	Gloyens	fgloyensd1@redcross.org	19.191.0.75
+471	Jasen	Costock	jcostockd2@about.me	87.179.47.67
+472	Welch	Tomaszczyk	wtomaszczykd3@blogger.com	38.44.135.32
+473	Luciano	Mc Meekin	lmcmeekind4@comcast.net	254.164.180.49
+474	Del	Hentzer	dhentzerd5@skyrock.com	230.94.237.132
+475	Gretel	Vassman	gvassmand6@about.me	182.239.129.59
+476	Milty	Reicharz	mreicharzd7@mozilla.com	199.208.140.143
+477	Whitney	Sendall	wsendalld8@edublogs.org	76.27.135.149
+478	Tim	Glison	tglisond9@usgs.gov	46.203.89.135
+479	Maurice	Blooman	mbloomanda@senate.gov	120.94.254.9
+480	Ysabel	Eagles	yeaglesdb@oakley.com	223.168.236.122
+481	Nicolle	Menci	nmencidc@fema.gov	14.67.226.38
+482	Agnes	Shutte	ashuttedd@xinhuanet.com	71.215.246.206
+483	Emlynn	Calder	ecalderde@mail.ru	139.138.245.83
+484	Jorry	Kedslie	jkedsliedf@mozilla.org	87.35.218.149
+485	Manuel	Downey	mdowneydg@walmart.com	89.51.120.229
+486	Caro	Ambrosio	cambrosiodh@addthis.com	85.126.54.39
+487	Welch	Yeskov	wyeskovdi@blogs.com	192.89.209.194
+488	Gerrard	McLorinan	gmclorinandj@xinhuanet.com	75.245.44.64
+489	Briny	Garret	bgarretdk@microsoft.com	223.195.222.201
+490	Mark	Charte	mchartedl@reddit.com	239.202.60.94
+491	Luci	Dzenisenka	ldzenisenkadm@tinypic.com	82.253.61.134
+492	Kelbee	Larchier	klarchierdn@quantcast.com	221.163.28.162
+493	Mozelle	Chritchlow	mchritchlowdo@technorati.com	198.81.173.161
+494	Jarvis	Iorillo	jiorillodp@studiopress.com	93.101.150.11
+495	Netta	Reape	nreapedq@gnu.org	51.144.222.128
+496	Bing	Gerardot	bgerardotdr@parallels.com	50.104.129.117
+497	Corny	Odcroft	codcroftds@gnu.org	208.131.76.86
+498	Cirstoforo	Danilishin	cdanilishindt@i2i.jp	81.71.29.231
+499	Winni	Fonzone	wfonzonedu@pagesperso-orange.fr	224.208.253.44
+500	Greta	Charlesworth	gcharlesworthdv@cdc.gov	189.92.249.105
+501	Davita	Nattriss	dnattrissdw@usnews.com	104.76.94.84
+502	Jacky	Merrington	jmerringtondx@clickbank.net	32.186.87.6
+503	Levin	Brightling	lbrightlingdy@amazon.co.uk	244.155.255.27
+504	Nari	Tenny	ntennydz@ocn.ne.jp	225.68.188.123
+505	Shem	Benthall	sbenthalle0@webeden.co.uk	78.171.218.118
+506	Austine	Sygroves	asygrovese1@gov.uk	131.187.101.74
+507	Armando	Totterdell	atotterdelle2@gravatar.com	158.38.141.117
+508	Barde	Sibbs	bsibbse3@mit.edu	211.78.171.181
+509	Marcelia	Castagna	mcastagnae4@theguardian.com	4.99.134.90
+510	Marybelle	Hamelyn	mhamelyne5@yahoo.com	52.67.130.95
+511	Deana	Whittington	dwhittingtone6@mediafire.com	72.58.213.232
+512	Ashley	Waggett	awaggette7@delicious.com	108.85.79.77
+513	Ernestus	Mayling	emaylinge8@goodreads.com	124.56.40.59
+514	Roanne	Mullinder	rmullindere9@trellian.com	201.53.105.68
+515	Lodovico	Voules	lvoulesea@amazon.com	61.179.48.169
+516	Colas	Rollinson	crollinsoneb@bbc.co.uk	53.246.111.221
+517	Stefania	Heasly	sheaslyec@zdnet.com	187.226.144.94
+518	Demetra	Aizik	daiziked@sfgate.com	73.115.216.63
+519	Munroe	Pillans	mpillansee@buzzfeed.com	7.214.116.110
+520	Kaela	Bilbee	kbilbeeef@twitter.com	56.232.67.129
+521	Philippa	Pachmann	ppachmanneg@diigo.com	100.156.152.139
+522	Symon	Beazer	sbeazereh@ted.com	144.22.117.218
+523	Debi	Bonifacio	dbonifacioei@icio.us	95.128.45.154
+524	Cristi	Cumberledge	ccumberledgeej@google.com.au	17.253.21.244
+525	Jocelyne	Humm	jhummek@sphinn.com	5.193.76.122
+526	Inna	Erni	ierniel@weibo.com	162.244.156.206
+527	Edik	Studdard	estuddardem@amazon.de	112.108.204.147
+528	Jo	Howard	jhowarden@blinklist.com	252.90.29.4
+529	Marcelo	Springall	mspringalleo@zimbio.com	146.82.70.138
+530	Roxanne	Baggs	rbaggsep@biblegateway.com	43.59.252.117
+531	Josiah	Priditt	jpriditteq@goo.gl	128.191.182.166
+532	Margit	Forsdicke	mforsdickeer@ox.ac.uk	105.146.197.153
+533	Derril	Ambridge	dambridgees@facebook.com	25.99.66.38
+534	Eryn	Cohrs	ecohrset@geocities.jp	127.15.106.240
+535	Boone	Brient	bbrienteu@acquirethisname.com	135.74.238.119
+536	Barry	Cale	bcaleev@ucoz.com	15.154.159.133
+537	Carey	Sparhawk	csparhawkew@bloglines.com	129.132.63.205
+538	Tammy	Charley	tcharleyex@livejournal.com	151.198.50.157
+539	Walsh	Leggin	wlegginey@narod.ru	45.190.220.196
+540	Matthiew	Espinoza	mespinozaez@epa.gov	153.158.117.40
+541	Bekki	Lindwall	blindwallf0@jiathis.com	110.99.162.3
+542	Virgie	MacMychem	vmacmychemf1@mozilla.com	251.42.243.242
+543	Liv	Boundey	lboundeyf2@washingtonpost.com	13.30.208.83
+544	Dirk	Feld	dfeldf3@unesco.org	245.189.172.75
+545	Nikki	Boorne	nboornef4@discovery.com	19.92.231.218
+546	Brynna	Smeath	bsmeathf5@springer.com	34.139.205.63
+547	Erica	Laraway	elarawayf6@va.gov	0.19.56.89
+548	Gill	Kubczak	gkubczakf7@mtv.com	58.189.26.134
+549	Stefa	Klicher	sklicherf8@cocolog-nifty.com	212.250.35.126
+550	Ric	Matteini	rmatteinif9@google.com	76.40.210.171
+551	Renate	Clendennen	rclendennenfa@paginegialle.it	155.128.125.241
+552	Aryn	Housden	ahousdenfb@elegantthemes.com	218.187.212.50
+553	Denice	Haimes	dhaimesfc@tiny.cc	127.43.110.137
+554	Clarette	Brookfield	cbrookfieldfd@simplemachines.org	5.22.2.135
+555	Gabbey	Bradbrook	gbradbrookfe@tripod.com	100.103.183.118
+556	Chicky	Cordier	ccordierff@tripod.com	252.64.158.116
+557	Barton	Collick	bcollickfg@netlog.com	74.6.198.84
+558	Olivie	Fibbens	ofibbensfh@exblog.jp	62.227.196.134
+559	Donny	Wibrow	dwibrowfi@hubpages.com	46.77.170.143
+560	Dory	Williment	dwillimentfj@csmonitor.com	31.82.168.122
+561	Elayne	Cranmer	ecranmerfk@google.pl	12.148.73.45
+562	Corby	Vaz	cvazfl@weather.com	47.184.29.175
+563	Annmarie	Bisterfeld	abisterfeldfm@huffingtonpost.com	9.167.215.142
+564	Emelda	Blasius	eblasiusfn@vkontakte.ru	223.61.226.54
+565	Paloma	Hulke	phulkefo@canalblog.com	201.194.32.92
+566	Bertie	Del Checolo	bdelchecolofp@jimdo.com	243.210.15.79
+567	Cullen	Summerton	csummertonfq@blogtalkradio.com	117.160.26.233
+568	Algernon	Backshell	abackshellfr@squidoo.com	35.184.102.214
+569	Nevin	Cicculi	ncicculifs@microsoft.com	54.140.7.38
+570	Kelcey	Olrenshaw	kolrenshawft@comcast.net	219.11.78.3
+571	Benny	Curtayne	bcurtaynefu@addthis.com	134.236.253.152
+572	Florie	Magenny	fmagennyfv@bbb.org	236.226.233.115
+573	Tabor	Clench	tclenchfw@google.cn	58.188.164.129
+574	Renato	Langmuir	rlangmuirfx@ed.gov	224.245.61.255
+575	Timoteo	Megarry	tmegarryfy@businesswire.com	87.56.232.131
+576	Saba	Trace	stracefz@cnn.com	172.20.254.18
+577	Martin	Hardin	mharding0@uiuc.edu	59.94.197.156
+578	Che	Bosma	cbosmag1@example.com	171.9.149.230
+579	Lorenzo	Kingshott	lkingshottg2@wikipedia.org	134.33.44.254
+580	Dorise	Paige	dpaigeg3@jugem.jp	20.161.148.227
+581	Elana	Knocker	eknockerg4@biblegateway.com	118.187.107.81
+582	Loralie	Gabala	lgabalag5@time.com	204.62.248.40
+583	Gerrard	Hofler	ghoflerg6@mapquest.com	21.90.212.249
+584	Meade	Mee	mmeeg7@edublogs.org	243.160.122.66
+585	Lucille	Hardbattle	lhardbattleg8@acquirethisname.com	185.202.79.158
+586	Brigham	Garrison	bgarrisong9@icq.com	100.197.243.236
+587	Gabrila	Gartsyde	ggartsydega@berkeley.edu	218.166.227.41
+588	Angel	Audas	aaudasgb@youtu.be	45.36.137.219
+589	Babara	Blenkensop	bblenkensopgc@163.com	69.160.69.41
+590	Odelle	MacNess	omacnessgd@1688.com	189.134.207.88
+591	Normy	Luney	nluneyge@yahoo.co.jp	175.173.13.106
+592	Billie	Westnedge	bwestnedgegf@soup.io	87.242.196.167
+593	Gusella	Trevers	gtreversgg@printfriendly.com	165.221.104.240
+594	Sergei	Headey	sheadeygh@smh.com.au	249.88.42.65
+595	Page	Suggate	psuggategi@cbsnews.com	46.36.122.173
+596	Frasier	Beards	fbeardsgj@illinois.edu	112.199.28.40
+597	Cristy	Kuhnt	ckuhntgk@ezinearticles.com	242.113.62.65
+598	Hyacintha	Marriot	hmarriotgl@stanford.edu	144.224.32.129
+599	Tish	Simyson	tsimysongm@hp.com	55.111.3.192
+600	Kimmy	Cookman	kcookmangn@ftc.gov	110.100.123.66
+601	Fee	Trenaman	ftrenamango@stanford.edu	125.132.183.122
+602	Harold	Spreckley	hspreckleygp@nature.com	115.186.25.105
+603	Ophelie	Spinnace	ospinnacegq@miibeian.gov.cn	255.234.255.18
+604	Aymer	MacGowan	amacgowangr@booking.com	214.162.180.214
+605	Elliot	Brownsword	ebrownswordgs@ihg.com	76.84.225.105
+606	Christabel	Riedel	criedelgt@nationalgeographic.com	91.92.75.188
+607	Mercie	Gaukrodge	mgaukrodgegu@nasa.gov	8.66.116.234
+608	Jordan	Doiley	jdoileygv@themeforest.net	119.34.164.200
+609	Guenna	Dearnly	gdearnlygw@people.com.cn	40.147.212.167
+610	Rosalind	Doreward	rdorewardgx@hao123.com	76.93.185.142
+611	Stearne	Siddall	ssiddallgy@apache.org	206.2.186.251
+612	Maible	Vigurs	mvigursgz@smugmug.com	233.89.155.231
+613	Carry	Curuclis	ccuruclish0@cyberchimps.com	237.4.137.235
+614	Dacia	Shoobridge	dshoobridgeh1@sphinn.com	97.220.159.59
+615	Illa	Townson	itownsonh2@slashdot.org	36.57.197.202
+616	Mirilla	Spehr	mspehrh3@virginia.edu	2.230.213.20
+617	Afton	Clout	aclouth4@php.net	148.51.103.239
+618	Zia	Niccols	zniccolsh5@umn.edu	111.92.244.233
+619	Harlan	Care	hcareh6@geocities.jp	147.165.253.105
+620	Nealy	Kelby	nkelbyh7@java.com	199.17.128.183
+621	Hurlee	Rosel	hroselh8@aboutads.info	148.83.117.93
+622	Oates	Jurkowski	ojurkowskih9@domainmarket.com	51.168.198.177
+623	Tymon	Emerson	temersonha@gravatar.com	58.135.8.221
+624	Stacy	Katzmann	skatzmannhb@tumblr.com	27.51.250.240
+625	Aksel	Udden	auddenhc@reverbnation.com	8.179.159.178
+626	Brooke	Lourenco	blourencohd@google.com	215.41.155.94
+627	Clarita	Kolczynski	ckolczynskihe@unicef.org	211.79.208.231
+628	Emlyn	Glassman	eglassmanhf@stumbleupon.com	163.116.32.117
+629	Lucian	Gowrich	lgowrichhg@utexas.edu	190.40.48.107
+630	Rozamond	O'Kielt	rokielthh@answers.com	15.240.42.203
+631	Estel	McGeever	emcgeeverhi@paypal.com	125.220.7.209
+632	Meryl	Yakovitch	myakovitchhj@ca.gov	26.167.145.250
+633	Barty	Sneden	bsnedenhk@blogtalkradio.com	4.137.5.75
+634	Alex	McCord	amccordhl@hud.gov	73.247.18.192
+635	Edwina	Rubbert	erubberthm@tamu.edu	119.125.97.104
+636	Dicky	Bernette	dbernettehn@weebly.com	66.168.252.37
+637	Cirilo	Withey	cwitheyho@nytimes.com	114.36.203.75
+638	Ewell	Gillbard	egillbardhp@omniture.com	87.64.26.114
+639	Jephthah	Larver	jlarverhq@whitehouse.gov	195.113.125.231
+640	Tracee	Hanalan	thanalanhr@devhub.com	149.247.21.125
+641	Martino	Aucutt	maucutths@wp.com	183.226.21.75
+642	Carmel	Tilbury	ctilburyht@hubpages.com	237.24.250.230
+643	Phillida	Gonin	pgoninhu@wiley.com	21.135.44.11
+644	Grenville	Davenport	gdavenporthv@symantec.com	161.214.152.192
+645	Roland	Quinton	rquintonhw@dot.gov	187.116.110.29
+646	Oralla	Joffe	ojoffehx@diigo.com	194.12.78.19
+647	Franky	Bratch	fbratchhy@sciencedirect.com	95.101.50.215
+648	Tally	Strass	tstrasshz@ucoz.com	189.105.115.183
+649	Kaja	Dulwitch	kdulwitchi0@wordpress.com	24.47.243.10
+650	Charley	MacMoyer	cmacmoyeri1@ezinearticles.com	125.232.95.204
+651	Erena	Meegin	emeegini2@blinklist.com	113.139.104.92
+652	Shamus	McCalister	smccalisteri3@youtu.be	185.48.230.243
+653	Kenna	Johnes	kjohnesi4@adobe.com	199.246.105.153
+654	Kermie	Minchinden	kminchindeni5@mlb.com	188.192.235.227
+655	Nyssa	Moff	nmoffi6@google.fr	181.77.162.156
+656	Sandro	Eltone	seltonei7@sitemeter.com	238.214.156.50
+657	Gonzales	Gilchrist	ggilchristi8@123-reg.co.uk	183.186.33.93
+658	Giles	Hearnshaw	ghearnshawi9@oakley.com	41.172.162.150
+659	Aileen	Kaming	akamingia@bandcamp.com	210.182.117.208
+660	Viv	O'Shiel	voshielib@amazon.com	26.61.162.9
+661	Urson	Goodlip	ugoodlipic@studiopress.com	15.113.125.212
+662	Milty	Haggerston	mhaggerstonid@independent.co.uk	152.219.3.253
+663	Sallie	Elegood	selegoodie@jiathis.com	160.171.175.184
+664	Franny	Vigors	fvigorsif@japanpost.jp	118.37.205.205
+665	Adham	Blaxley	ablaxleyig@spiegel.de	30.116.133.169
+666	Maison	Kester	mkesterih@nymag.com	106.1.202.54
+667	Jesselyn	Luchetti	jluchettiii@dion.ne.jp	62.142.116.199
+668	Lina	Rowth	lrowthij@ezinearticles.com	157.196.248.45
+669	Ashlie	Denkin	adenkinik@fda.gov	50.184.255.159
+670	Stefan	Larking	slarkingil@hugedomains.com	117.121.10.196
+671	Tarra	Siddon	tsiddonim@nyu.edu	38.211.247.49
+672	Birk	Ellsbury	bellsburyin@storify.com	137.63.23.220
+673	Kurtis	Cason	kcasonio@mlb.com	230.97.231.3
+674	Misti	Gout	mgoutip@tmall.com	151.17.163.109
+675	Westbrook	O'dell	wodelliq@jimdo.com	87.175.119.82
+676	Tilda	Louiset	tlouisetir@slate.com	170.149.37.43
+677	Marcille	Matts	mmattsis@lycos.com	144.79.136.126
+678	Welch	Gopsall	wgopsallit@istockphoto.com	50.11.182.169
+679	Annabella	Whyberd	awhyberdiu@sitemeter.com	35.92.32.199
+680	Christian	Lory	cloryiv@ocn.ne.jp	252.121.51.34
+681	Odella	Strain	ostrainiw@123-reg.co.uk	8.207.56.131
+682	Elfie	Portt	eporttix@mysql.com	163.185.104.244
+683	Henrik	Grebbin	hgrebbiniy@bizjournals.com	201.159.100.117
+684	Helyn	Jordanson	hjordansoniz@nydailynews.com	246.11.98.116
+685	Olag	Parkyns	oparkynsj0@washington.edu	141.66.101.12
+686	Dru	Molson	dmolsonj1@typepad.com	203.111.32.244
+687	Skell	Donizeau	sdonizeauj2@yandex.ru	5.141.75.227
+688	Alma	Voak	avoakj3@qq.com	125.145.71.113
+689	Hamlin	Pask	hpaskj4@cbsnews.com	118.59.32.174
+690	Harper	Ollett	hollettj5@weather.com	246.156.222.76
+691	Jerrold	Peppin	jpeppinj6@auda.org.au	20.217.61.240
+692	Esmaria	Sheal	eshealj7@kickstarter.com	239.225.184.81
+693	Brenden	Mehew	bmehewj8@webnode.com	8.46.14.81
+694	Henrie	Kenchington	hkenchingtonj9@answers.com	37.152.228.120
+695	Eve	Ponter	eponterja@arstechnica.com	220.49.183.33
+696	Thorin	Stoltz	tstoltzjb@cbc.ca	173.140.3.165
+697	Tammara	Corkan	tcorkanjc@xinhuanet.com	176.233.206.87
+698	Adelle	Avieson	aaviesonjd@wikispaces.com	147.173.134.183
+699	Ania	Evens	aevensje@java.com	157.244.22.10
+700	Lianne	Rollason	lrollasonjf@gizmodo.com	143.48.158.150
+701	Cariotta	Hamfleet	chamfleetjg@vistaprint.com	235.23.137.164
+702	Jakie	Denziloe	jdenziloejh@posterous.com	53.216.193.58
+703	Hope	Luckes	hluckesji@g.co	93.92.237.226
+704	Arley	Stickels	astickelsjj@typepad.com	56.182.90.21
+705	Dennet	Bedo	dbedojk@wikispaces.com	159.42.172.82
+706	Byron	Jagels	bjagelsjl@google.de	191.5.191.36
+707	Fianna	Whitby	fwhitbyjm@webs.com	120.48.54.228
+708	Odette	Marcq	omarcqjn@arizona.edu	253.116.251.36
+709	Elsy	Carcas	ecarcasjo@ed.gov	232.158.13.197
+710	Mickie	Mascall	mmascalljp@zdnet.com	104.67.40.134
+711	Karlie	Linggard	klinggardjq@statcounter.com	42.214.94.91
+712	Catha	Fredy	cfredyjr@sbwire.com	9.111.166.228
+713	Brinn	Caso	bcasojs@seattletimes.com	183.21.58.124
+714	Hynda	Adamczyk	hadamczykjt@biglobe.ne.jp	99.200.137.45
+715	Krystyna	Tweede	ktweedeju@constantcontact.com	185.90.38.188
+716	Janaya	Fowler	jfowlerjv@so-net.ne.jp	100.240.187.165
+717	Noll	Pawelczyk	npawelczykjw@gmpg.org	199.238.195.115
+718	Elia	Troutbeck	etroutbeckjx@wikispaces.com	17.203.214.69
+719	Sholom	Juliano	sjulianojy@pcworld.com	80.185.95.197
+720	Cullin	Lindsay	clindsayjz@foxnews.com	242.255.112.218
+721	Kelcie	Filyaev	kfilyaevk0@indiegogo.com	161.44.77.219
+722	Rodie	Bigham	rbighamk1@google.fr	35.107.24.127
+723	Sigmund	Rayson	sraysonk2@gov.uk	30.12.252.247
+724	Sonny	Triggol	striggolk3@biglobe.ne.jp	82.161.194.245
+725	Morty	Witsey	mwitseyk4@chronoengine.com	86.214.192.200
+726	Benito	Dowe	bdowek5@topsy.com	229.7.48.41
+727	Nikolaos	Wrixon	nwrixonk6@indiegogo.com	66.50.167.14
+728	Will	Poyntz	wpoyntzk7@bluehost.com	196.186.176.79
+729	Myrtia	Jellis	mjellisk8@theguardian.com	28.124.249.59
+730	Jeanine	Dionsetti	jdionsettik9@msn.com	229.45.171.95
+731	Mackenzie	Buy	mbuyka@dell.com	55.167.107.27
+732	Mikaela	Salvidge	msalvidgekb@liveinternet.ru	17.50.40.21
+733	Sapphira	Gebuhr	sgebuhrkc@plala.or.jp	227.224.204.43
+734	Grethel	Garralts	ggarraltskd@ycombinator.com	134.204.105.246
+735	Merrili	Dougher	mdougherke@springer.com	247.246.194.178
+736	Kasper	Taudevin	ktaudevinkf@japanpost.jp	212.159.34.22
+737	Dorris	Nichols	dnicholskg@aboutads.info	33.198.95.121
+738	Jacquelynn	Assel	jasselkh@tinyurl.com	194.67.28.241
+739	Sarita	Hertwell	shertwellki@sogou.com	123.103.85.60
+740	Drusi	Eastcott	deastcottkj@nytimes.com	235.97.253.211
+741	Cornall	Mullarkey	cmullarkeykk@imgur.com	77.162.225.76
+742	Luisa	Ullrich	lullrichkl@omniture.com	62.174.214.46
+743	Marvin	Broske	mbroskekm@scientificamerican.com	91.15.204.79
+744	Danielle	Astbery	dastberykn@businessinsider.com	72.29.253.119
+745	Stephanus	Conochie	sconochieko@wikispaces.com	198.170.198.88
+746	Olimpia	Essame	oessamekp@techcrunch.com	168.81.119.110
+747	Arney	Mann	amannkq@newsvine.com	245.63.210.99
+748	Haslett	Aspland	hasplandkr@simplemachines.org	6.76.138.82
+749	Lethia	Blind	lblindks@imageshack.us	129.151.127.39
+750	Clive	Emanuelli	cemanuellikt@homestead.com	229.194.26.101
+751	Shelbi	Beare	sbeareku@youku.com	175.95.178.52
+752	Faustina	Tackes	ftackeskv@soup.io	109.209.97.22
+753	Christie	Janus	cjanuskw@purevolume.com	219.158.228.112
+754	Marline	Reynoollds	mreynoolldskx@furl.net	106.236.16.155
+755	Iris	Dorrell	idorrellky@behance.net	73.227.163.147
+756	Gearard	Allgood	gallgoodkz@imageshack.us	149.113.235.145
+757	Davin	Battman	dbattmanl0@amazonaws.com	196.229.219.39
+758	Kennith	Hurtic	khurticl1@wiley.com	251.34.249.123
+759	Russell	Leckey	rleckeyl2@sitemeter.com	66.220.77.162
+760	Vivyan	Erik	verikl3@google.es	206.69.34.16
+761	Ewell	Carty	ecartyl4@army.mil	219.105.52.216
+762	Chiarra	Vanin	cvaninl5@yolasite.com	168.223.79.4
+763	Matilda	Pinnell	mpinnelll6@g.co	35.4.117.50
+764	Jimmie	Pitt	jpittl7@multiply.com	122.36.128.215
+765	Jerrold	Giles	jgilesl8@sun.com	171.75.33.7
+766	Aura	Blonden	ablondenl9@paginegialle.it	132.76.205.221
+767	Corny	Dartnall	cdartnallla@wordpress.com	67.66.120.225
+768	Lizzy	Dene	ldenelb@wix.com	88.71.136.27
+769	Pammie	Tuckey	ptuckeylc@dailymotion.com	13.114.234.200
+770	Gillan	Thornham	gthornhamld@gov.uk	130.73.184.25
+771	Bobby	Rebeiro	brebeirole@google.ca	59.84.193.224
+772	Morris	Wellings	mwellingslf@usgs.gov	8.93.132.103
+773	Henka	Dabbs	hdabbslg@patch.com	103.11.47.245
+774	Merwin	Bubbins	mbubbinslh@dailymotion.com	252.201.20.88
+775	Adorne	MacFadden	amacfaddenli@fc2.com	151.92.155.153
+776	Arlen	Orthmann	aorthmannlj@ftc.gov	146.140.43.202
+777	Devland	Wickens	dwickenslk@alibaba.com	12.124.30.158
+778	Janeczka	Ossenna	jossennall@squidoo.com	223.38.238.12
+779	Karil	Eaglen	keaglenlm@disqus.com	205.107.227.221
+780	Roger	Dumpleton	rdumpletonln@e-recht24.de	92.165.141.137
+781	Adora	Van Der Vlies	avandervlieslo@deliciousdays.com	107.101.120.65
+782	Terrel	Varvara	tvarvaralp@posterous.com	6.61.4.193
+783	Aloisia	Rainbow	arainbowlq@latimes.com	203.83.216.69
+784	Willis	Gedney	wgedneylr@discovery.com	192.112.210.170
+785	Muffin	Schaumaker	mschaumakerls@devhub.com	3.65.7.244
+786	Martyn	Beckson	mbecksonlt@japanpost.jp	173.129.27.218
+787	Julia	Gilhooly	jgilhoolylu@cnn.com	245.73.152.144
+788	Bartholemy	Presland	bpreslandlv@cbslocal.com	223.154.197.67
+789	Pancho	Cregg	pcregglw@homestead.com	196.81.72.189
+790	Petrina	Curle	pcurlelx@census.gov	224.163.155.80
+791	Ebony	Maundrell	emaundrellly@google.cn	45.2.253.163
+792	Brietta	Chastang	bchastanglz@xinhuanet.com	20.3.115.139
+793	Emile	Philippson	ephilippsonm0@wsj.com	143.150.227.75
+794	Gabrila	Houten	ghoutenm1@hexun.com	224.51.106.107
+795	Sheela	Klasing	sklasingm2@barnesandnoble.com	182.181.244.197
+796	Grenville	Dinan	gdinanm3@hubpages.com	84.100.158.174
+797	Ariana	Gidney	agidneym4@smh.com.au	243.210.79.166
+798	Donetta	Morter	dmorterm5@php.net	200.153.89.27
+799	Rosalinda	Greswell	rgreswellm6@taobao.com	37.66.42.192
+800	Corey	Greve	cgrevem7@bravesites.com	225.218.179.24
+801	Wanda	Lambal	wlambalm8@constantcontact.com	141.162.228.187
+802	Franz	Coppins	fcoppinsm9@thetimes.co.uk	39.161.2.61
+803	Tildy	Quinby	tquinbyma@indiatimes.com	235.11.214.76
+804	Bellina	Piddock	bpiddockmb@apache.org	161.8.126.26
+805	Mathilde	Denney	mdenneymc@purevolume.com	228.208.12.222
+806	Shae	Stapleford	sstaplefordmd@go.com	31.157.172.26
+807	Bernadine	Ortiger	bortigerme@purevolume.com	15.230.62.15
+808	Chen	Wyeth	cwyethmf@reuters.com	127.203.14.248
+809	Lynnet	Mebius	lmebiusmg@naver.com	242.246.161.85
+810	Monica	Traice	mtraicemh@hexun.com	111.72.54.67
+811	Bamby	Bernardi	bbernardimi@netvibes.com	117.13.43.223
+812	Thorny	Swarbrick	tswarbrickmj@topsy.com	40.220.155.44
+813	Bryna	Knock	bknockmk@slate.com	164.239.162.100
+814	Valaria	Jirka	vjirkaml@fema.gov	164.78.230.97
+815	Loria	Scarfe	lscarfemm@edublogs.org	79.110.28.105
+816	Christalle	Acory	cacorymn@csmonitor.com	192.39.189.63
+817	Natassia	Barbrook	nbarbrookmo@squarespace.com	162.97.237.82
+818	Roxy	Rojel	rrojelmp@sakura.ne.jp	14.230.72.57
+819	Drud	Dincke	ddinckemq@jimdo.com	164.163.79.162
+820	Bunnie	Lillie	blilliemr@hhs.gov	167.76.84.198
+821	Nathalia	Piesing	npiesingms@adobe.com	48.181.6.5
+822	Gian	Godlonton	ggodlontonmt@storify.com	170.135.16.245
+823	Genvieve	Accum	gaccummu@google.ru	32.123.201.150
+824	Nichole	Gee	ngeemv@arizona.edu	187.226.20.105
+825	Aldus	Sweetman	asweetmanmw@blogs.com	156.32.15.195
+826	Jo ann	Yeoman	jyeomanmx@hao123.com	98.137.164.28
+827	Corrine	Bonafacino	cbonafacinomy@mashable.com	226.8.92.141
+828	Elga	Aubery	eauberymz@wired.com	135.11.25.227
+829	Ettie	Mogra	emogran0@hubpages.com	104.104.13.216
+830	Hillary	Blacket	hblacketn1@youtu.be	146.68.142.149
+831	Blondell	Sevitt	bsevittn2@earthlink.net	62.26.144.186
+832	Sawyere	Danelet	sdaneletn3@buzzfeed.com	97.20.13.250
+833	Shena	Castagnaro	scastagnaron4@list-manage.com	38.7.233.64
+834	Keir	Mochan	kmochann5@house.gov	70.177.107.177
+835	Lovell	Beceril	lbeceriln6@tripadvisor.com	167.234.99.212
+836	Florinda	Parmiter	fparmitern7@europa.eu	193.203.140.42
+837	Thornton	Dyster	tdystern8@adobe.com	225.216.130.235
+838	Mildrid	Crennan	mcrennann9@hostgator.com	236.59.17.73
+839	Aubree	Hallihan	ahallihanna@nasa.gov	229.86.16.71
+840	Liva	Pettitt	lpettittnb@icq.com	185.157.127.113
+841	Valentin	Grob	vgrobnc@163.com	218.75.120.145
+842	Clark	Mousdall	cmousdallnd@bbb.org	130.169.222.221
+843	Dorothy	Corney	dcorneyne@scribd.com	244.73.141.178
+844	Torie	Badman	tbadmannf@alexa.com	215.112.15.225
+845	Marcelle	Kennerknecht	mkennerknechtng@cnn.com	119.122.7.42
+846	Rayna	Lamacraft	rlamacraftnh@comsenz.com	224.33.169.205
+847	Marmaduke	Tallboy	mtallboyni@timesonline.co.uk	207.39.45.105
+848	Harmonia	Paffot	hpaffotnj@digg.com	212.115.141.56
+849	Bord	Rosso	brossonk@icq.com	184.64.217.200
+850	Cornall	Immings	cimmingsnl@tripadvisor.com	108.72.96.252
+851	Cris	Fortnon	cfortnonnm@smugmug.com	181.191.217.186
+852	Ezra	Anfrey	eanfreynn@posterous.com	234.74.58.251
+853	Tania	Bruggeman	tbruggemanno@1688.com	167.26.98.82
+854	Jedidiah	Holby	jholbynp@sciencedirect.com	199.234.10.4
+855	Bernard	Hollerin	bhollerinnq@yale.edu	212.190.179.50
+856	Francesco	Abelovitz	fabelovitznr@fotki.com	154.39.144.57
+857	Lib	Gillbanks	lgillbanksns@prweb.com	250.123.87.142
+858	Giavani	Brumby	gbrumbynt@aol.com	242.169.197.61
+859	Chic	Carder	ccardernu@blogspot.com	244.68.133.118
+860	Lucine	Scurrell	lscurrellnv@smh.com.au	241.177.177.92
+861	Theresa	Houdhury	thoudhurynw@cocolog-nifty.com	234.77.132.96
+862	Kacie	Ratray	kratraynx@skype.com	3.97.166.243
+863	Fowler	Fenix	ffenixny@senate.gov	31.253.81.69
+864	Putnem	Munroe	pmunroenz@xing.com	59.66.177.29
+865	Ediva	Dominik	edominiko0@networkadvertising.org	71.242.120.164
+866	Web	Favell	wfavello1@arstechnica.com	225.38.194.178
+867	Larry	Geill	lgeillo2@xinhuanet.com	201.111.234.86
+868	Tamarra	Melanaphy	tmelanaphyo3@bbc.co.uk	165.78.76.237
+869	Dorian	Kinrade	dkinradeo4@amazon.de	3.152.33.75
+870	Hillier	Jacobsson	hjacobssono5@theglobeandmail.com	164.87.243.1
+871	Ewan	Rive	eriveo6@odnoklassniki.ru	35.248.130.63
+872	Aaren	Beany	abeanyo7@acquirethisname.com	114.88.68.209
+873	Devland	Harness	dharnesso8@dropbox.com	90.84.14.97
+874	Nada	Beckmann	nbeckmanno9@tumblr.com	31.65.246.138
+875	Clayborn	Sheeran	csheeranoa@baidu.com	142.99.177.6
+876	Katuscha	Linfield	klinfieldob@istockphoto.com	98.148.185.27
+877	Dani	Widdison	dwiddisonoc@intel.com	178.152.181.71
+878	Fidel	MacGillavery	fmacgillaveryod@nyu.edu	55.131.105.243
+879	Danielle	Revie	drevieoe@imageshack.us	58.55.9.16
+880	Saunders	Guillem	sguillemof@prweb.com	129.149.55.191
+881	Brucie	Springell	bspringellog@mozilla.com	202.46.30.66
+882	Lee	Menier	lmenieroh@sina.com.cn	145.161.94.135
+883	Beilul	Jatczak	bjatczakoi@techcrunch.com	20.170.73.202
+884	Donn	Ondracek	dondracekoj@jugem.jp	193.224.145.30
+885	Jocelyne	Ravenshear	jravenshearok@pagesperso-orange.fr	173.66.110.77
+886	Candida	Millichip	cmillichipol@huffingtonpost.com	123.136.19.240
+887	Leisha	MacMichael	lmacmichaelom@zimbio.com	39.228.254.54
+888	Farly	Rounsefull	frounsefullon@yahoo.co.jp	122.244.240.215
+889	Loleta	Swannick	lswannickoo@google.ca	89.56.96.205
+890	Lester	Ventam	lventamop@china.com.cn	27.209.125.66
+891	Annetta	Pancast	apancastoq@51.la	216.35.37.97
+892	Cindie	Torrecilla	ctorrecillaor@typepad.com	239.142.216.203
+893	Glyn	Igounet	gigounetos@goo.gl	116.167.125.10
+894	Olympie	Cullinane	ocullinaneot@paypal.com	225.2.50.215
+895	Shara	Panyer	spanyerou@nydailynews.com	211.97.133.207
+896	Sigmund	Dorrian	sdorrianov@state.gov	217.156.31.250
+897	Merilyn	Eastby	meastbyow@omniture.com	246.56.58.156
+898	Natasha	Jaquemar	njaquemarox@goodreads.com	195.106.120.250
+899	Gene	Heavens	gheavensoy@histats.com	214.73.215.76
+900	Menard	Calderonello	mcalderonellooz@xrea.com	35.65.10.57
+901	Elbert	Risson	erissonp0@geocities.com	101.152.215.19
+902	Vern	Sabatini	vsabatinip1@disqus.com	61.86.243.226
+903	Tommie	Sapauton	tsapautonp2@theglobeandmail.com	114.217.29.95
+904	Toddy	Da Costa	tdacostap3@walmart.com	158.128.77.31
+905	Beatriz	Dursley	bdursleyp4@independent.co.uk	235.46.171.234
+906	Ferdinand	McDarmid	fmcdarmidp5@ning.com	27.27.105.68
+907	Odette	Lilley	olilleyp6@nba.com	10.83.178.123
+908	Augusta	Niessen	aniessenp7@vinaora.com	185.98.39.208
+909	Dara	Benwell	dbenwellp8@europa.eu	234.235.158.146
+910	Kristan	Luckie	kluckiep9@yelp.com	200.90.57.225
+911	Ashlin	Carbin	acarbinpa@bbb.org	230.163.209.111
+912	Jere	Habishaw	jhabishawpb@issuu.com	244.236.152.43
+913	Page	Follows	pfollowspc@usda.gov	232.35.241.17
+914	Currey	Galiford	cgalifordpd@instagram.com	69.233.24.215
+915	Jan	Coan	jcoanpe@google.it	232.151.71.96
+916	Curr	Hollyland	chollylandpf@walmart.com	201.7.244.6
+917	Marni	Moxon	mmoxonpg@blogger.com	248.192.188.101
+918	Baron	Ryland	brylandph@youku.com	215.121.122.0
+919	Zena	Strutton	zstruttonpi@microsoft.com	85.122.33.201
+920	Ilaire	Geddis	igeddispj@home.pl	184.75.155.156
+921	Cindee	McMonies	cmcmoniespk@yolasite.com	180.242.214.212
+922	Brocky	Urvoy	burvoypl@timesonline.co.uk	12.32.241.187
+923	Roseanne	McGrail	rmcgrailpm@merriam-webster.com	128.172.7.169
+924	Elga	Stoyles	estoylespn@smugmug.com	47.50.177.20
+925	Reggis	Lovelock	rlovelockpo@slashdot.org	83.253.6.198
+926	Kameko	Harly	kharlypp@infoseek.co.jp	4.224.190.78
+927	Marjory	Keller	mkellerpq@examiner.com	0.193.71.169
+928	Temple	Suett	tsuettpr@last.fm	228.178.247.154
+929	Erroll	Douty	edoutyps@pbs.org	72.216.143.103
+930	Maritsa	Bruford	mbrufordpt@va.gov	228.7.185.49
+931	Cecilia	Breewood	cbreewoodpu@163.com	173.244.177.139
+932	Ryann	Twine	rtwinepv@bloglines.com	253.192.163.184
+933	Lyle	Mauger	lmaugerpw@goo.gl	16.187.217.51
+934	Vanna	Wix	vwixpx@comcast.net	4.80.90.125
+935	Chrissie	Nimmo	cnimmopy@edublogs.org	28.41.138.178
+936	Clara	Gilhooly	cgilhoolypz@google.it	112.121.211.73
+937	Timmi	Farens	tfarensq0@uiuc.edu	136.42.64.49
+938	Julius	Falshaw	jfalshawq1@omniture.com	181.177.178.201
+939	Corey	Dwire	cdwireq2@mlb.com	116.254.75.56
+940	Corny	MacLaughlin	cmaclaughlinq3@ow.ly	161.121.120.157
+941	Cecile	Toma	ctomaq4@rambler.ru	239.55.216.51
+942	Baxie	Ledur	bledurq5@reverbnation.com	151.135.162.234
+943	Beck	Hustings	bhustingsq6@businessinsider.com	43.246.219.111
+944	Robbert	Robrow	rrobrowq7@github.io	226.195.166.40
+945	Weider	Tie	wtieq8@buzzfeed.com	94.179.160.139
+946	Kacie	Merriton	kmerritonq9@smugmug.com	208.77.59.123
+947	Alano	Vannoni	avannoniqa@goo.ne.jp	6.164.27.66
+948	Symon	Prine	sprineqb@jalbum.net	17.57.160.81
+949	Barris	Pimerick	bpimerickqc@google.nl	210.253.171.62
+950	Dedie	Clell	dclellqd@sun.com	65.230.192.163
+951	Lida	Brager	lbragerqe@tinypic.com	212.228.89.59
+952	Darsie	McGarel	dmcgarelqf@businesswire.com	32.185.31.122
+953	Dorris	Ruslinge	druslingeqg@studiopress.com	38.235.239.50
+954	Whitby	Reddie	wreddieqh@canalblog.com	71.194.86.60
+955	Maxwell	Allridge	mallridgeqi@tuttocitta.it	23.88.163.47
+956	Royal	Gavey	rgaveyqj@xinhuanet.com	111.145.148.115
+957	Adena	Jump	ajumpqk@cnn.com	67.70.197.167
+958	Davidde	Naismith	dnaismithql@goodreads.com	26.172.219.88
+959	Ferdinande	Tellenbroker	ftellenbrokerqm@nsw.gov.au	207.198.43.114
+960	Nettle	Edwins	nedwinsqn@gnu.org	186.171.29.254
+961	Marmaduke	Kedward	mkedwardqo@booking.com	106.221.52.105
+962	Winifield	Dechelle	wdechelleqp@va.gov	144.93.20.66
+963	Armin	Gogay	agogayqq@va.gov	63.248.234.242
+964	Garrett	Skerritt	gskerrittqr@webnode.com	246.230.249.143
+965	Grady	Ditty	gdittyqs@about.com	75.222.1.233
+966	Clarance	Aysh	cayshqt@wordpress.org	186.92.62.46
+967	Kirbie	Punshon	kpunshonqu@github.io	210.103.228.24
+968	Dimitri	Derobert	dderobertqv@plala.or.jp	165.229.97.73
+969	Jaimie	Tetsall	jtetsallqw@yolasite.com	70.227.5.120
+970	Jewell	Tonks	jtonksqx@histats.com	177.139.25.89
+971	Raddie	Boone	rbooneqy@sogou.com	190.91.78.84
+972	Davita	Maddyson	dmaddysonqz@php.net	27.254.112.46
+973	Kamila	Philpin	kphilpinr0@merriam-webster.com	230.56.120.64
+974	Simon	Lawday	slawdayr1@miitbeian.gov.cn	41.34.62.115
+975	Ame	Sallnow	asallnowr2@nature.com	42.19.246.11
+976	Catina	Shier	cshierr3@g.co	92.168.225.102
+977	Dina	Shoebottom	dshoebottomr4@digg.com	30.254.218.176
+978	Alden	Bicheno	abichenor5@ucoz.com	152.230.77.68
+979	Doro	Burlingame	dburlingamer6@gizmodo.com	116.55.114.230
+980	Yasmeen	Goundrill	ygoundrillr7@bbb.org	64.231.202.114
+981	Lynea	Boniface	lbonifacer8@etsy.com	248.188.64.4
+982	Olympe	Myring	omyringr9@cdbaby.com	34.244.192.242
+983	Gnni	Swanton	gswantonra@csmonitor.com	93.129.19.228
+984	Jordana	Roja	jrojarb@yelp.com	37.182.170.218
+985	Latrina	Kubala	lkubalarc@behance.net	16.180.74.53
+986	Laura	Mound	lmoundrd@e-recht24.de	9.252.101.27
+987	Catharine	Taylor	ctaylorre@istockphoto.com	104.3.204.36
+988	Brunhilda	Dorian	bdorianrf@wikimedia.org	52.81.132.101
+989	Augy	Gwilt	agwiltrg@twitter.com	39.25.165.212
+990	Nola	Carde	ncarderh@chronoengine.com	79.228.210.36
+991	Trista	Kuzemka	tkuzemkari@dot.gov	154.36.63.90
+992	Agustin	Hyndman	ahyndmanrj@auda.org.au	95.78.72.191
+993	Sherwynd	McGonnell	smcgonnellrk@nasa.gov	14.160.79.162
+994	Con	Smeath	csmeathrl@telegraph.co.uk	141.72.39.41
+995	Abigale	Toone	atoonerm@dyndns.org	133.5.61.95
+996	Wenonah	MacArd	wmacardrn@guardian.co.uk	206.42.244.179
+997	Alanson	Fearns	afearnsro@omniture.com	246.91.72.145
+998	Tiphany	Murkus	tmurkusrp@umn.edu	200.218.3.234
+999	Winnah	Pock	wpockrq@godaddy.com	192.155.247.2
+1000	Ravi	Angear	rangearrr@umich.edu	6.67.79.92
diff --git a/fixtures/csv/employees.csv b/fixtures/csv/employees.csv
new file mode 100644
index 000000000..8fb0c7c99
--- /dev/null
+++ b/fixtures/csv/employees.csv
@@ -0,0 +1,51 @@
+id	first_name	last_name	email	ip_address
+1	Tobye	Tallach	ttallach0@icq.com	159.80.54.64
+2	Bret	Auchterlonie	bauchterlonie1@t-online.de	63.179.228.179
+3	Chester	Leban	cleban2@arstechnica.com	109.23.123.220
+4	Weston	Venny	wvenny3@about.com	80.78.0.69
+5	Alejoa	Hassen	ahassen4@narod.ru	193.70.126.231
+6	Otes	Ioselevich	oioselevich5@pen.io	55.238.240.160
+7	Dolley	Mc Ilwrick	dmcilwrick6@vistaprint.com	225.224.151.67
+8	Cliff	Druitt	cdruitt7@earthlink.net	216.35.85.142
+9	Alfreda	Parysiak	aparysiak8@google.com.br	234.124.93.69
+10	Alfonso	Wotherspoon	awotherspoon9@cafepress.com	34.94.1.132
+11	Jemmy	Gavriel	jgavriela@wikispaces.com	69.13.142.245
+12	Ezechiel	Binion	ebinionb@princeton.edu	85.203.127.191
+13	Burk	Blowfelde	bblowfeldec@theglobeandmail.com	74.133.42.177
+14	Danette	Brealey	dbrealeyd@tumblr.com	249.85.157.243
+15	Brent	Collcutt	bcollcutte@twitpic.com	68.202.67.52
+16	Filbert	Wane	fwanef@mozilla.org	51.190.146.189
+17	Amory	Brewers	abrewersg@sciencedirect.com	147.155.225.194
+18	Giraud	Reen	greenh@themeforest.net	134.254.177.66
+19	Burtie	Siebert	bsieberti@reuters.com	47.194.48.217
+20	Adam	Maddick	amaddickj@theguardian.com	165.16.248.228
+21	Callean	Vernall	cvernallk@google.pl	243.145.198.197
+22	Olympie	Itzakovitz	oitzakovitzl@addthis.com	40.55.240.15
+23	Jacky	Emney	jemneym@cbslocal.com	216.72.80.81
+24	Isidoro	Novello	inovellon@symantec.com	153.171.11.150
+25	Kora	Liversedge	kliversedgeo@godaddy.com	131.126.97.242
+26	Salaidh	McMenamie	smcmenamiep@yolasite.com	228.231.31.219
+27	Corey	Dowdeswell	cdowdeswellq@a8.net	203.73.30.64
+28	Brodie	Holwell	bholwellr@china.com.cn	64.200.225.25
+29	Trudey	Ungerer	tungerers@friendfeed.com	122.82.88.41
+30	Doralin	Maxted	dmaxtedt@photobucket.com	37.78.14.199
+31	Maurie	Marklin	mmarklinu@gizmodo.com	22.181.178.6
+32	Hermann	Voase	hvoasev@gnu.org	155.126.157.84
+33	Fanchette	Callaway	fcallawayw@naver.com	121.161.80.246
+34	Sara-ann	Birdall	sbirdallx@hexun.com	35.64.166.83
+35	Harriot	Clipsham	hclipshamy@redcross.org	78.103.253.219
+36	Bonita	Woolway	bwoolwayz@artisteer.com	70.114.50.135
+37	Arleyne	MacComiskey	amaccomiskey10@oracle.com	80.22.221.216
+38	Ethelbert	Covill	ecovill11@blogs.com	52.66.186.124
+39	Irita	Knee	iknee12@skyrock.com	239.247.34.120
+40	Naoma	Janca	njanca13@washington.edu	189.63.152.60
+41	Kayne	Mizzen	kmizzen14@jalbum.net	84.133.236.10
+42	Estell	Stuckford	estuckford15@nationalgeographic.com	246.168.153.22
+43	Larine	Stack	lstack16@bravesites.com	197.176.195.68
+44	Rikki	Newbold	rnewbold17@omniture.com	27.245.43.243
+45	Romonda	Charer	rcharer18@ifeng.com	137.144.236.93
+46	Letizia	Monksfield	lmonksfield19@ebay.com	209.47.5.147
+47	Sinclare	McAreavey	smcareavey1a@cnn.com	251.250.216.206
+48	Athene	Haysham	ahaysham1b@ifeng.com	81.227.231.240
+49	Gale	Tracy	gtracy1c@squidoo.com	93.138.226.205
+50	Dareen	O'Shields	doshields1d@nymag.com	27.226.127.240
diff --git a/noxfile.py b/noxfile.py
index a07c953ab..8e5d667fe 100644
--- a/noxfile.py
+++ b/noxfile.py
@@ -6,20 +6,11 @@
 import shutil
 import sys
 import tempfile
+import typing as t
 from pathlib import Path
-from textwrap import dedent
 
 import nox
 
-try:
-    from nox_poetry import Session, session
-except ImportError:
-    message = f"""\
-    Nox failed to import the 'nox-poetry' package.
-    Please install it using the following command:
-    {sys.executable} -m pip install nox-poetry"""
-    raise SystemExit(dedent(message)) from None
-
 nox.needs_version = ">=2024.4.15"
 nox.options.default_venv_backend = "uv|virtualenv"
 
@@ -33,8 +24,14 @@
 COOKIECUTTER_REPLAY_FILES = list(Path("./e2e-tests/cookiecutters").glob("*.json"))
 
 package = "singer_sdk"
-python_versions = ["3.12", "3.11", "3.10", "3.9", "3.8"]
-main_python_version = "3.12"
+python_versions = [
+    "3.13",
+    "3.12",
+    "3.11",
+    "3.10",
+    "3.9",
+]
+main_python_version = "3.13"
 locations = "singer_sdk", "tests", "noxfile.py", "docs/conf.py"
 nox.options.sessions = (
     "mypy",
@@ -45,12 +42,12 @@
 )
 
 poetry_config = nox.project.load_toml("pyproject.toml")["tool"]["poetry"]
-test_dependencies = poetry_config["group"]["dev"]["dependencies"].keys()
+test_dependencies: dict[str, t.Any] = poetry_config["group"]["dev"]["dependencies"]
 typing_dependencies = poetry_config["group"]["typing"]["dependencies"].keys()
 
 
-@session(python=main_python_version)
-def mypy(session: Session) -> None:
+@nox.session(python=main_python_version)
+def mypy(session: nox.Session) -> None:
     """Check types with mypy."""
     args = session.posargs or ["singer_sdk"]
     session.install(".[faker,jwt,parquet,s3,testing]")
@@ -60,19 +57,18 @@ def mypy(session: Session) -> None:
         session.run("mypy", f"--python-executable={sys.executable}", "noxfile.py")
 
 
-@session(python=python_versions)
-def tests(session: Session) -> None:
+@nox.session(python=python_versions)
+def tests(session: nox.Session) -> None:
     """Execute pytest tests and compute coverage."""
-    session.install(".[faker,jwt,parquet,s3]")
-    session.install(*test_dependencies)
+    extras = [
+        "faker",
+        "jwt",
+        "parquet",
+        "s3",
+    ]
 
-    sqlalchemy_version = os.environ.get("SQLALCHEMY_VERSION")
-    if sqlalchemy_version:
-        # Bypass nox-poetry use of --constraint so we can install a version of
-        # SQLAlchemy that doesn't match what's in poetry.lock.
-        session.poetry.session.install(  # type: ignore[attr-defined]
-            f"sqlalchemy=={sqlalchemy_version}.*",
-        )
+    session.install(f".[{','.join(extras)}]")
+    session.install(*test_dependencies)
 
     env = {"COVERAGE_CORE": "sysmon"} if session.python == "3.12" else {}
 
@@ -93,18 +89,11 @@ def tests(session: Session) -> None:
             session.notify("coverage", posargs=[])
 
 
-@session(python=main_python_version)
-def benches(session: Session) -> None:
+@nox.session(python=main_python_version)
+def benches(session: nox.Session) -> None:
     """Run benchmarks."""
     session.install(".[jwt,s3]")
     session.install(*test_dependencies)
-    sqlalchemy_version = os.environ.get("SQLALCHEMY_VERSION")
-    if sqlalchemy_version:
-        # Bypass nox-poetry use of --constraint so we can install a version of
-        # SQLAlchemy that doesn't match what's in poetry.lock.
-        session.poetry.session.install(  # type: ignore[attr-defined]
-            f"sqlalchemy=={sqlalchemy_version}",
-        )
     session.run(
         "pytest",
         "--benchmark-only",
@@ -113,16 +102,16 @@ def benches(session: Session) -> None:
     )
 
 
-@session(name="deps", python=python_versions)
-def dependencies(session: Session) -> None:
+@nox.session(name="deps", python=main_python_version)
+def dependencies(session: nox.Session) -> None:
     """Check issues with dependencies."""
     session.install(".[s3,testing]")
     session.install("deptry")
     session.run("deptry", "singer_sdk", *session.posargs)
 
 
-@session(python=main_python_version)
-def update_snapshots(session: Session) -> None:
+@nox.session(python=main_python_version)
+def update_snapshots(session: nox.Session) -> None:
     """Update pytest snapshots."""
     args = session.posargs or ["-m", "snapshot"]
 
@@ -131,8 +120,8 @@ def update_snapshots(session: Session) -> None:
     session.run("pytest", "--snapshot-update", *args)
 
 
-@session(python=python_versions)
-def doctest(session: Session) -> None:
+@nox.session(python=python_versions)
+def doctest(session: nox.Session) -> None:
     """Run examples with xdoctest."""
     if session.posargs:
         args = [package, *session.posargs]
@@ -146,8 +135,8 @@ def doctest(session: Session) -> None:
     session.run("pytest", "--xdoctest", *args)
 
 
-@session(python=main_python_version)
-def coverage(session: Session) -> None:
+@nox.session(python=main_python_version)
+def coverage(session: nox.Session) -> None:
     """Generate coverage report."""
     args = session.posargs or ["report", "-m"]
 
@@ -159,8 +148,8 @@ def coverage(session: Session) -> None:
     session.run("coverage", *args)
 
 
-@session(name="docs", python=main_python_version)
-def docs(session: Session) -> None:
+@nox.session(name="docs", python=main_python_version)
+def docs(session: nox.Session) -> None:
     """Build the documentation."""
     args = session.posargs or ["docs", "build", "-W"]
     if not session.posargs and "FORCE_COLOR" in os.environ:
@@ -175,8 +164,8 @@ def docs(session: Session) -> None:
     session.run("sphinx-build", *args)
 
 
-@session(name="docs-serve", python=main_python_version)
-def docs_serve(session: Session) -> None:
+@nox.session(name="docs-serve", python=main_python_version)
+def docs_serve(session: nox.Session) -> None:
     """Build the documentation."""
     args = session.posargs or [
         "--open-browser",
@@ -198,8 +187,8 @@ def docs_serve(session: Session) -> None:
 
 
 @nox.parametrize("replay_file_path", COOKIECUTTER_REPLAY_FILES)
-@session(python=main_python_version)
-def test_cookiecutter(session: Session, replay_file_path: str) -> None:
+@nox.session(python=main_python_version)
+def test_cookiecutter(session: nox.Session, replay_file_path: str) -> None:
     """Uses the tap template to build an empty cookiecutter.
 
     Runs the lint task on the created test project.
@@ -261,8 +250,8 @@ def test_cookiecutter(session: Session, replay_file_path: str) -> None:
     session.run("pre-commit", "run", "--all-files", external=True)
 
 
-@session(name="version-bump")
-def version_bump(session: Session) -> None:
+@nox.session(name="version-bump")
+def version_bump(session: nox.Session) -> None:
     """Run commitizen."""
     session.install(
         "commitizen",
@@ -295,4 +284,7 @@ def api_changes(session: nox.Session) -> None:
     if session.posargs:
         args.append(f"-a={session.posargs[0]}")
 
+    if "GITHUB_ACTIONS" in os.environ:
+        args.append("-f=github")
+
     session.run(*args, external=True)
diff --git a/poetry.lock b/poetry.lock
index a238790e1..e19f3567d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,166 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
+
+[[package]]
+name = "aiobotocore"
+version = "2.15.2"
+description = "Async client for aws services using botocore and aiohttp"
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "aiobotocore-2.15.2-py3-none-any.whl", hash = "sha256:d4d3128b4b558e2b4c369bfa963b022d7e87303adb82eec623cec8aa77ae578a"},
+    {file = "aiobotocore-2.15.2.tar.gz", hash = "sha256:9ac1cfcaccccc80602968174aa032bf978abe36bd4e55e6781d6500909af1375"},
+]
+
+[package.dependencies]
+aiohttp = ">=3.9.2,<4.0.0"
+aioitertools = ">=0.5.1,<1.0.0"
+botocore = ">=1.35.16,<1.35.37"
+wrapt = ">=1.10.10,<2.0.0"
+
+[package.extras]
+awscli = ["awscli (>=1.34.16,<1.35.3)"]
+boto3 = ["boto3 (>=1.35.16,<1.35.37)"]
+
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.4.3"
+description = "Happy Eyeballs for asyncio"
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "aiohappyeyeballs-2.4.3-py3-none-any.whl", hash = "sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572"},
+    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
+]
+
+[[package]]
+name = "aiohttp"
+version = "3.11.7"
+description = "Async http client/server framework (asyncio)"
+optional = true
+python-versions = ">=3.9"
+files = [
+    {file = "aiohttp-3.11.7-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:8bedb1f6cb919af3b6353921c71281b1491f948ca64408871465d889b4ee1b66"},
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 ]
 
+[package.extras]
+tests = ["pytest (>=3.2.1,!=3.3.0)"]
+typecheck = ["mypy"]
+
 [[package]]
 name = "beautifulsoup4"
 version = "4.12.3"
@@ -129,17 +356,17 @@ lxml = ["lxml"]
 
 [[package]]
 name = "boto3"
-version = "1.34.157"
+version = "1.35.36"
 description = "The AWS SDK for Python"
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-botocore = ">=1.34.157,<1.35.0"
+botocore = ">=1.35.36,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -148,13 +375,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.157"
+version = "1.35.36"
 description = "Low-level, data-driven core of boto 3."
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -166,93 +393,119 @@ urllib3 = [
 ]
 
 [package.extras]
-crt = ["awscrt (==0.21.2)"]
+crt = ["awscrt (==0.22.0)"]
+
+[[package]]
+name = "cattrs"
+version = "24.1.2"
+description = "Composable complex class support for attrs and dataclasses."
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
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+exceptiongroup = {version = ">=1.1.1", markers = "python_version < \"3.11\""}
+typing-extensions = {version = ">=4.1.0,<4.6.3 || >4.6.3", markers = "python_version < \"3.11\""}
+
+[package.extras]
+bson = ["pymongo (>=4.4.0)"]
+cbor2 = ["cbor2 (>=5.4.6)"]
+msgpack = ["msgpack (>=1.0.5)"]
+msgspec = ["msgspec (>=0.18.5)"]
+orjson = ["orjson (>=3.9.2)"]
+pyyaml = ["pyyaml (>=6.0)"]
+tomlkit = ["tomlkit (>=0.11.8)"]
+ujson = ["ujson (>=5.7.0)"]
 
 [[package]]
 name = "certifi"
-version = "2024.7.4"
+version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [[package]]
 name = "cffi"
-version = "1.17.0"
+version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
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 python-versions = ">=3.8"
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 [package.dependencies]
@@ -260,101 +513,116 @@ pycparser = "*"
 
 [[package]]
 name = "charset-normalizer"
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 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
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 ]
 
 [package.dependencies]
@@ -471,38 +729,38 @@ toml = ["tomli"]
 
 [[package]]
 name = "cryptography"
-version = "43.0.0"
+version = "43.0.3"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
-optional = true
+optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -515,27 +773,28 @@ nox = ["nox"]
 pep8test = ["check-sdist", "click", "mypy", "ruff"]
 sdist = ["build"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["certifi", "cryptography-vectors (==43.0.0)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
+test = ["certifi", "cryptography-vectors (==43.0.3)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
 [[package]]
 name = "deptry"
-version = "0.19.0"
+version = "0.20.0"
 description = "A command line utility to check for unused, missing and transitive dependencies in a Python project."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -556,68 +815,74 @@ files = [
 
 [[package]]
 name = "duckdb"
-version = "1.0.0"
+version = "1.1.3"
 description = "DuckDB in-process database"
 optional = false
 python-versions = ">=3.7.0"
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 ]
 
 [[package]]
 name = "duckdb-engine"
-version = "0.13.1"
+version = "0.13.6"
 description = "SQLAlchemy driver for duckdb"
 optional = false
 python-versions = "<4,>=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -641,17 +906,18 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "faker"
-version = "26.3.0"
+version = "33.0.0"
 description = "Faker is a Python package that generates fake data for you."
 optional = true
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
 python-dateutil = ">=2.4"
+typing-extensions = "*"
 
 [[package]]
 name = "fastjsonschema"
@@ -669,19 +935,120 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
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 description = "A platform independent file lock."
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 python-versions = ">=3.8"
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+typing = ["typing-extensions (>=4.12.2)"]
+
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 fs = ">=2.4,<3.0"
 six = ">=1.10,<2.0"
 
+[[package]]
+name = "fsspec"
+version = "2024.10.0"
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+adl = ["adlfs"]
+arrow = ["pyarrow (>=1)"]
+dask = ["dask", "distributed"]
+dev = ["pre-commit", "ruff"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
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+fuse = ["fusepy"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
+hdfs = ["pyarrow (>=1)"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
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+tqdm = ["tqdm"]
+
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 name = "furo"
 version = "2024.8.6"
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 [package.extras]
@@ -808,15 +1229,18 @@ test = ["objgraph", "psutil"]
 
 [[package]]
 name = "idna"
-version = "3.7"
+version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 files = [
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 ]
 
+[package.extras]
+all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
+
 [[package]]
 name = "imagesize"
 version = "1.4.1"
@@ -830,40 +1254,48 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "8.2.0"
+version = "8.5.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-zipp = ">=0.5"
+zipp = ">=3.20"
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
+test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+type = ["pytest-mypy"]
 
 [[package]]
 name = "importlib-resources"
-version = "6.4.0"
+version = "6.4.5"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
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+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["jaraco.test (>=5.4)", "pytest (>=6,!=8.1.*)", "zipp (>=3.17)"]
+type = ["pytest-mypy"]
 
 [[package]]
 name = "inflection"
@@ -891,7 +1323,7 @@ files = [
 name = "jinja2"
 version = "3.1.4"
 description = "A very fast and expressive template engine."
-optional = true
+optional = false
 python-versions = ">=3.7"
 files = [
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@@ -908,7 +1340,7 @@ i18n = ["Babel (>=2.7)"]
 name = "jmespath"
 version = "1.0.1"
 description = "JSON Matching Expressions"
-optional = true
+optional = false
 python-versions = ">=3.7"
 files = [
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@@ -928,13 +1360,14 @@ files = [
 
 [[package]]
 name = "jsonpath-ng"
-version = "1.6.1"
+version = "1.7.0"
 description = "A final implementation of JSONPath for Python that aims to be standard compliant, including arithmetic and binary comparison operators and providing clear AST for metaprogramming."
 optional = false
 python-versions = "*"
 files = [
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+    {file = "jsonpath-ng-1.7.0.tar.gz", hash = "sha256:f6f5f7fd4e5ff79c785f1573b394043b39849fb2bb47bcead935d12b00beab3c"},
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 ]
 
 [package.dependencies]
@@ -953,9 +1386,7 @@ files = [
 
 [package.dependencies]
 attrs = ">=22.2.0"
-importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
 jsonschema-specifications = ">=2023.03.6"
-pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""}
 referencing = ">=0.28.4"
 rpds-py = ">=0.7.1"
 
@@ -965,24 +1396,23 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2023.12.1"
+version = "2024.10.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 [package.dependencies]
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 referencing = ">=0.31.0"
 
 [[package]]
 name = "markdown-it-py"
 version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
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@@ -1004,82 +1434,83 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
 name = "markupsafe"
-version = "2.1.5"
+version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
-optional = true
-python-versions = ">=3.7"
+optional = false
+python-versions = ">=3.9"
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 description = "Collection of plugins for markdown-it-py"
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 python-versions = ">=3.8"
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@@ -1094,47 +1525,202 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 name = "mdurl"
 version = "0.1.2"
 description = "Markdown URL utilities"
-optional = true
+optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
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+werkzeug = ">=0.5,<2.2.0 || >2.2.0,<2.2.1 || >2.2.1"
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+
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+
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 [package.dependencies]
@@ -1144,6 +1730,7 @@ typing-extensions = ">=4.6.0"
 
 [package.extras]
 dmypy = ["psutil (>=4.0)"]
+faster-cache = ["orjson"]
 install-types = ["pip"]
 mypyc = ["setuptools (>=50)"]
 reports = ["lxml"]
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 [[package]]
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-[package.dependencies]
-numpy = ">=1.16.6"
-
 [package.extras]
 test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
 
@@ -1401,7 +2151,7 @@ files = [
 name = "pygments"
 version = "2.18.0"
 description = "Pygments is a syntax highlighting package written in Python."
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
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@@ -1413,13 +2163,13 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pyjwt"
-version = "2.9.0"
+version = "2.10.0"
 description = "JSON Web Token implementation in Python"
 optional = true
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
@@ -1428,15 +2178,41 @@ dev = ["coverage[toml] (==5.0.4)", "cryptography (>=3.4.0)", "pre-commit", "pyte
 docs = ["sphinx", "sphinx-rtd-theme", "zope.interface"]
 tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 
+[[package]]
+name = "pynacl"
+version = "1.5.0"
+description = "Python binding to the Networking and Cryptography (NaCl) library"
+optional = false
+python-versions = ">=3.6"
+files = [
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+    {file = "PyNaCl-1.5.0.tar.gz", hash = "sha256:8ac7448f09ab85811607bdd21ec2464495ac8b7c66d146bf545b0f08fb9220ba"},
+]
+
+[package.dependencies]
+cffi = ">=1.4.1"
+
+[package.extras]
+docs = ["sphinx (>=1.6.5)", "sphinx-rtd-theme"]
+tests = ["hypothesis (>=3.27.0)", "pytest (>=3.2.1,!=3.3.0)"]
+
 [[package]]
 name = "pytest"
-version = "8.3.2"
+version = "8.3.3"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "pytest-8.3.2.tar.gz", hash = "sha256:c132345d12ce551242c87269de812483f5bcc87cdbb4722e48487ba194f9fdce"},
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+    {file = "pytest-8.3.3.tar.gz", hash = "sha256:70b98107bd648308a7952b06e6ca9a50bc660be218d53c257cc1fc94fda10181"},
 ]
 
 [package.dependencies]
@@ -1452,44 +2228,47 @@ dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments
 
 [[package]]
 name = "pytest-benchmark"
-version = "4.0.0"
+version = "5.1.0"
 description = "A ``pytest`` fixture for benchmarking code. It will group the tests into rounds that are calibrated to the chosen timer."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 files = [
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+    {file = "pytest-benchmark-5.1.0.tar.gz", hash = "sha256:9ea661cdc292e8231f7cd4c10b0319e56a2118e2c09d9f50e1b3d150d2aca105"},
+    {file = "pytest_benchmark-5.1.0-py3-none-any.whl", hash = "sha256:922de2dfa3033c227c96da942d1878191afa135a29485fb942e85dff1c592c89"},
 ]
 
 [package.dependencies]
 py-cpuinfo = "*"
-pytest = ">=3.8"
+pytest = ">=8.1"
 
 [package.extras]
 aspect = ["aspectlib"]
 elasticsearch = ["elasticsearch"]
-histogram = ["pygal", "pygaljs"]
+histogram = ["pygal", "pygaljs", "setuptools"]
 
 [[package]]
 name = "pytest-codspeed"
-version = "2.2.1"
+version = "3.0.0"
 description = "Pytest plugin to create CodSpeed benchmarks"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 files = [
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+    {file = "pytest_codspeed-3.0.0-py3-none-any.whl", hash = "sha256:ab1b8cb9da72e0d394718333d1abc7bea38524e09fd4854bc70a91abbcdcb20e"},
+    {file = "pytest_codspeed-3.0.0.tar.gz", hash = "sha256:c5b80100ea32dd44079bb2db298288763eb8fe859eafa1650a8711bd2c32fd06"},
 ]
 
 [package.dependencies]
-cffi = ">=1.15.1"
+cffi = ">=1.17.1"
 filelock = ">=3.12.2"
+importlib-metadata = {version = ">=8.5.0", markers = "python_version < \"3.10\""}
 pytest = ">=3.8"
+rich = ">=13.8.1"
 setuptools = {version = "*", markers = "python_full_version >= \"3.12.0\""}
 
 [package.extras]
-compat = ["pytest-benchmark (>=4.0.0,<4.1.0)", "pytest-xdist (>=2.0.0,<2.1.0)"]
-lint = ["mypy (>=1.3.0,<1.4.0)", "ruff (>=0.3.3,<0.4.0)"]
+build = ["semver (>=3.0.2)"]
+compat = ["pytest-benchmark (>=5.0.0,<5.1.0)", "pytest-xdist (>=3.6.1,<3.7.0)"]
+lint = ["mypy (>=1.11.2,<1.12.0)", "ruff (>=0.6.5,<0.7.0)"]
 test = ["pytest (>=7.0,<8.0)", "pytest-cov (>=4.0.0,<4.1.0)"]
 
 [[package]]
@@ -1506,6 +2285,21 @@ files = [
 [package.dependencies]
 pytest = ">=3.0.0"
 
+[[package]]
+name = "pytest-subtests"
+version = "0.13.1"
+description = "unittest subTest() support and subtests fixture"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "pytest_subtests-0.13.1-py3-none-any.whl", hash = "sha256:ab616a22f64cd17c1aee65f18af94dbc30c444f8683de2b30895c3778265e3bd"},
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+]
+
+[package.dependencies]
+attrs = ">=19.2.0"
+pytest = ">=7.0"
+
 [[package]]
 name = "python-dateutil"
 version = "2.9.0.post0"
@@ -1536,13 +2330,13 @@ cli = ["click (>=5.0)"]
 
 [[package]]
 name = "pytz"
-version = "2024.1"
+version = "2024.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 files = [
-    {file = "pytz-2024.1-py2.py3-none-any.whl", hash = "sha256:328171f4e3623139da4983451950b28e95ac706e13f3f2630a879749e7a8b319"},
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+    {file = "pytz-2024.2.tar.gz", hash = "sha256:2aa355083c50a0f93fa581709deac0c9ad65cca8a9e9beac660adcbd493c798a"},
 ]
 
 [[package]]
@@ -1643,6 +2437,36 @@ urllib3 = ">=1.21.1,<3"
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
+[[package]]
+name = "requests-cache"
+version = "1.2.1"
+description = "A persistent cache for python requests"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
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+cattrs = ">=22.2"
+platformdirs = ">=2.5"
+requests = ">=2.22"
+url-normalize = ">=1.4"
+urllib3 = ">=1.25.5"
+
+[package.extras]
+all = ["boto3 (>=1.15)", "botocore (>=1.18)", "itsdangerous (>=2.0)", "pymongo (>=3)", "pyyaml (>=6.0.1)", "redis (>=3)", "ujson (>=5.4)"]
+bson = ["bson (>=0.5)"]
+docs = ["furo (>=2023.3,<2024.0)", "linkify-it-py (>=2.0,<3.0)", "myst-parser (>=1.0,<2.0)", "sphinx (>=5.0.2,<6.0.0)", "sphinx-autodoc-typehints (>=1.19)", "sphinx-automodapi (>=0.14)", "sphinx-copybutton (>=0.5)", "sphinx-design (>=0.2)", "sphinx-notfound-page (>=0.8)", "sphinxcontrib-apidoc (>=0.3)", "sphinxext-opengraph (>=0.9)"]
+dynamodb = ["boto3 (>=1.15)", "botocore (>=1.18)"]
+json = ["ujson (>=5.4)"]
+mongodb = ["pymongo (>=3)"]
+redis = ["redis (>=3)"]
+security = ["itsdangerous (>=2.0)"]
+yaml = ["pyyaml (>=6.0.1)"]
+
 [[package]]
 name = "requests-mock"
 version = "1.12.1"
@@ -1660,6 +2484,25 @@ requests = ">=2.22,<3"
 [package.extras]
 fixture = ["fixtures"]
 
+[[package]]
+name = "responses"
+version = "0.25.3"
+description = "A utility library for mocking out the `requests` Python library."
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
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+pyyaml = "*"
+requests = ">=2.30.0,<3.0"
+urllib3 = ">=1.25.10,<3.0"
+
+[package.extras]
+tests = ["coverage (>=6.0.0)", "flake8", "mypy", "pytest (>=7.0.0)", "pytest-asyncio", "pytest-cov", "pytest-httpserver", "tomli", "tomli-w", "types-PyYAML", "types-requests"]
+
 [[package]]
 name = "rfc3339-validator"
 version = "0.1.4"
@@ -1674,127 +2517,153 @@ files = [
 [package.dependencies]
 six = "*"
 
+[[package]]
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+version = "13.9.4"
+description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
+optional = false
+python-versions = ">=3.8.0"
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+pygments = ">=2.13.0,<3.0.0"
+typing-extensions = {version = ">=4.0.0,<5.0", markers = "python_version < \"3.11\""}
+
+[package.extras]
+jupyter = ["ipywidgets (>=7.5.1,<9)"]
+
 [[package]]
 name = "rpds-py"
-version = "0.20.0"
+version = "0.21.0"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
+python-versions = ">=3.9"
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 [package.dependencies]
@@ -2253,7 +3141,7 @@ aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
 aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
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 mssql = ["pyodbc"]
 mssql-pymssql = ["pymssql"]
 mssql-pyodbc = ["pyodbc"]
@@ -2274,78 +3162,67 @@ sqlcipher = ["sqlcipher3_binary"]
 
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 [package.dependencies]
@@ -2353,24 +3230,24 @@ python-dateutil = "*"
 
 [[package]]
 name = "tomli"
-version = "2.0.1"
+version = "2.1.0"
 description = "A lil' TOML parser"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
 name = "types-jsonschema"
-version = "4.23.0.20240712"
+version = "4.23.0.20240813"
 description = "Typing stubs for jsonschema"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2378,24 +3255,24 @@ referencing = "*"
 
 [[package]]
 name = "types-pytz"
-version = "2024.1.0.20240417"
+version = "2024.2.0.20241003"
 description = "Typing stubs for pytz"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
 name = "types-pyyaml"
-version = "6.0.12.20240808"
+version = "6.0.12.20240917"
 description = "Typing stubs for PyYAML"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -2412,6 +3289,20 @@ files = [
 [package.dependencies]
 types-urllib3 = "*"
 
+[[package]]
+name = "types-requests"
+version = "2.32.0.20241016"
+description = "Typing stubs for requests"
+optional = false
+python-versions = ">=3.8"
+files = [
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+
+[package.dependencies]
+urllib3 = ">=2"
+
 [[package]]
 name = "types-simplejson"
 version = "3.19.0.20240801"
@@ -2445,15 +3336,29 @@ files = [
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 ]
 
+[[package]]
+name = "url-normalize"
+version = "1.4.3"
+description = "URL normalization for Python"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+files = [
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+]
+
+[package.dependencies]
+six = "*"
+
 [[package]]
 name = "urllib3"
-version = "1.26.19"
+version = "1.26.20"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
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+    {file = "urllib3-1.26.20-py2.py3-none-any.whl", hash = "sha256:0ed14ccfbf1c30a9072c7ca157e4319b70d65f623e91e7b32fadb2853431016e"},
+    {file = "urllib3-1.26.20.tar.gz", hash = "sha256:40c2dc0c681e47eb8f90e7e27bf6ff7df2e677421fd46756da1161c39ca70d32"},
 ]
 
 [package.extras]
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+    {file = "yarl-1.18.0-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:6a49ad0102c0f0ba839628d0bf45973c86ce7b590cdedf7540d5b1833ddc6f00"},
+    {file = "yarl-1.18.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:96404e8d5e1bbe36bdaa84ef89dc36f0e75939e060ca5cd45451aba01db02902"},
+    {file = "yarl-1.18.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:a0509475d714df8f6d498935b3f307cd122c4ca76f7d426c7e1bb791bcd87eda"},
+    {file = "yarl-1.18.0-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:1ff116f0285b5c8b3b9a2680aeca29a858b3b9e0402fc79fd850b32c2bcb9f8b"},
+    {file = "yarl-1.18.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:e2580c1d7e66e6d29d6e11855e3b1c6381971e0edd9a5066e6c14d79bc8967af"},
+    {file = "yarl-1.18.0-cp313-cp313-win32.whl", hash = "sha256:14408cc4d34e202caba7b5ac9cc84700e3421a9e2d1b157d744d101b061a4a88"},
+    {file = "yarl-1.18.0-cp313-cp313-win_amd64.whl", hash = "sha256:1db1537e9cb846eb0ff206eac667f627794be8b71368c1ab3207ec7b6f8c5afc"},
+    {file = "yarl-1.18.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:fa2c9cb607e0f660d48c54a63de7a9b36fef62f6b8bd50ff592ce1137e73ac7d"},
+    {file = "yarl-1.18.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:c0f4808644baf0a434a3442df5e0bedf8d05208f0719cedcd499e168b23bfdc4"},
+    {file = "yarl-1.18.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:7db9584235895a1dffca17e1c634b13870852094f6389b68dcc6338086aa7b08"},
+    {file = "yarl-1.18.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:309f8d27d6f93ceeeb80aa6980e883aa57895270f7f41842b92247e65d7aeddf"},
+    {file = "yarl-1.18.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:609ffd44fed2ed88d9b4ef62ee860cf86446cf066333ad4ce4123505b819e581"},
+    {file = "yarl-1.18.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f172b8b2c72a13a06ea49225a9c47079549036ad1b34afa12d5491b881f5b993"},
+    {file = "yarl-1.18.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d89ae7de94631b60d468412c18290d358a9d805182373d804ec839978b120422"},
+    {file = "yarl-1.18.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:466d31fd043ef9af822ee3f1df8fdff4e8c199a7f4012c2642006af240eade17"},
+    {file = "yarl-1.18.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:7609b8462351c4836b3edce4201acb6dd46187b207c589b30a87ffd1813b48dc"},
+    {file = "yarl-1.18.0-cp39-cp39-musllinux_1_2_armv7l.whl", hash = "sha256:d9d4f5e471e8dc49b593a80766c2328257e405f943c56a3dc985c125732bc4cf"},
+    {file = "yarl-1.18.0-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:67b336c15e564d76869c9a21316f90edf546809a5796a083b8f57c845056bc01"},
+    {file = "yarl-1.18.0-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:b212452b80cae26cb767aa045b051740e464c5129b7bd739c58fbb7deb339e7b"},
+    {file = "yarl-1.18.0-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:38b39b7b3e692b6c92b986b00137a3891eddb66311b229d1940dcbd4f025083c"},
+    {file = "yarl-1.18.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:a7ee6884a8848792d58b854946b685521f41d8871afa65e0d4a774954e9c9e89"},
+    {file = "yarl-1.18.0-cp39-cp39-win32.whl", hash = "sha256:b4095c5019bb889aa866bf12ed4c85c0daea5aafcb7c20d1519f02a1e738f07f"},
+    {file = "yarl-1.18.0-cp39-cp39-win_amd64.whl", hash = "sha256:2d90f2e4d16a5b0915ee065218b435d2ef619dd228973b1b47d262a6f7cd8fa5"},
+    {file = "yarl-1.18.0-py3-none-any.whl", hash = "sha256:dbf53db46f7cf176ee01d8d98c39381440776fcda13779d269a8ba664f69bec0"},
+    {file = "yarl-1.18.0.tar.gz", hash = "sha256:20d95535e7d833889982bfe7cc321b7f63bf8879788fee982c76ae2b24cfb715"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+propcache = ">=0.2.0"
 
 [[package]]
 name = "zipp"
-version = "3.19.2"
+version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
-    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
+    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
+    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
 
 [extras]
 docs = ["furo", "myst-parser", "pytest", "sphinx", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-notfound-page", "sphinx-reredirects"]
 faker = ["faker"]
 jwt = ["PyJWT", "cryptography"]
 parquet = ["numpy", "numpy", "pyarrow"]
-s3 = ["fs-s3fs"]
+s3 = ["fs-s3fs", "s3fs"]
+ssh = ["paramiko"]
 testing = ["pytest"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.8"
-content-hash = "8d0665d7e5397609e616976d470dca9863a925a12f513c0b78439f055aeb664a"
+python-versions = ">=3.9"
+content-hash = "3e5dc4b61042912409c6e4866ea70b7fe12581eea4bf73468f1e6d494332d5f8"
diff --git a/pyproject.toml b/pyproject.toml
index 68faa36ec..557900c2d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -19,11 +19,11 @@ classifiers = [
     "Intended Audience :: Developers",
     "License :: OSI Approved :: Apache Software License",
     "Operating System :: OS Independent",
-    "Programming Language :: Python :: 3.8",
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12",
+    "Programming Language :: Python :: 3.13",
     "Programming Language :: Python :: Implementation :: CPython",
     "Topic :: Software Development :: Libraries :: Application Frameworks",
     "Typing :: Typed",
@@ -38,13 +38,14 @@ license = "Apache-2.0"
 "Youtube" = "https://www.youtube.com/meltano"
 
 [tool.poetry.dependencies]
-python = ">=3.8"
+python = ">=3.9"
 backoff = { version = ">=2.0.0", python = "<4" }
 backports-datetime-fromisoformat = { version = ">=2.0.1", python = "<3.11" }
 click = "~=8.0"
 fs = ">=2.4.16"
-importlib-metadata = {version = "<9.0.0", python = "<3.12"}
-importlib-resources = {version = ">=5.12.0,!=6.2.0,!=6.3.0,!=6.3.1", python = "<3.10"}
+fsspec = ">=2024.9.0"
+importlib-metadata = { version = "<9.0.0", python = "<3.12" }
+importlib-resources = { version = ">=5.12.0,!=6.2.0,!=6.3.0,!=6.3.1", python = "<3.10" }
 inflection = ">=0.5.1"
 joblib = ">=1.3.0"
 jsonpath-ng = ">=1.5.3"
@@ -54,30 +55,36 @@ python-dotenv = ">=0.20"
 PyYAML = ">=6.0"
 referencing = ">=0.30.0"
 requests = ">=2.25.1"
-simpleeval = ">=0.9.13"
+# TODO: remove this constraint once we get rid of the `fs` dependency
+# newer setuptools versions are incompatible with some dependencies (fs)
+setuptools = "<=70.3.0"
+simpleeval = ">=0.9.13,!=1.0.1"
 simplejson = ">=3.17.6"
 sqlalchemy = ">=1.4,<3.0"
 typing-extensions = ">=4.5.0"
-# urllib3 2.0 is not compatible with botocore
-urllib3 = ">=1.26,<2"
 
 # Sphinx dependencies installed as optional 'docs' extras
 # https://github.com/readthedocs/readthedocs.org/issues/4912#issuecomment-664002569
-furo = {version = ">=2024.5.6", python = ">=3.9", optional = true}
-myst-parser = {version = ">=3", python = ">=3.9", optional = true}
-sphinx = {version = ">=7", python = ">=3.9", optional = true}
-sphinx-copybutton = {version = ">=0.5.2", python = ">=3.9", optional = true}
-sphinx-inline-tabs = {version = ">=2023.4.21", python = ">=3.9", optional = true}
-sphinx-notfound-page = {version = ">=1.0.0", python = ">=3.9", optional = true}
-sphinx-reredirects = {version = ">=0.1.5", python = ">=3.9", optional = true}
+furo = {version = ">=2024.5.6", optional = true}
+myst-parser = {version = ">=3", optional = true}
+sphinx = {version = ">=7", optional = true}
+sphinx-copybutton = {version = ">=0.5.2", optional = true}
+sphinx-inline-tabs = {version = ">=2023.4.21", optional = true}
+sphinx-notfound-page = {version = ">=1.0.0", optional = true}
+sphinx-reredirects = {version = ">=0.1.5", optional = true}
 
 # File storage dependencies installed as optional 'filesystem' extras
 fs-s3fs = {version = ">=1.1.1", optional = true}
+s3fs = { version = ">=2024.9.0", optional = true }
 
 # Parquet file dependencies installed as optional 'parquet' extras
+# We add Python constraints to force Poetry to add the latest supported Numpy version
+# for all Python versions to 'poetry.lock'. If we don't do this, Poetry will add only
+# the version of Numpy that is compatible with the earliest Python version supported
+# by this project, but that may not be compatible with the latest Python version.
 numpy = [
-    { version = ">=1.22,<1.25", python = ">=3.8,<3.9", optional = true },
-    { version = ">=1.22", python = ">=3.9", optional = true },
+    { version = ">=1.22,<2.1", python = "==3.9", optional = true },
+    { version = ">=1.22", python = ">=3.10", optional = true },
 ]
 pyarrow = { version = ">=13", optional = true }
 
@@ -85,12 +92,15 @@ pyarrow = { version = ">=13", optional = true }
 pytest = {version=">=7.2.1", optional = true}
 
 # installed as optional 'faker' extra
-faker = {version = ">=22.5,<27.0", optional = true}
+faker = {version = ">=22.5", optional = true}
 
 # Crypto extras
 cryptography = { version = ">=3.4.6", optional = true }
 PyJWT = { version = "~=2.4", optional = true }
 
+# SSH extras
+paramiko = ">=3.3.0"
+
 [tool.poetry.extras]
 jwt = [
     "cryptography",
@@ -106,7 +116,8 @@ docs = [
     "sphinx-notfound-page",
     "sphinx-reredirects",
 ]
-s3 = ["fs-s3fs"]
+s3 = ["fs-s3fs", "s3fs"]
+ssh = ["paramiko"]
 testing = [
     "pytest",
 ]
@@ -121,9 +132,12 @@ duckdb = ">=0.8.0"
 duckdb-engine = { version = ">=0.9.4", python = "<4" }
 
 fastjsonschema = ">=2.19.1"
+moto = ">=5.0.14"
 pytest-benchmark = ">=4.0.0"
 pytest-snapshot = ">=0.9.0"
+pytest-subtests = ">=0.13.1"
 pytz = ">=2022.2.1"
+requests-cache = ">=1.2.1"
 requests-mock = ">=1.10.0"
 rfc3339-validator = ">=0.1.4"
 time-machine = ">=2.10.0"
@@ -141,38 +155,39 @@ types-PyYAML = ">=6.0.12"
 pytest-codspeed = ">=2.2.0"
 
 [tool.pytest.ini_options]
-addopts = '--durations=10 --ignore=singer_sdk/helpers/_simpleeval.py -m "not external"'
+addopts = [
+    "--durations=10",
+    "-m",
+    "not external",
+    "-ra",
+    "--strict-config",
+    "--strict-markers",
+]
 filterwarnings = [
     "error",
     "ignore:Could not configure external gitlab tests:UserWarning",
     "ignore:No records were available to test:UserWarning",
     # https://github.com/meltano/sdk/issues/1354
     "ignore:The function singer_sdk.testing.get_standard_tap_tests is deprecated:DeprecationWarning",
-    # https://docs.python.org/3.12/whatsnew/3.12.html#deprecated
-    # https://github.com/danthedeckie/simpleeval/blob/master/simpleeval.py
-    "ignore:ast.NameConstant is deprecated:DeprecationWarning:simpleeval",
-    # https://docs.python.org/3.12/whatsnew/3.12.html#deprecated
-    # https://github.com/danthedeckie/simpleeval/blob/master/simpleeval.py
-    "ignore:ast.Num is deprecated:DeprecationWarning:simpleeval",
-    # https://github.com/joblib/joblib/pull/1518
-    "ignore:ast.Num is deprecated:DeprecationWarning:joblib._utils",
-    # https://docs.python.org/3.12/whatsnew/3.12.html#deprecated
-    # https://github.com/danthedeckie/simpleeval/blob/master/simpleeval.py
-    "ignore:ast.Str is deprecated:DeprecationWarning:simpleeval",
-    # https://github.com/joblib/joblib/pull/1518
-    "ignore:Attribute n is deprecated:DeprecationWarning:joblib._utils",
+    # https://github.com/meltano/sdk/issues/2744
+    "default::singer_sdk.helpers._compat.SingerSDKDeprecationWarning",
+    # TODO: Address this SQLite warning in Python 3.13+
+    "ignore::ResourceWarning",
 ]
+log_cli_level = "INFO"
 markers = [
     "external: Tests relying on external resources",
     "windows: Tests that only run on Windows",
     "snapshot: Tests that use pytest-snapshot",
 ]
+minversion = "7"
 testpaths = ["tests"]
 norecursedirs = "cookiecutter"
+xfail_strict = false
 
 [tool.commitizen]
 name = "cz_version_bump"
-version = "0.39.1"
+version = "0.42.1"
 changelog_merge_prerelease = true
 prerelease_offset = 1
 tag_format = "v$major.$minor.$patch$prerelease"
@@ -236,6 +251,7 @@ types-requests = "requests"
 DEP002 = [
     # Transitive constraints
     "numpy",
+    "setuptools",
     "urllib3",
     # Python version-specific dependencies
     "backports-datetime-fromisoformat",
@@ -248,15 +264,20 @@ DEP002 = [
     "sphinx-notfound-page",
     "sphinx-reredirects",
     # Plugins
+    "paramiko",
     "fs-s3fs",
+    "s3fs",
 ]
 
 [tool.mypy]
+enable_error_code = ["ignore-without-code", "redundant-expr", "truthy-bool"]
 exclude = "tests"
 files = "singer_sdk"
 local_partial_types = true
+strict = false
 warn_redundant_casts = true
 warn_return_any = true
+warn_unreachable = true
 warn_unused_configs = true
 warn_unused_ignores = true
 
@@ -264,6 +285,7 @@ warn_unused_ignores = true
 ignore_missing_imports = true
 module = [
     "backports.datetime_fromisoformat.*",
+    "fsspec.*",       # TODO: Remove when https://github.com/fsspec/filesystem_spec/issues/625 is addressed
     "joblib.*",       # TODO: Remove when https://github.com/joblib/joblib/issues/1516 is shipped
     "jsonpath_ng.*",  # TODO: Remove when https://github.com/h2non/jsonpath-ng/issues/152 is implemented and released
     "pyarrow.*",      # TODO: Remove when https://github.com/apache/arrow/issues/32609 if implemented and released
@@ -287,11 +309,9 @@ parquet = "singer_sdk.contrib.batch_encoder_parquet:ParquetBatcher"
 [tool.ruff]
 extend-exclude = [
     "cookiecutter/*",
-    "*simpleeval*",
 ]
 line-length = 88
-src = ["samples", "singer_sdk", "tests"]
-target-version = "py38"
+target-version = "py39"
 
 [tool.ruff.format]
 docstring-code-format = true
@@ -299,8 +319,6 @@ docstring-code-format = true
 [tool.ruff.lint]
 explicit-preview-rules = false
 ignore = [
-    "ANN101",  # Missing type annotation for `self` in method
-    "ANN102",  # Missing type annotation for `cls` in class method
     "N818",    # Exception name should be named with an Error suffix
     "COM812",  # missing-trailing-comma
     "ISC001",  # single-line-implicit-string-concatenation
@@ -342,7 +360,7 @@ select = [
     "SLF",  # flake8-self
     "SIM",  # flake8-simplify
     "TID",  # flake8-tidy-imports
-    "TCH",  # flake8-type-checking
+    "TC",   # flake8-type-checking
     "ARG",  # flake8-unused-arguments
     "PTH",  # flake8-use-pathlib
     "ERA",  # eradicate
@@ -374,6 +392,7 @@ unfixable = [
     "DOC",
     "FBT001",
     "FBT003",
+    "INP",      # Allow implicit namespace packages in tests
     "PLR2004",
     "S101",
     "SLF001",
diff --git a/samples/aapl/aapl.py b/samples/aapl/aapl.py
index 1e7c78b86..d6605d4ea 100644
--- a/samples/aapl/aapl.py
+++ b/samples/aapl/aapl.py
@@ -2,17 +2,12 @@
 
 from __future__ import annotations
 
+import importlib.resources
 import json
-import sys
 
 from singer_sdk import Stream, Tap
 
-if sys.version_info < (3, 9):
-    import importlib_resources
-else:
-    import importlib.resources as importlib_resources
-
-PROJECT_DIR = importlib_resources.files("samples.aapl")
+PROJECT_DIR = importlib.resources.files("samples.aapl")
 
 
 class AAPL(Stream):
diff --git a/samples/sample_mapper/mapper.py b/samples/sample_mapper/mapper.py
index 0a7899d37..67052bbe4 100644
--- a/samples/sample_mapper/mapper.py
+++ b/samples/sample_mapper/mapper.py
@@ -40,6 +40,7 @@ class StreamTransform(InlineMapper):
                 ),
             ),
             required=True,
+            title="Stream Maps",
             description="Stream maps",
         ),
     ).to_dict()
diff --git a/samples/sample_tap_bigquery/__init__.py b/samples/sample_tap_bigquery/__init__.py
index 098be2525..ad0d3c3cb 100644
--- a/samples/sample_tap_bigquery/__init__.py
+++ b/samples/sample_tap_bigquery/__init__.py
@@ -52,6 +52,7 @@ class TapBigQuery(SQLTap):
             "project_id",
             th.StringType,
             required=True,
+            title="Project ID",
             description="GCP Project",
         ),
     ).to_dict()
diff --git a/samples/sample_tap_countries/countries_streams.py b/samples/sample_tap_countries/countries_streams.py
index c55775b0c..d0106ff06 100644
--- a/samples/sample_tap_countries/countries_streams.py
+++ b/samples/sample_tap_countries/countries_streams.py
@@ -9,18 +9,15 @@
 from __future__ import annotations
 
 import abc
-import sys
+import importlib.resources
+import typing as t
+
+from requests_cache.session import CachedSession
 
 from singer_sdk import typing as th
 from singer_sdk.streams.graphql import GraphQLStream
 
-if sys.version_info < (3, 9):
-    import importlib_resources
-else:
-    from importlib import resources as importlib_resources
-
-
-SCHEMAS_DIR = importlib_resources.files(__package__) / "schemas"
+SCHEMAS_DIR = importlib.resources.files(__package__) / "schemas"
 
 
 class CountriesAPIStream(GraphQLStream, metaclass=abc.ABCMeta):
@@ -31,6 +28,10 @@ class CountriesAPIStream(GraphQLStream, metaclass=abc.ABCMeta):
 
     url_base = "https://countries.trevorblades.com/"
 
+    def __init__(self, *args: t.Any, **kwargs: t.Any) -> None:
+        super().__init__(*args, **kwargs)
+        self._requests_session = CachedSession()
+
 
 class CountriesStream(CountriesAPIStream):
     """Countries API stream."""
diff --git a/samples/sample_tap_csv/__init__.py b/samples/sample_tap_csv/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/samples/sample_tap_csv/__main__.py b/samples/sample_tap_csv/__main__.py
new file mode 100644
index 000000000..91f500424
--- /dev/null
+++ b/samples/sample_tap_csv/__main__.py
@@ -0,0 +1,5 @@
+from __future__ import annotations
+
+from samples.sample_tap_csv.sample_tap_csv import SampleTapCSV
+
+SampleTapCSV.cli()
diff --git a/samples/sample_tap_csv/client.py b/samples/sample_tap_csv/client.py
new file mode 100644
index 000000000..e0767cb19
--- /dev/null
+++ b/samples/sample_tap_csv/client.py
@@ -0,0 +1,57 @@
+"""Stream class for CSV files."""
+
+from __future__ import annotations
+
+import csv
+import typing as t
+
+from singer_sdk.contrib.filesystem import FileStream
+from singer_sdk.contrib.filesystem.stream import SDC_META_FILEPATH
+
+if t.TYPE_CHECKING:
+    from singer_sdk.helpers.types import Record
+
+
+SDC_META_LINE_NUMBER = "_sdc_line_number"
+
+
+class CSVStream(FileStream):
+    """CSV stream class."""
+
+    @property
+    def primary_keys(self) -> t.Sequence[str]:
+        """Return the primary key fields for records in this stream."""
+        return (SDC_META_FILEPATH, SDC_META_LINE_NUMBER)
+
+    def get_schema(self, path: str) -> dict[str, t.Any]:
+        """Return a schema for the given file."""
+        with self.filesystem.open(path, mode="r") as file:
+            reader = csv.DictReader(
+                file,
+                delimiter=self.config["delimiter"],
+                quotechar=self.config["quotechar"],
+                escapechar=self.config.get("escapechar"),
+                doublequote=self.config["doublequote"],
+                lineterminator=self.config["lineterminator"],
+            )
+            schema = {
+                "type": "object",
+                "properties": {key: {"type": "string"} for key in reader.fieldnames},
+            }
+            schema["properties"][SDC_META_LINE_NUMBER] = {"type": "integer"}
+            return schema
+
+    def read_file(self, path: str) -> t.Iterable[Record]:
+        """Read the given file and emit records."""
+        with self.filesystem.open(path, mode="r") as file:
+            reader = csv.DictReader(
+                file,
+                delimiter=self.config["delimiter"],
+                quotechar=self.config["quotechar"],
+                escapechar=self.config.get("escapechar"),
+                doublequote=self.config["doublequote"],
+                lineterminator=self.config["lineterminator"],
+            )
+            for record in reader:
+                record[SDC_META_LINE_NUMBER] = reader.line_num
+                yield record
diff --git a/samples/sample_tap_csv/sample_tap_csv.py b/samples/sample_tap_csv/sample_tap_csv.py
new file mode 100644
index 000000000..ed469c9ee
--- /dev/null
+++ b/samples/sample_tap_csv/sample_tap_csv.py
@@ -0,0 +1,53 @@
+"""Sample Tap for CSV files."""
+
+from __future__ import annotations
+
+import singer_sdk.typing as th
+from samples.sample_tap_csv.client import CSVStream
+from singer_sdk.contrib.filesystem import FolderTap
+
+
+class SampleTapCSV(FolderTap):
+    """Sample Tap for CSV files."""
+
+    name = "sample-tap-csv"
+    valid_extensions: tuple[str, ...] = (".csv",)
+    default_stream_class = CSVStream
+
+    config_jsonschema = th.PropertiesList(
+        th.Property(
+            "delimiter",
+            th.StringType,
+            default=",",
+            title="Delimiter",
+            description="Field delimiter character.",
+        ),
+        th.Property(
+            "quotechar",
+            th.StringType,
+            default='"',
+            title="Quote Character",
+            description="Quote character.",
+        ),
+        th.Property(
+            "escapechar",
+            th.StringType,
+            default=None,
+            title="Escape Character",
+            description="Escape character.",
+        ),
+        th.Property(
+            "doublequote",
+            th.BooleanType,
+            default=True,
+            title="Double Quote",
+            description="Whether quotechar inside a field should be doubled.",
+        ),
+        th.Property(
+            "lineterminator",
+            th.StringType,
+            default="\r\n",
+            title="Line Terminator",
+            description="Line terminator character.",
+        ),
+    ).to_dict()
diff --git a/samples/sample_tap_dummy_json/README.md b/samples/sample_tap_dummy_json/README.md
index e154663d9..92ff0cbe4 100644
--- a/samples/sample_tap_dummy_json/README.md
+++ b/samples/sample_tap_dummy_json/README.md
@@ -122,7 +122,7 @@ Now you can test and orchestrate using Meltano:
 # Test invocation:
 meltano invoke tap-dummyjson --version
 # OR run a test `elt` pipeline:
-meltano elt tap-dummyjson target-jsonl
+meltano run tap-dummyjson target-jsonl
 ```
 
 ### SDK Dev Guide
diff --git a/samples/sample_tap_dummy_json/pyproject.toml b/samples/sample_tap_dummy_json/pyproject.toml
index 1263b3ca4..4542c6448 100644
--- a/samples/sample_tap_dummy_json/pyproject.toml
+++ b/samples/sample_tap_dummy_json/pyproject.toml
@@ -11,22 +11,22 @@ keywords = [
 classifiers = [
     "Intended Audience :: Developers",
     "Operating System :: OS Independent",
-    "Programming Language :: Python :: 3.8",
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12",
+    "Programming Language :: Python :: 3.13",
 ]
 license = "Apache-2.0"
 
 [tool.poetry.dependencies]
-python = ">=3.8"
+python = ">=3.9"
 requests = "~=2.32.3"
-singer-sdk = { version="~=0.38.0", extras = [] }
+singer-sdk = {path = "../..", develop = true}
 
 [tool.poetry.group.dev.dependencies]
 pytest = ">=8"
-singer-sdk = { version="~=0.38.0", extras = ["testing"] }
+singer-sdk = {path = "../..", develop = true, extras = ["testing"]}
 
 [tool.poetry.extras]
 s3 = ["fs-s3fs"]
@@ -36,7 +36,7 @@ python_version = "3.12"
 warn_unused_configs = true
 
 [build-system]
-requires = ["poetry-core==1.9.0"]
+requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.poetry.scripts]
diff --git a/samples/sample_tap_dummy_json/ruff.toml b/samples/sample_tap_dummy_json/ruff.toml
index dd2f13459..c6af4cfef 100644
--- a/samples/sample_tap_dummy_json/ruff.toml
+++ b/samples/sample_tap_dummy_json/ruff.toml
@@ -1,5 +1,5 @@
 src = ["tap_dummyjson"]
-target-version = "py38"
+target-version = "py39"
 
 [lint]
 ignore = [
diff --git a/samples/sample_tap_dummy_json/tap_dummyjson/auth.py b/samples/sample_tap_dummy_json/tap_dummyjson/auth.py
index 4f21f432f..613d9a7aa 100644
--- a/samples/sample_tap_dummy_json/tap_dummyjson/auth.py
+++ b/samples/sample_tap_dummy_json/tap_dummyjson/auth.py
@@ -20,6 +20,7 @@ def __init__(self, auth_url, refresh_token_url, username, password):
         self.refresh_token = None
 
         self.expires = 0
+        self.session = requests.Session()
 
     def __call__(self, request):
         if not self.refresh_token:
@@ -45,13 +46,13 @@ def _handle_response(self, response):
             response.raise_for_status()
 
         data = response.json()
-        self.token = data["token"]
+        self.token = data["accessToken"]
         self.refresh_token = data["refreshToken"]
         self.expires = time.time() + EXPIRES_IN_MINS * 60
         logger.info("Authenticated")
 
     def refresh(self):
-        response = requests.post(
+        response = self.session.post(
             self.refresh_token_url,
             json={
                 "refreshToken": self.refresh_token,
@@ -61,7 +62,7 @@ def refresh(self):
         self._handle_response(response)
 
     def auth(self):
-        response = requests.post(
+        response = self.session.post(
             self.auth_url,
             json={
                 "username": self.username,
diff --git a/samples/sample_tap_dummy_json/tap_dummyjson/client.py b/samples/sample_tap_dummy_json/tap_dummyjson/client.py
index c946675f3..3f0ba2a91 100644
--- a/samples/sample_tap_dummy_json/tap_dummyjson/client.py
+++ b/samples/sample_tap_dummy_json/tap_dummyjson/client.py
@@ -28,10 +28,6 @@ def authenticator(self):
             password=self.config["password"],
         )
 
-    @property
-    def http_headers(self):
-        return {"User-Agent": "tap-dummyjson"}
-
     def get_new_paginator(self):
         return BaseOffsetPaginator(start_value=0, page_size=PAGE_SIZE)
 
diff --git a/samples/sample_tap_dummy_json/tap_dummyjson/tap.py b/samples/sample_tap_dummy_json/tap_dummyjson/tap.py
index b352d0172..40b1f0169 100644
--- a/samples/sample_tap_dummy_json/tap_dummyjson/tap.py
+++ b/samples/sample_tap_dummy_json/tap_dummyjson/tap.py
@@ -14,6 +14,7 @@ class TapDummyJSON(Tap):
             "username",
             th.StringType,
             required=True,
+            title="DummyJSON Username",
             description="Username for the API service",
         ),
         th.Property(
@@ -21,16 +22,19 @@ class TapDummyJSON(Tap):
             th.StringType,
             required=True,
             secret=True,  # Flag config as protected.
+            title="DummyJSON Password",
             description="Password for the API service",
         ),
         th.Property(
             "start_date",
             th.DateTimeType,
+            title="Start Date",
             description="The earliest record date to sync",
         ),
         th.Property(
             "api_url",
             th.StringType,
+            title="API URL",
             default="https://dummyjson.com",
             description="The base url for the API service",
         ),
diff --git a/samples/sample_tap_dummy_json/tox.ini b/samples/sample_tap_dummy_json/tox.ini
index 6be1c116a..8b89a4ef1 100644
--- a/samples/sample_tap_dummy_json/tox.ini
+++ b/samples/sample_tap_dummy_json/tox.ini
@@ -1,7 +1,7 @@
 # This file can be used to customize tox tests as well as other test frameworks like flake8 and mypy
 
 [tox]
-envlist = py{38,39,310,311,312}
+envlist = py3{9,10,11,12,13}
 isolated_build = true
 
 [testenv]
@@ -13,7 +13,7 @@ commands =
 [testenv:pytest]
 # Run the python tests.
 # To execute, run `tox -e pytest`
-envlist = py{38,39,310,311,312}
+envlist = py3{8,9,10,11,12,313}
 commands =
     poetry install -v
     poetry run pytest
diff --git a/samples/sample_tap_gitlab/gitlab_graphql_streams.py b/samples/sample_tap_gitlab/gitlab_graphql_streams.py
index 540b77466..f675e29f0 100644
--- a/samples/sample_tap_gitlab/gitlab_graphql_streams.py
+++ b/samples/sample_tap_gitlab/gitlab_graphql_streams.py
@@ -6,19 +6,13 @@
 
 from __future__ import annotations
 
-import sys
+import importlib.resources
 
 from singer_sdk.streams import GraphQLStream
 
-if sys.version_info < (3, 9):
-    import importlib_resources
-else:
-    from importlib import resources as importlib_resources
-
-
 SITE_URL = "https://gitlab.com/graphql"
 
-SCHEMAS_DIR = importlib_resources.files(__package__) / "schemas"
+SCHEMAS_DIR = importlib.resources.files(__package__) / "schemas"
 
 
 class GitlabGraphQLStream(GraphQLStream):
diff --git a/samples/sample_tap_gitlab/gitlab_rest_streams.py b/samples/sample_tap_gitlab/gitlab_rest_streams.py
index f81e4df59..5ed59f666 100644
--- a/samples/sample_tap_gitlab/gitlab_rest_streams.py
+++ b/samples/sample_tap_gitlab/gitlab_rest_streams.py
@@ -2,7 +2,7 @@
 
 from __future__ import annotations
 
-import sys
+import importlib.resources
 import typing as t
 
 from singer_sdk.authenticators import SimpleAuthenticator
@@ -19,13 +19,7 @@
     StringType,
 )
 
-if sys.version_info < (3, 9):
-    import importlib_resources
-else:
-    from importlib import resources as importlib_resources
-
-
-SCHEMAS_DIR = importlib_resources.files(__package__) / "schemas"
+SCHEMAS_DIR = importlib.resources.files(__package__) / "schemas"
 
 DEFAULT_URL_BASE = "https://gitlab.com/api/v4"
 
diff --git a/samples/sample_tap_gitlab/gitlab_tap.py b/samples/sample_tap_gitlab/gitlab_tap.py
index 952e406ae..56164fc2c 100644
--- a/samples/sample_tap_gitlab/gitlab_tap.py
+++ b/samples/sample_tap_gitlab/gitlab_tap.py
@@ -34,10 +34,14 @@ class SampleTapGitlab(Tap):
 
     name: str = "sample-tap-gitlab"
     config_jsonschema = PropertiesList(
-        Property("auth_token", StringType, required=True, secret=True),
-        Property("project_ids", ArrayType(StringType), required=True),
-        Property("group_ids", ArrayType(StringType), required=True),
-        Property("start_date", DateTimeType, required=True),
+        Property(
+            "auth_token", StringType, required=True, secret=True, title="Auth Token"
+        ),
+        Property(
+            "project_ids", ArrayType(StringType), required=True, title="Project IDs"
+        ),
+        Property("group_ids", ArrayType(StringType), required=True, title="Group IDs"),
+        Property("start_date", DateTimeType, required=True, title="Start Date"),
     ).to_dict()
 
     def discover_streams(self) -> list[Stream]:
diff --git a/samples/sample_tap_sqlite/__init__.py b/samples/sample_tap_sqlite/__init__.py
index 51add7136..2215cbfe7 100644
--- a/samples/sample_tap_sqlite/__init__.py
+++ b/samples/sample_tap_sqlite/__init__.py
@@ -48,6 +48,7 @@ class SQLiteTap(SQLTap):
         th.Property(
             DB_PATH_CONFIG,
             th.StringType,
+            title="Database Path",
             description="The path to your SQLite database file(s).",
             required=True,
             examples=["./path/to/my.db", "/absolute/path/to/my.db"],
diff --git a/samples/sample_target_csv/csv_target.py b/samples/sample_target_csv/csv_target.py
index d52b76f48..6e800970c 100644
--- a/samples/sample_target_csv/csv_target.py
+++ b/samples/sample_target_csv/csv_target.py
@@ -12,7 +12,9 @@ class SampleTargetCSV(Target):
 
     name = "target-csv"
     config_jsonschema = th.PropertiesList(
-        th.Property("target_folder", th.StringType, required=True),
-        th.Property("file_naming_scheme", th.StringType),
+        th.Property(
+            "target_folder", th.StringType, required=True, title="Target Folder"
+        ),
+        th.Property("file_naming_scheme", th.StringType, title="File Naming Scheme"),
     ).to_dict()
     default_sink_class = SampleCSVTargetSink
diff --git a/samples/sample_target_parquet/parquet_target.py b/samples/sample_target_parquet/parquet_target.py
index d8c8f7a74..f0cda3d4d 100644
--- a/samples/sample_target_parquet/parquet_target.py
+++ b/samples/sample_target_parquet/parquet_target.py
@@ -12,8 +12,8 @@ class SampleTargetParquet(Target):
 
     name = "sample-target-parquet"
     config_jsonschema = th.PropertiesList(
-        th.Property("filepath", th.StringType),
-        th.Property("file_naming_scheme", th.StringType),
+        th.Property("filepath", th.StringType, title="Output File Path"),
+        th.Property("file_naming_scheme", th.StringType, title="File Naming Scheme"),
     ).to_dict()
     default_sink_class = SampleParquetTargetSink
 
diff --git a/samples/sample_target_parquet/parquet_target_sink.py b/samples/sample_target_parquet/parquet_target_sink.py
index e98dca2b1..fbdd13cd1 100644
--- a/samples/sample_target_parquet/parquet_target_sink.py
+++ b/samples/sample_target_parquet/parquet_target_sink.py
@@ -4,11 +4,14 @@
 
 import typing as t
 
-import pyarrow as pa
-import pyarrow.parquet as pq
-
 from singer_sdk.sinks import BatchSink
 
+try:
+    import pyarrow as pa
+    import pyarrow.parquet as pq
+except ImportError:
+    pass
+
 
 def json_schema_to_arrow(schema: dict[str, t.Any]) -> pa.Schema:
     """Convert a JSON Schema to an Arrow schema.
diff --git a/samples/sample_target_sqlite/__init__.py b/samples/sample_target_sqlite/__init__.py
index d296c5fb0..0e1062642 100644
--- a/samples/sample_target_sqlite/__init__.py
+++ b/samples/sample_target_sqlite/__init__.py
@@ -51,6 +51,7 @@ class SQLiteTarget(SQLTarget):
         th.Property(
             DB_PATH_CONFIG,
             th.StringType,
+            title="Database Path",
             description="The path to your SQLite database file(s).",
             required=True,
         ),
diff --git a/singer_sdk/_singerlib/catalog.py b/singer_sdk/_singerlib/catalog.py
index c39d46a1b..c1281e091 100644
--- a/singer_sdk/_singerlib/catalog.py
+++ b/singer_sdk/_singerlib/catalog.py
@@ -11,12 +11,12 @@
     from typing_extensions import TypeAlias
 
 
-Breadcrumb = t.Tuple[str, ...]
+Breadcrumb = tuple[str, ...]
 
 logger = logging.getLogger(__name__)
 
 
-class SelectionMask(t.Dict[Breadcrumb, bool]):
+class SelectionMask(dict[Breadcrumb, bool]):
     """Boolean mask for property selection in schemas and records."""
 
     def __missing__(self, breadcrumb: Breadcrumb) -> bool:
@@ -87,6 +87,7 @@ class StreamMetadata(Metadata):
     """Stream metadata."""
 
     table_key_properties: t.Sequence[str] | None = None
+    replication_key: str | None = None
     forced_replication_method: str | None = None
     valid_replication_keys: list[str] | None = None
     schema_name: str | None = None
@@ -95,7 +96,7 @@ class StreamMetadata(Metadata):
 AnyMetadata: TypeAlias = t.Union[Metadata, StreamMetadata]
 
 
-class MetadataMapping(t.Dict[Breadcrumb, AnyMetadata]):
+class MetadataMapping(dict[Breadcrumb, AnyMetadata]):
     """Stream metadata mapping."""
 
     @classmethod
@@ -352,7 +353,7 @@ def to_dict(self) -> dict[str, t.Any]:  # noqa: C901
         return result
 
 
-class Catalog(t.Dict[str, CatalogEntry]):
+class Catalog(dict[str, CatalogEntry]):
     """Singer catalog mapping of stream entries."""
 
     @classmethod
diff --git a/singer_sdk/_singerlib/encoding/_base.py b/singer_sdk/_singerlib/encoding/_base.py
index 62793776b..404c6ed6c 100644
--- a/singer_sdk/_singerlib/encoding/_base.py
+++ b/singer_sdk/_singerlib/encoding/_base.py
@@ -38,6 +38,10 @@ class SingerMessageType(str, enum.Enum):
 class GenericSingerReader(t.Generic[T], metaclass=abc.ABCMeta):
     """Interface for all plugins reading Singer messages as strings or bytes."""
 
+    def __init__(self) -> None:
+        super().__init__()
+        self._current_message: T | None = None
+
     @t.final
     def listen(self, file_input: t.IO[T] | None = None) -> None:
         """Read from input until all messages are processed.
@@ -45,7 +49,14 @@ def listen(self, file_input: t.IO[T] | None = None) -> None:
         Args:
             file_input: Readable stream of messages. Defaults to standard in.
         """
-        self._process_lines(file_input or self.default_input)
+        try:
+            self._process_lines(file_input or self.default_input)
+        except Exception:
+            logger.debug(
+                "Failed while processing Singer message: %s",
+                self._current_message,
+            )
+            raise
         self._process_endofpipe()
 
     def _process_lines(self, file_input: t.IO[T]) -> t.Counter[str]:
@@ -59,6 +70,8 @@ def _process_lines(self, file_input: t.IO[T]) -> t.Counter[str]:
         """
         stats: dict[str, int] = defaultdict(int)
         for line in file_input:
+            self._current_message = line
+
             line_dict = self.deserialize_json(line)
             self._assert_line_requires(line_dict, requires={"type"})
 
diff --git a/singer_sdk/_singerlib/encoding/_simple.py b/singer_sdk/_singerlib/encoding/_simple.py
index 7ce148fc3..5c8fec549 100644
--- a/singer_sdk/_singerlib/encoding/_simple.py
+++ b/singer_sdk/_singerlib/encoding/_simple.py
@@ -161,9 +161,9 @@ def __post_init__(self) -> None:
         self.type = SingerMessageType.SCHEMA
 
         if isinstance(self.bookmark_properties, (str, bytes)):
-            self.bookmark_properties = [self.bookmark_properties]
+            self.bookmark_properties = [self.bookmark_properties]  # type: ignore[unreachable]
         if self.bookmark_properties and not isinstance(self.bookmark_properties, list):
-            msg = "bookmark_properties must be a string or list of strings"
+            msg = "bookmark_properties must be a string or list of strings"  # type: ignore[unreachable]
             raise ValueError(msg)
 
 
diff --git a/singer_sdk/_singerlib/schema.py b/singer_sdk/_singerlib/schema.py
index 2cdc04f29..bb7851b2b 100644
--- a/singer_sdk/_singerlib/schema.py
+++ b/singer_sdk/_singerlib/schema.py
@@ -11,6 +11,11 @@
 if t.TYPE_CHECKING:
     from referencing._core import Resolver
 
+META_KEYS = [
+    "id",
+    "schema",
+]
+
 # These are keys defined in the JSON Schema spec that do not themselves contain
 # schemas (or lists of schemas)
 STANDARD_KEYS = [
@@ -52,6 +57,9 @@ class Schema:
     This is because we wanted to expand it with extra STANDARD_KEYS.
     """
 
+    id: str | None = None
+    schema: str | None = None
+
     type: str | list[str] | None = None
     default: t.Any | None = None
     properties: dict | None = None
@@ -94,6 +102,10 @@ def to_dict(self) -> dict[str, t.Any]:
             if self.__dict__.get(key) is not None:
                 result[key] = self.__dict__[key]
 
+        for key in META_KEYS:
+            if self.__dict__.get(key) is not None:
+                result[f"${key}"] = self.__dict__[key]
+
         return result
 
     @classmethod
@@ -110,7 +122,40 @@ def from_dict(
 
         Returns:
             The initialized Schema object.
-        """
+
+        Example:
+            >>> data = {
+            ...     "$id": "https://example.com/person.schema.json",
+            ...     "$schema": "http://json-schema.org/draft/2020-12/schema",
+            ...     "title": "Person",
+            ...     "type": "object",
+            ...     "properties": {
+            ...         "firstName": {
+            ...             "type": "string",
+            ...             "description": "The person's first name.",
+            ...         },
+            ...         "lastName": {
+            ...             "type": "string",
+            ...             "description": "The person's last name.",
+            ...         },
+            ...         "age": {
+            ...             "description": "Age in years which must be equal to or greater than zero.",
+            ...             "type": "integer",
+            ...             "minimum": 0,
+            ...         },
+            ...     },
+            ...     "required": ["firstName", "lastName"],
+            ... }
+            >>> schema = Schema.from_dict(data)
+            >>> schema.title
+            'Person'
+            >>> schema.properties["firstName"].description
+            "The person's first name."
+            >>> schema.properties["age"].minimum
+            0
+            >>> schema.schema
+            'http://json-schema.org/draft/2020-12/schema'
+        """  # noqa: E501
         kwargs = schema_defaults.copy()
         properties = data.get("properties")
         items = data.get("items")
@@ -121,9 +166,15 @@ def from_dict(
             }
         if items is not None:
             kwargs["items"] = cls.from_dict(items, **schema_defaults)
+
         for key in STANDARD_KEYS:
             if key in data:
                 kwargs[key] = data[key]
+
+        for key in META_KEYS:
+            if f"${key}" in data:
+                kwargs[key] = data[f"${key}"]
+
         return cls(**kwargs)
 
 
diff --git a/singer_sdk/about.py b/singer_sdk/about.py
index ab3062295..ac1e76fa8 100644
--- a/singer_sdk/about.py
+++ b/singer_sdk/about.py
@@ -23,8 +23,8 @@
 ]
 
 # Keep these in sync with the supported Python versions in pyproject.toml
-_PY_MIN_VERSION = 8
-_PY_MAX_VERSION = 12
+_PY_MIN_VERSION = 9
+_PY_MAX_VERSION = 13
 
 
 def _get_min_version(specifiers: SpecifierSet) -> int:
diff --git a/singer_sdk/authenticators.py b/singer_sdk/authenticators.py
index c6478cb92..916669ef7 100644
--- a/singer_sdk/authenticators.py
+++ b/singer_sdk/authenticators.py
@@ -5,8 +5,8 @@
 import base64
 import datetime
 import math
+import sys
 import typing as t
-import warnings
 from types import MappingProxyType
 from urllib.parse import parse_qs, urlencode, urlsplit, urlunsplit
 
@@ -14,10 +14,15 @@
 
 from singer_sdk.helpers._util import utc_now
 
+if sys.version_info < (3, 13):
+    from typing_extensions import deprecated
+else:
+    from warnings import deprecated
+
 if t.TYPE_CHECKING:
     import logging
 
-    from singer_sdk.streams.rest import RESTStream
+    from singer_sdk.streams.rest import _HTTPStream
 
 
 def _add_parameters(initial_url: str, extra_parameters: dict) -> str:
@@ -71,7 +76,7 @@ def __call__(cls, *args: t.Any, **kwargs: t.Any) -> t.Any:  # noqa: ANN401
             A singleton instance of the derived class.
         """
         if cls.__single_instance:
-            return cls.__single_instance
+            return cls.__single_instance  # type: ignore[unreachable]
         single_obj = cls.__new__(cls, None)  # type: ignore[call-overload]
         single_obj.__init__(*args, **kwargs)
         cls.__single_instance = single_obj
@@ -86,7 +91,7 @@ class APIAuthenticatorBase:
         auth_params: URL query parameters for authentication.
     """
 
-    def __init__(self, stream: RESTStream) -> None:
+    def __init__(self, stream: _HTTPStream) -> None:
         """Init authenticator.
 
         Args:
@@ -151,7 +156,7 @@ class SimpleAuthenticator(APIAuthenticatorBase):
 
     def __init__(
         self,
-        stream: RESTStream,
+        stream: _HTTPStream,
         auth_headers: dict | None = None,
     ) -> None:
         """Create a new authenticator.
@@ -165,7 +170,7 @@ def __init__(
         """
         super().__init__(stream=stream)
         if self.auth_headers is None:
-            self.auth_headers = {}
+            self.auth_headers = {}  # type: ignore[unreachable]
         if auth_headers:
             self.auth_headers.update(auth_headers)
 
@@ -181,7 +186,7 @@ class APIKeyAuthenticator(APIAuthenticatorBase):
 
     def __init__(
         self,
-        stream: RESTStream,
+        stream: _HTTPStream,
         key: str,
         value: str,
         location: str = "header",
@@ -206,17 +211,17 @@ def __init__(
 
         if location == "header":
             if self.auth_headers is None:
-                self.auth_headers = {}
+                self.auth_headers = {}  # type: ignore[unreachable]
             self.auth_headers.update(auth_credentials)
         elif location == "params":
             if self.auth_params is None:
-                self.auth_params = {}
+                self.auth_params = {}  # type: ignore[unreachable]
             self.auth_params.update(auth_credentials)
 
     @classmethod
     def create_for_stream(
         cls: type[APIKeyAuthenticator],
-        stream: RESTStream,
+        stream: _HTTPStream,
         key: str,
         value: str,
         location: str,
@@ -244,7 +249,7 @@ class BearerTokenAuthenticator(APIAuthenticatorBase):
     'Bearer '. The token will be merged with HTTP headers on the stream.
     """
 
-    def __init__(self, stream: RESTStream, token: str) -> None:
+    def __init__(self, stream: _HTTPStream, token: str) -> None:
         """Create a new authenticator.
 
         Args:
@@ -255,13 +260,13 @@ def __init__(self, stream: RESTStream, token: str) -> None:
         auth_credentials = {"Authorization": f"Bearer {token}"}
 
         if self.auth_headers is None:
-            self.auth_headers = {}
+            self.auth_headers = {}  # type: ignore[unreachable]
         self.auth_headers.update(auth_credentials)
 
     @classmethod
     def create_for_stream(
         cls: type[BearerTokenAuthenticator],
-        stream: RESTStream,
+        stream: _HTTPStream,
         token: str,
     ) -> BearerTokenAuthenticator:
         """Create an Authenticator object specific to the Stream class.
@@ -277,6 +282,10 @@ def create_for_stream(
         return cls(stream=stream, token=token)
 
 
+@deprecated(
+    "BasicAuthenticator is deprecated. Use requests.auth.HTTPBasicAuth instead.",
+    category=DeprecationWarning,
+)
 class BasicAuthenticator(APIAuthenticatorBase):
     """Implements basic authentication for REST Streams.
 
@@ -290,7 +299,7 @@ class BasicAuthenticator(APIAuthenticatorBase):
 
     def __init__(
         self,
-        stream: RESTStream,
+        stream: _HTTPStream,
         username: str,
         password: str,
     ) -> None:
@@ -302,25 +311,19 @@ def __init__(
             password: API password.
         """
         super().__init__(stream=stream)
-        warnings.warn(
-            "BasicAuthenticator is deprecated. Use "
-            "requests.auth.HTTPBasicAuth instead.",
-            DeprecationWarning,
-            stacklevel=2,
-        )
 
         credentials = f"{username}:{password}".encode()
         auth_token = base64.b64encode(credentials).decode("ascii")
         auth_credentials = {"Authorization": f"Basic {auth_token}"}
 
         if self.auth_headers is None:
-            self.auth_headers = {}
+            self.auth_headers = {}  # type: ignore[unreachable]
         self.auth_headers.update(auth_credentials)
 
     @classmethod
     def create_for_stream(
         cls: type[BasicAuthenticator],
-        stream: RESTStream,
+        stream: _HTTPStream,
         username: str,
         password: str,
     ) -> BasicAuthenticator:
@@ -343,7 +346,7 @@ class OAuthAuthenticator(APIAuthenticatorBase):
 
     def __init__(
         self,
-        stream: RESTStream,
+        stream: _HTTPStream,
         auth_endpoint: str | None = None,
         oauth_scopes: str | None = None,
         default_expiration: int | None = None,
diff --git a/singer_sdk/configuration/_dict_config.py b/singer_sdk/configuration/_dict_config.py
index fd8217f01..af1d19f29 100644
--- a/singer_sdk/configuration/_dict_config.py
+++ b/singer_sdk/configuration/_dict_config.py
@@ -10,11 +10,21 @@
 from dotenv import find_dotenv
 from dotenv.main import DotEnv
 
-from singer_sdk.helpers._typing import is_string_array_type
-from singer_sdk.helpers._util import read_json_file
+from singer_sdk.helpers import _typing
+from singer_sdk.helpers._util import load_json, read_json_file
 
 logger = logging.getLogger(__name__)
 
+TRUTHY = ("true", "1", "yes", "on")
+
+
+def _parse_array(value: str) -> list[str]:
+    return load_json(value)  # type: ignore[return-value]
+
+
+def _legacy_parse_array_of_strings(value: str) -> list[str]:
+    return value.split(",")
+
 
 def parse_environment_config(
     config_schema: dict[str, t.Any],
@@ -29,9 +39,6 @@ def parse_environment_config(
         dotenv_path: Path to a .env file. If None, will try to find one in increasingly
             higher folders.
 
-    Raises:
-        ValueError: If an un-parsable setting is found.
-
     Returns:
         A configuration dictionary.
     """
@@ -43,7 +50,7 @@ def parse_environment_config(
     logger.debug("Loading configuration from %s", dotenv_path)
     DotEnv(dotenv_path).set_as_environment_variables()
 
-    for config_key in config_schema["properties"]:
+    for config_key, schema in config_schema.get("properties", {}).items():
         env_var_name = prefix + config_key.upper().replace("-", "_")
         if env_var_name in os.environ:
             env_var_value = os.environ[env_var_name]
@@ -52,15 +59,25 @@ def parse_environment_config(
                 config_key,
                 env_var_name,
             )
-            if is_string_array_type(config_schema["properties"][config_key]):
-                if env_var_value[0] == "[" and env_var_value[-1] == "]":
-                    msg = (
-                        "A bracketed list was detected in the environment variable "
-                        f"'{env_var_name}'. This syntax is no longer supported. Please "
-                        "remove the brackets and try again."
+            if _typing.is_integer_type(schema):
+                result[config_key] = int(env_var_value)
+            elif _typing.is_boolean_type(schema):
+                result[config_key] = env_var_value.lower() in TRUTHY
+            elif _typing.is_string_array_type(schema):
+                try:
+                    result[config_key] = _parse_array(env_var_value)
+                except Exception:  # noqa: BLE001
+                    # TODO(edgarrmondragon): Make this a deprecation warning.
+                    # https://github.com/meltano/sdk/issues/2724
+                    logger.warning(
+                        "Parsing array of the form 'x,y,z' is deprecated and will be "
+                        "removed in future versions.",
                     )
-                    raise ValueError(msg)
-                result[config_key] = env_var_value.split(",")
+                    result[config_key] = _legacy_parse_array_of_strings(env_var_value)
+            elif _typing.is_array_type(schema):
+                result[config_key] = _parse_array(env_var_value)
+            elif _typing.is_object_type(schema):
+                result[config_key] = load_json(env_var_value)
             else:
                 result[config_key] = env_var_value
     return result
diff --git a/singer_sdk/connectors/sql.py b/singer_sdk/connectors/sql.py
index 1d9933860..f1c86e792 100644
--- a/singer_sdk/connectors/sql.py
+++ b/singer_sdk/connectors/sql.py
@@ -2,9 +2,12 @@
 
 from __future__ import annotations
 
+import functools
 import logging
+import sys
 import typing as t
 import warnings
+from collections import UserString
 from contextlib import contextmanager
 from datetime import datetime
 from functools import lru_cache
@@ -17,11 +20,415 @@
 from singer_sdk.helpers import capabilities
 from singer_sdk.helpers._util import dump_json, load_json
 
+if sys.version_info < (3, 13):
+    from typing_extensions import deprecated
+else:
+    from warnings import deprecated
+
+if sys.version_info < (3, 10):
+    from typing_extensions import TypeAlias
+else:
+    from typing import TypeAlias  # noqa: ICN003
+
 if t.TYPE_CHECKING:
     from sqlalchemy.engine import Engine
     from sqlalchemy.engine.reflection import Inspector
 
 
+class FullyQualifiedName(UserString):
+    """A fully qualified table name.
+
+    This class provides a simple way to represent a fully qualified table name
+    as a single object. The string representation of this object is the fully
+    qualified table name, with the parts separated by periods.
+
+    The parts of the fully qualified table name are:
+    - database
+    - schema
+    - table
+
+    The database and schema are optional. If only the table name is provided,
+    the string representation of the object will be the table name alone.
+
+    Example:
+    ```
+    table_name = FullyQualifiedName("my_table", "my_schema", "my_db")
+    print(table_name)  # my_db.my_schema.my_table
+    ```
+    """
+
+    def __init__(
+        self,
+        *,
+        table: str = "",
+        schema: str | None = None,
+        database: str | None = None,
+        delimiter: str = ".",
+    ) -> None:
+        """Initialize the fully qualified table name.
+
+        Args:
+            table: The name of the table.
+            schema: The name of the schema. Defaults to None.
+            database: The name of the database. Defaults to None.
+            delimiter: The delimiter to use between parts. Defaults to '.'.
+
+        Raises:
+            ValueError: If the fully qualified name could not be generated.
+        """
+        self.table = table
+        self.schema = schema
+        self.database = database
+        self.delimiter = delimiter
+
+        parts = []
+        if self.database:
+            parts.append(self.prepare_part(self.database))
+        if self.schema:
+            parts.append(self.prepare_part(self.schema))
+        if self.table:
+            parts.append(self.prepare_part(self.table))
+
+        if not parts:
+            raise ValueError(
+                "Could not generate fully qualified name: "
+                + ":".join(
+                    [
+                        self.database or "(unknown-db)",
+                        self.schema or "(unknown-schema)",
+                        self.table or "(unknown-table-name)",
+                    ],
+                ),
+            )
+
+        super().__init__(self.delimiter.join(parts))
+
+    def prepare_part(self, part: str) -> str:  # noqa: PLR6301
+        """Prepare a part of the fully qualified name.
+
+        Args:
+            part: The part to prepare.
+
+        Returns:
+            The prepared part.
+        """
+        return part
+
+
+class SQLToJSONSchema:
+    """SQLAlchemy to JSON Schema type mapping helper.
+
+    This class provides a mapping from SQLAlchemy types to JSON Schema types.
+
+    .. versionadded:: 0.41.0
+    """
+
+    @functools.singledispatchmethod
+    def to_jsonschema(self, column_type: sa.types.TypeEngine) -> dict:  # noqa: ARG002, D102, PLR6301
+        return th.StringType.type_dict  # type: ignore[no-any-return]
+
+    @to_jsonschema.register
+    def datetime_to_jsonschema(self, column_type: sa.types.DateTime) -> dict:  # noqa: ARG002, PLR6301
+        """Return a JSON Schema representation of a generic datetime type.
+
+        Args:
+            column_type (:column_type:`DateTime`): The column type.
+        """
+        return th.DateTimeType.type_dict  # type: ignore[no-any-return]
+
+    @to_jsonschema.register
+    def date_to_jsonschema(self, column_type: sa.types.Date) -> dict:  # noqa: ARG002, PLR6301
+        """Return a JSON Schema representation of a date type.
+
+        Args:
+            column_type (:column_type:`Date`): The column type.
+        """
+        return th.DateType.type_dict  # type: ignore[no-any-return]
+
+    @to_jsonschema.register
+    def time_to_jsonschema(self, column_type: sa.types.Time) -> dict:  # noqa: ARG002, PLR6301
+        """Return a JSON Schema representation of a time type.
+
+        Args:
+            column_type (:column_type:`Time`): The column type.
+        """
+        return th.TimeType.type_dict  # type: ignore[no-any-return]
+
+    @to_jsonschema.register
+    def integer_to_jsonschema(self, column_type: sa.types.Integer) -> dict:  # noqa: ARG002, PLR6301
+        """Return a JSON Schema representation of a an integer type.
+
+        Args:
+            column_type (:column_type:`Integer`): The column type.
+        """
+        return th.IntegerType.type_dict  # type: ignore[no-any-return]
+
+    @to_jsonschema.register
+    def float_to_jsonschema(self, column_type: sa.types.Numeric) -> dict:  # noqa: ARG002, PLR6301
+        """Return a JSON Schema representation of a generic number type.
+
+        Args:
+            column_type (:column_type:`Numeric`): The column type.
+        """
+        return th.NumberType.type_dict  # type: ignore[no-any-return]
+
+    @to_jsonschema.register
+    def string_to_jsonschema(self, column_type: sa.types.String) -> dict:  # noqa: PLR6301
+        """Return a JSON Schema representation of a generic string type.
+
+        Args:
+            column_type (:column_type:`String`): The column type.
+
+        .. versionchanged:: 0.41.0
+           The :column_type:`length <String.params.length>` attribute is now used to
+           determine the maximum length of the string type.
+        """
+        if column_type.length:
+            return th.StringType(max_length=column_type.length).type_dict  # type: ignore[no-any-return]
+        return th.StringType.type_dict  # type: ignore[no-any-return]
+
+    @to_jsonschema.register
+    def boolean_to_jsonschema(self, column_type: sa.types.Boolean) -> dict:  # noqa: ARG002, PLR6301
+        """Return a JSON Schema representation of a boolean type.
+
+        Args:
+            column_type (:column_type:`Boolean`): The column type.
+        """
+        return th.BooleanType.type_dict  # type: ignore[no-any-return]
+
+
+JSONtoSQLHandler: TypeAlias = t.Union[
+    type[sa.types.TypeEngine],
+    t.Callable[[dict], sa.types.TypeEngine],
+]
+
+
+class JSONSchemaToSQL:
+    """A configurable mapper for converting JSON Schema types to SQLAlchemy types.
+
+    This class provides a mapping from JSON Schema types to SQLAlchemy types.
+
+    .. versionadded:: 0.42.0
+    """
+
+    def __init__(self, *, max_varchar_length: int | None = None) -> None:
+        """Initialize the mapper with default type mappings.
+
+        Args:
+            max_varchar_length: The absolute maximum length for VARCHAR columns that
+                the database supports.
+        """
+        self._max_varchar_length = max_varchar_length
+
+        # Default type mappings
+        self._type_mapping: dict[str, JSONtoSQLHandler] = {
+            "string": self._handle_string_type,
+            "integer": sa.types.INTEGER,
+            "number": sa.types.DECIMAL,
+            "boolean": sa.types.BOOLEAN,
+            "object": sa.types.VARCHAR,
+            "array": sa.types.VARCHAR,
+        }
+
+        # Format handlers for string types
+        self._format_handlers: dict[str, JSONtoSQLHandler] = {
+            # Default date-like formats
+            "date-time": sa.types.DATETIME,
+            "time": sa.types.TIME,
+            "date": sa.types.DATE,
+            # Common string formats with sensible defaults
+            "uuid": sa.types.UUID,
+            "email": lambda _: sa.types.VARCHAR(254),  # RFC 5321
+            "uri": lambda _: sa.types.VARCHAR(2083),  # Common browser limit
+            "hostname": lambda _: sa.types.VARCHAR(253),  # RFC 1035
+            "ipv4": lambda _: sa.types.VARCHAR(15),
+            "ipv6": lambda _: sa.types.VARCHAR(45),
+        }
+
+        self._fallback_type: type[sa.types.TypeEngine] = sa.types.VARCHAR
+
+    def _invoke_handler(  # noqa: PLR6301
+        self,
+        handler: JSONtoSQLHandler,
+        schema: dict,
+    ) -> sa.types.TypeEngine:
+        """Invoke a handler, handling both type classes and callables.
+
+        Args:
+            handler: The handler to invoke.
+            schema: The schema to pass to callable handlers.
+
+        Returns:
+            The resulting SQLAlchemy type.
+        """
+        if isinstance(handler, type):
+            return handler()  # type: ignore[no-any-return]
+        return handler(schema)
+
+    @property
+    def fallback_type(self) -> type[sa.types.TypeEngine]:
+        """Return the fallback type.
+
+        Returns:
+            The fallback type.
+        """
+        return self._fallback_type
+
+    @fallback_type.setter
+    def fallback_type(self, value: type[sa.types.TypeEngine]) -> None:
+        """Set the fallback type.
+
+        Args:
+            value: The new fallback type.
+        """
+        self._fallback_type = value
+
+    def register_type_handler(self, json_type: str, handler: JSONtoSQLHandler) -> None:
+        """Register a custom type handler.
+
+        Args:
+            json_type: The JSON Schema type to handle.
+            handler: Either a SQLAlchemy type class or a callable that takes a schema
+                    dict and returns a SQLAlchemy type instance.
+        """
+        self._type_mapping[json_type] = handler
+
+    def register_format_handler(
+        self,
+        format_name: str,
+        handler: JSONtoSQLHandler,
+    ) -> None:
+        """Register a custom format handler.
+
+        Args:
+            format_name: The format string (e.g., "date-time", "email", "custom-format").
+            handler: Either a SQLAlchemy type class or a callable that takes a schema
+                    dict and returns a SQLAlchemy type instance.
+        """  # noqa: E501
+        self._format_handlers[format_name] = handler
+
+    def handle_multiple_types(self, types: t.Sequence[str]) -> sa.types.TypeEngine:  # noqa: ARG002, PLR6301
+        """Handle multiple types by returning a VARCHAR.
+
+        Args:
+            types: The list of types to handle.
+
+        Returns:
+            A VARCHAR type.
+        """
+        return sa.types.VARCHAR()
+
+    def handle_raw_string(self, schema: dict) -> sa.types.TypeEngine:
+        """Handle a string type generically.
+
+        Args:
+            schema: The JSON Schema object.
+
+        Returns:
+            Appropriate SQLAlchemy type.
+        """
+        max_length: int | None = schema.get("maxLength")
+
+        if max_length and self._max_varchar_length:
+            max_length = min(max_length, self._max_varchar_length)
+
+        return sa.types.VARCHAR(max_length)
+
+    def _get_type_from_schema(self, schema: dict) -> sa.types.TypeEngine | None:
+        """Try to get a SQL type from a single schema object.
+
+        Args:
+            schema: The JSON Schema object.
+
+        Returns:
+            SQL type if one can be determined, None otherwise.
+        """
+        # Check if this is a string with format first
+        if schema.get("type") == "string" and "format" in schema:
+            format_type = self._handle_format(schema)
+            if format_type is not None:
+                return format_type
+
+        # Then check regular types
+        if schema_type := schema.get("type"):
+            if isinstance(schema_type, (list, tuple)):
+                # Filter out null type if present
+                non_null_types = [t for t in schema_type if t != "null"]
+
+                # If we have multiple non-null types, use VARCHAR
+                if len(non_null_types) > 1:
+                    self.handle_multiple_types(non_null_types)
+
+                # If we have exactly one non-null type, use its handler
+                if len(non_null_types) == 1 and non_null_types[0] in self._type_mapping:
+                    handler = self._type_mapping[non_null_types[0]]
+                    return self._invoke_handler(handler, schema)
+
+            elif type_handler := self._type_mapping.get(schema_type):
+                return self._invoke_handler(type_handler, schema)
+
+        return None
+
+    def _handle_format(self, schema: dict) -> sa.types.TypeEngine | None:
+        """Handle format-specific type conversion.
+
+        Args:
+            schema: The JSON Schema object.
+
+        Returns:
+            The format-specific SQL type if applicable, None otherwise.
+        """
+        if "format" not in schema:
+            return None
+
+        format_string: str = schema["format"]
+
+        if handler := self._format_handlers.get(format_string):
+            return self._invoke_handler(handler, schema)
+
+        return None
+
+    def _handle_string_type(self, schema: dict) -> sa.types.TypeEngine:
+        """Handle string type conversion with special cases for formats.
+
+        Args:
+            schema: The JSON Schema object.
+
+        Returns:
+            Appropriate SQLAlchemy type.
+        """
+        # Check for format-specific handling first
+        if format_type := self._handle_format(schema):
+            return format_type
+
+        return self.handle_raw_string(schema)
+
+    def to_sql_type(self, schema: dict) -> sa.types.TypeEngine:
+        """Convert a JSON Schema type definition to a SQLAlchemy type.
+
+        Args:
+            schema: The JSON Schema object.
+
+        Returns:
+            The corresponding SQLAlchemy type.
+        """
+        if sql_type := self._get_type_from_schema(schema):
+            return sql_type
+
+        # Handle anyOf
+        if "anyOf" in schema:
+            for subschema in schema["anyOf"]:
+                # Skip null types in anyOf
+                if subschema.get("type") == "null":
+                    continue
+
+                if sql_type := self._get_type_from_schema(subschema):
+                    return sql_type
+
+        # Fallback
+        return self.fallback_type()
+
+
 class SQLConnector:  # noqa: PLR0904
     """Base class for SQLAlchemy-based connectors.
 
@@ -43,6 +450,9 @@ class SQLConnector:  # noqa: PLR0904
     allow_temp_tables: bool = True  # Whether temp tables are supported.
     _cached_engine: Engine | None = None
 
+    #: The absolute maximum length for VARCHAR columns that the database supports.
+    max_varchar_length: int | None = None
+
     def __init__(
         self,
         config: dict | None = None,
@@ -75,11 +485,39 @@ def logger(self) -> logging.Logger:
         """
         return logging.getLogger("sqlconnector")
 
+    @functools.cached_property
+    def sql_to_jsonschema(self) -> SQLToJSONSchema:
+        """The SQL-to-JSON type mapper object for this SQL connector.
+
+        Override this property to provide a custom mapping for your SQL dialect.
+
+        .. versionadded:: 0.41.0
+        """
+        return SQLToJSONSchema()
+
+    @functools.cached_property
+    def jsonschema_to_sql(self) -> JSONSchemaToSQL:
+        """The JSON-to-SQL type mapper object for this SQL connector.
+
+        Override this property to provide a custom mapping for your SQL dialect.
+
+        .. versionadded:: 0.42.0
+        """
+        return JSONSchemaToSQL(max_varchar_length=self.max_varchar_length)
+
     @contextmanager
     def _connect(self) -> t.Iterator[sa.engine.Connection]:
         with self._engine.connect().execution_options(stream_results=True) as conn:
             yield conn
 
+    @deprecated(
+        "`SQLConnector.create_sqlalchemy_connection` is deprecated. "
+        "If you need to execute something that isn't available "
+        "on the connector currently, make a child class and "
+        "add your required method on that connector.",
+        category=DeprecationWarning,
+        stacklevel=1,
+    )
     def create_sqlalchemy_connection(self) -> sa.engine.Connection:
         """(DEPRECATED) Return a new SQLAlchemy connection using the provided config.
 
@@ -99,16 +537,14 @@ def create_sqlalchemy_connection(self) -> sa.engine.Connection:
         Returns:
             A newly created SQLAlchemy engine object.
         """
-        warnings.warn(
-            "`SQLConnector.create_sqlalchemy_connection` is deprecated. "
-            "If you need to execute something that isn't available "
-            "on the connector currently, make a child class and "
-            "add your required method on that connector.",
-            DeprecationWarning,
-            stacklevel=2,
-        )
         return self._engine.connect().execution_options(stream_results=True)
 
+    @deprecated(
+        "`SQLConnector.create_sqlalchemy_engine` is deprecated. Override "
+        "`_engine` or `sqlalchemy_url` instead.",
+        category=DeprecationWarning,
+        stacklevel=1,
+    )
     def create_sqlalchemy_engine(self) -> Engine:
         """(DEPRECATED) Return a new SQLAlchemy engine using the provided config.
 
@@ -118,12 +554,6 @@ def create_sqlalchemy_engine(self) -> Engine:
         Returns:
             A newly created SQLAlchemy engine object.
         """
-        warnings.warn(
-            "`SQLConnector.create_sqlalchemy_engine` is deprecated. Override"
-            "`_engine` or sqlalchemy_url` instead.",
-            DeprecationWarning,
-            stacklevel=2,
-        )
         return self._engine
 
     @property
@@ -179,8 +609,8 @@ def get_sqlalchemy_url(self, config: dict[str, t.Any]) -> str:  # noqa: PLR6301
 
         return t.cast(str, config["sqlalchemy_url"])
 
-    @staticmethod
     def to_jsonschema_type(
+        self,
         sql_type: (
             str  # noqa: ANN401
             | sa.types.TypeEngine
@@ -205,11 +635,30 @@ def to_jsonschema_type(
 
         Returns:
             The JSON Schema representation of the provided type.
+
+        .. versionchanged:: 0.40.0
+           Support for SQLAlchemy type classes and strings in the ``sql_type`` argument
+           was deprecated. Please pass a SQLAlchemy type object instead.
         """
-        if isinstance(sql_type, (str, sa.types.TypeEngine)):
+        if isinstance(sql_type, sa.types.TypeEngine):
+            return self.sql_to_jsonschema.to_jsonschema(sql_type)
+
+        if isinstance(sql_type, str):  # pragma: no cover
+            warnings.warn(
+                "Passing string types to `to_jsonschema_type` is deprecated. "
+                "Please pass a SQLAlchemy type object instead.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
             return th.to_jsonschema_type(sql_type)
 
-        if isinstance(sql_type, type):
+        if isinstance(sql_type, type):  # pragma: no cover
+            warnings.warn(
+                "Passing type classes to `to_jsonschema_type` is deprecated. "
+                "Please pass a SQLAlchemy type object instead.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
             if issubclass(sql_type, sa.types.TypeEngine):
                 return th.to_jsonschema_type(sql_type)
 
@@ -219,8 +668,7 @@ def to_jsonschema_type(
         msg = f"Unexpected type received: '{type(sql_type).__name__}'"
         raise ValueError(msg)
 
-    @staticmethod
-    def to_sql_type(jsonschema_type: dict) -> sa.types.TypeEngine:
+    def to_sql_type(self, jsonschema_type: dict) -> sa.types.TypeEngine:
         """Return a JSON Schema representation of the provided type.
 
         By default will call `typing.to_sql_type()`.
@@ -236,7 +684,7 @@ def to_sql_type(jsonschema_type: dict) -> sa.types.TypeEngine:
         Returns:
             The SQLAlchemy type representation of the data type.
         """
-        return th.to_sql_type(jsonschema_type)
+        return self.jsonschema_to_sql.to_sql_type(jsonschema_type)
 
     @staticmethod
     def get_fully_qualified_name(
@@ -244,7 +692,7 @@ def get_fully_qualified_name(
         schema_name: str | None = None,
         db_name: str | None = None,
         delimiter: str = ".",
-    ) -> str:
+    ) -> FullyQualifiedName:
         """Concatenates a fully qualified name from the parts.
 
         Args:
@@ -253,34 +701,18 @@ def get_fully_qualified_name(
             db_name: The name of the database. Defaults to None.
             delimiter: Generally: '.' for SQL names and '-' for Singer names.
 
-        Raises:
-            ValueError: If all 3 name parts not supplied.
-
         Returns:
             The fully qualified name as a string.
-        """
-        parts = []
-
-        if db_name:
-            parts.append(db_name)
-        if schema_name:
-            parts.append(schema_name)
-        if table_name:
-            parts.append(table_name)
 
-        if not parts:
-            raise ValueError(
-                "Could not generate fully qualified name: "
-                + ":".join(
-                    [
-                        db_name or "(unknown-db)",
-                        schema_name or "(unknown-schema)",
-                        table_name or "(unknown-table-name)",
-                    ],
-                ),
-            )
-
-        return delimiter.join(parts)
+        .. versionchanged:: 0.40.0
+           A ``FullyQualifiedName`` object is now returned.
+        """
+        return FullyQualifiedName(
+            table=table_name,  # type: ignore[arg-type]
+            schema=schema_name,
+            database=db_name,
+            delimiter=delimiter,
+        )
 
     @property
     def _dialect(self) -> sa.engine.Dialect:
@@ -429,17 +861,12 @@ def discover_catalog_entry(
             `CatalogEntry` object for the given table or a view
         """
         # Initialize unique stream name
-        unique_stream_id = self.get_fully_qualified_name(
-            db_name=None,
-            schema_name=schema_name,
-            table_name=table_name,
-            delimiter="-",
-        )
+        unique_stream_id = f"{schema_name}-{table_name}"
 
         # Detect key properties
         possible_primary_keys: list[list[str]] = []
         pk_def = inspected.get_pk_constraint(table_name, schema=schema_name)
-        if pk_def and "constrained_columns" in pk_def:
+        if pk_def and "constrained_columns" in pk_def:  # type: ignore[redundant-expr]
             possible_primary_keys.append(pk_def["constrained_columns"])
 
         # An element of the columns list is ``None`` if it's an expression and is
@@ -528,7 +955,7 @@ def discover_catalog_entries(self) -> list[dict]:
 
     def parse_full_table_name(  # noqa: PLR6301
         self,
-        full_table_name: str,
+        full_table_name: str | FullyQualifiedName,
     ) -> tuple[str | None, str | None, str]:
         """Parse a fully qualified table name into its parts.
 
@@ -547,6 +974,13 @@ def parse_full_table_name(  # noqa: PLR6301
             A three part tuple (db_name, schema_name, table_name) with any unspecified
             or unused parts returned as None.
         """
+        if isinstance(full_table_name, FullyQualifiedName):
+            return (
+                full_table_name.database,
+                full_table_name.schema,
+                full_table_name.table,
+            )
+
         db_name: str | None = None
         schema_name: str | None = None
 
@@ -560,7 +994,7 @@ def parse_full_table_name(  # noqa: PLR6301
 
         return db_name, schema_name, table_name
 
-    def table_exists(self, full_table_name: str) -> bool:
+    def table_exists(self, full_table_name: str | FullyQualifiedName) -> bool:
         """Determine if the target table already exists.
 
         Args:
@@ -587,7 +1021,7 @@ def schema_exists(self, schema_name: str) -> bool:
 
     def get_table_columns(
         self,
-        full_table_name: str,
+        full_table_name: str | FullyQualifiedName,
         column_names: list[str] | None = None,
     ) -> dict[str, sa.Column]:
         """Return a list of table columns.
@@ -618,7 +1052,7 @@ def get_table_columns(
 
     def get_table(
         self,
-        full_table_name: str,
+        full_table_name: str | FullyQualifiedName,
         column_names: list[str] | None = None,
     ) -> sa.Table:
         """Return a table object.
@@ -643,7 +1077,9 @@ def get_table(
             schema=schema_name,
         )
 
-    def column_exists(self, full_table_name: str, column_name: str) -> bool:
+    def column_exists(
+        self, full_table_name: str | FullyQualifiedName, column_name: str
+    ) -> bool:
         """Determine if the target table already exists.
 
         Args:
@@ -666,7 +1102,7 @@ def create_schema(self, schema_name: str) -> None:
 
     def create_empty_table(
         self,
-        full_table_name: str,
+        full_table_name: str | FullyQualifiedName,
         schema: dict,
         primary_keys: t.Sequence[str] | None = None,
         partition_keys: list[str] | None = None,
@@ -715,7 +1151,7 @@ def create_empty_table(
 
     def _create_empty_column(
         self,
-        full_table_name: str,
+        full_table_name: str | FullyQualifiedName,
         column_name: str,
         sql_type: sa.types.TypeEngine,
     ) -> None:
@@ -753,7 +1189,7 @@ def prepare_schema(self, schema_name: str) -> None:
 
     def prepare_table(
         self,
-        full_table_name: str,
+        full_table_name: str | FullyQualifiedName,
         schema: dict,
         primary_keys: t.Sequence[str],
         partition_keys: list[str] | None = None,
@@ -795,9 +1231,31 @@ def prepare_table(
                 self.to_sql_type(property_def),
             )
 
+        self.prepare_primary_key(
+            full_table_name=full_table_name,
+            primary_keys=primary_keys,
+        )
+
+    def prepare_primary_key(
+        self,
+        *,
+        full_table_name: str | FullyQualifiedName,  # noqa: ARG002
+        primary_keys: t.Sequence[str],  # noqa: ARG002
+    ) -> None:
+        """Adapt target table primary key to provided schema if possible.
+
+        Implement this method in a subclass to adapt the primary key of the target table
+        to the provided one if possible.
+
+        Args:
+            full_table_name: the target table name.
+            primary_keys: list of key properties.
+        """
+        self.logger.debug("Primary key adaptation is not implemented")
+
     def prepare_column(
         self,
-        full_table_name: str,
+        full_table_name: str | FullyQualifiedName,
         column_name: str,
         sql_type: sa.types.TypeEngine,
     ) -> None:
@@ -822,7 +1280,9 @@ def prepare_column(
             sql_type=sql_type,
         )
 
-    def rename_column(self, full_table_name: str, old_name: str, new_name: str) -> None:
+    def rename_column(
+        self, full_table_name: str | FullyQualifiedName, old_name: str, new_name: str
+    ) -> None:
         """Rename the provided columns.
 
         Args:
@@ -885,7 +1345,7 @@ def merge_sql_types(
         # Get the generic type class
         for opt in sql_types:
             # Get the length
-            opt_len: int = getattr(opt, "length", 0)
+            opt_len: int | None = getattr(opt, "length", 0)
             generic_type = type(opt.as_generic())
 
             if isinstance(generic_type, type):
@@ -951,7 +1411,7 @@ def _get_type_sort_key(
 
     def _get_column_type(
         self,
-        full_table_name: str,
+        full_table_name: str | FullyQualifiedName,
         column_name: str,
     ) -> sa.types.TypeEngine:
         """Get the SQL type of the declared column.
@@ -976,7 +1436,7 @@ def _get_column_type(
 
     def get_column_add_ddl(
         self,
-        table_name: str,
+        table_name: str | FullyQualifiedName,
         column_name: str,
         column_type: sa.types.TypeEngine,
     ) -> sa.DDL:
@@ -1009,7 +1469,7 @@ def get_column_add_ddl(
 
     @staticmethod
     def get_column_rename_ddl(
-        table_name: str,
+        table_name: str | FullyQualifiedName,
         column_name: str,
         new_column_name: str,
     ) -> sa.DDL:
@@ -1037,7 +1497,7 @@ def get_column_rename_ddl(
 
     @staticmethod
     def get_column_alter_ddl(
-        table_name: str,
+        table_name: str | FullyQualifiedName,
         column_name: str,
         column_type: sa.types.TypeEngine,
     ) -> sa.DDL:
@@ -1096,7 +1556,7 @@ def update_collation(
 
     def _adapt_column_type(
         self,
-        full_table_name: str,
+        full_table_name: str | FullyQualifiedName,
         column_name: str,
         sql_type: sa.types.TypeEngine,
     ) -> None:
@@ -1187,7 +1647,7 @@ def deserialize_json(self, json_str: str) -> object:  # noqa: PLR6301
     def delete_old_versions(
         self,
         *,
-        full_table_name: str,
+        full_table_name: str | FullyQualifiedName,
         version_column_name: str,
         current_version: int,
     ) -> None:
diff --git a/singer_sdk/contrib/batch_encoder_jsonl.py b/singer_sdk/contrib/batch_encoder_jsonl.py
index 6f121f8d4..00ef52355 100644
--- a/singer_sdk/contrib/batch_encoder_jsonl.py
+++ b/singer_sdk/contrib/batch_encoder_jsonl.py
@@ -40,10 +40,10 @@ def get_batches(
             filename = f"{prefix}{sync_id}-{i}.json.gz"
             with self.batch_config.storage.fs(create=True) as fs:
                 # TODO: Determine compression from config.
-                with fs.open(filename, "wb") as f, gzip.GzipFile(
-                    fileobj=f,
-                    mode="wb",
-                ) as gz:
+                with (
+                    fs.open(filename, "wb") as f,
+                    gzip.GzipFile(fileobj=f, mode="wb") as gz,
+                ):
                     gz.writelines(
                         (serialize_json(record) + "\n").encode() for record in chunk
                     )
diff --git a/singer_sdk/contrib/filesystem/__init__.py b/singer_sdk/contrib/filesystem/__init__.py
new file mode 100644
index 000000000..00f479063
--- /dev/null
+++ b/singer_sdk/contrib/filesystem/__init__.py
@@ -0,0 +1,8 @@
+"""Filesystem interfaces for the Singer SDK."""
+
+from __future__ import annotations
+
+from singer_sdk.contrib.filesystem.stream import FileStream
+from singer_sdk.contrib.filesystem.tap import FolderTap
+
+__all__ = ["FileStream", "FolderTap"]
diff --git a/singer_sdk/contrib/filesystem/config.py b/singer_sdk/contrib/filesystem/config.py
new file mode 100644
index 000000000..ed16f067b
--- /dev/null
+++ b/singer_sdk/contrib/filesystem/config.py
@@ -0,0 +1,112 @@
+"""JSON Schema for each filesystem configuration."""
+
+from __future__ import annotations
+
+from singer_sdk import typing as th  # JSON schema typing helpers
+
+# https://filesystem-spec.readthedocs.io/en/latest/api.html#fsspec.implementations.ftp.FTPFileSystem
+FTP = th.Property(
+    "ftp",
+    th.ObjectType(
+        th.Property(
+            "host",
+            th.StringType,
+            required=True,
+            title="FTP Host",
+            description="FTP server host",
+        ),
+        th.Property(
+            "port",
+            th.IntegerType,
+            default=21,
+            title="FTP Port",
+            description="FTP server port",
+        ),
+        th.Property(
+            "username",
+            th.StringType,
+            title="FTP Username",
+            description="FTP username",
+        ),
+        th.Property(
+            "password",
+            th.StringType,
+            secret=True,
+            title="FTP Password",
+            description="FTP password",
+        ),
+        th.Property(
+            "timeout",
+            th.IntegerType,
+            default=60,
+            title="Timeout",
+            description="Timeout of the FTP connection in seconds",
+        ),
+        th.Property(
+            "encoding",
+            th.StringType,
+            default="utf-8",
+            title="Encoding",
+            description="FTP server encoding",
+        ),
+    ),
+    description="FTP connection settings",
+)
+
+
+# https://filesystem-spec.readthedocs.io/en/latest/api.html#fsspec.implementations.sftp.SFTPFileSystem
+SFTP = th.Property(
+    "sftp",
+    th.ObjectType(
+        th.Property(
+            "host",
+            th.StringType,
+            required=True,
+            title="SFTP Host",
+            description="SFTP server host",
+        ),
+        th.Property(
+            "ssh_kwargs",
+            th.ObjectType(
+                th.Property(
+                    "port",
+                    th.IntegerType,
+                    default=22,
+                    title="SFTP Port",
+                    description="SFTP server port",
+                ),
+                th.Property(
+                    "username",
+                    th.StringType,
+                    required=True,
+                    title="SFTP Username",
+                    description="SFTP username",
+                ),
+                th.Property(
+                    "password",
+                    th.StringType,
+                    secret=True,
+                    title="SFTP Password",
+                    description="SFTP password",
+                ),
+                th.Property(
+                    "pkey",
+                    th.StringType,
+                    secret=True,
+                    title="SFTP Private Key",
+                    description="Private key",
+                ),
+                th.Property(
+                    "timeout",
+                    th.IntegerType,
+                    default=60,
+                    title="Timeout",
+                    description="Timeout of the SFTP connection in seconds",
+                ),
+            ),
+            title="SSH Connection Settings",
+            description="SSH connection settings",
+        ),
+    ),
+    description="SFTP connection settings",
+)
diff --git a/singer_sdk/contrib/filesystem/stream.py b/singer_sdk/contrib/filesystem/stream.py
new file mode 100644
index 000000000..4c1b285de
--- /dev/null
+++ b/singer_sdk/contrib/filesystem/stream.py
@@ -0,0 +1,141 @@
+"""Stream class for reading from files."""
+
+from __future__ import annotations
+
+import abc
+import functools
+import typing as t
+
+from singer_sdk import Stream
+from singer_sdk.exceptions import ConfigValidationError
+from singer_sdk.helpers._util import utc_now
+from singer_sdk.streams.core import REPLICATION_INCREMENTAL
+
+if t.TYPE_CHECKING:
+    import datetime
+
+    import fsspec
+
+    from singer_sdk.helpers.types import Context, Record
+    from singer_sdk.tap_base import Tap
+
+SDC_META_FILEPATH = "_sdc_path"
+SDC_META_MODIFIED_AT = "_sdc_modified_at"
+
+
+class FileStream(Stream, metaclass=abc.ABCMeta):
+    """Abstract base class for file streams."""
+
+    SDC_PROPERTIES: t.ClassVar[dict[str, dict]] = {
+        SDC_META_FILEPATH: {"type": "string"},
+        SDC_META_MODIFIED_AT: {"type": ["string", "null"], "format": "date-time"},
+    }
+
+    def __init__(
+        self,
+        tap: Tap,
+        name: str,
+        *,
+        filepaths: t.Sequence[str],
+        filesystem: fsspec.AbstractFileSystem,
+    ) -> None:
+        """Create a new FileStream instance.
+
+        Args:
+            tap: The tap for this stream.
+            name: The name of the stream.
+            filepaths: List of file paths to read.
+            filesystem: The filesystem implementation object to use.
+            mode: The read mode for the stream.
+
+        Raises:
+            ConfigValidationError: If no file paths are provided.
+        """
+        if not filepaths:  # pragma: no cover
+            msg = "Configuration error"
+            raise ConfigValidationError(msg, errors=["No file paths provided"])
+
+        self._filepaths = filepaths
+        self.filesystem = filesystem
+
+        super().__init__(tap, schema=None, name=name)
+
+        # TODO(edgarrmondragon): Make this None if the filesytem does not support it.
+        self.replication_key = SDC_META_MODIFIED_AT
+        self._sync_start_time = utc_now()
+        self._partitions = [{SDC_META_FILEPATH: path} for path in self._filepaths]
+
+    @property
+    def partitions(self) -> list[dict[str, t.Any]]:
+        """Return the list of partitions for this stream."""
+        return self._partitions
+
+    def _get_full_schema(self) -> dict[str, t.Any]:
+        """Return the full schema for the stream.
+
+        Args:
+            context: Stream partition or context dictionary.
+
+        Returns:
+            The full schema for the stream.
+        """
+        path: str = self._filepaths[0]
+        schema = self.get_schema(path)
+        schema["properties"].update(self.SDC_PROPERTIES)
+        return schema
+
+    @functools.cached_property
+    def schema(self) -> dict[str, t.Any]:
+        """Return the schema for the stream."""
+        return self._get_full_schema()
+
+    def get_records(
+        self,
+        context: Context | None,
+    ) -> t.Iterable[dict | tuple[dict, dict | None]]:
+        """Read records from the file.
+
+        Args:
+            context: Stream partition or context dictionary.
+
+        Yields:
+            Record or tuple of Record and child context.
+
+        Raises:
+            RuntimeError: If context is not provided.
+        """
+        if not context:  # pragma: no cover
+            # TODO: Raise a more specific error.
+            msg = f"Context is required for {self.name}"
+            raise RuntimeError(msg)
+
+        path: str = context[SDC_META_FILEPATH]
+
+        mtime: datetime.datetime | None
+        try:
+            mtime: datetime.datetime = self.filesystem.modified(path)  # type: ignore[no-redef]
+        except NotImplementedError:  # pragma: no cover
+            self.logger.warning("Filesystem does not support modified time")
+            mtime = None
+
+        if (
+            self.replication_method is REPLICATION_INCREMENTAL
+            and (previous_bookmark := self.get_starting_timestamp(context))
+            and mtime is not None
+            and mtime < previous_bookmark
+        ):
+            self.logger.info("File has not been modified since last read, skipping")
+            return
+
+        for record in self.read_file(path):
+            record[SDC_META_MODIFIED_AT] = mtime or self._sync_start_time
+            record[SDC_META_FILEPATH] = path
+            yield record
+
+    @abc.abstractmethod
+    def get_schema(self, path: str) -> dict[str, t.Any]:
+        """Return the schema for the file."""
+
+    @abc.abstractmethod
+    def read_file(self, path: str) -> t.Iterable[Record]:
+        """Return a generator of records from the file."""
diff --git a/singer_sdk/contrib/filesystem/tap.py b/singer_sdk/contrib/filesystem/tap.py
new file mode 100644
index 000000000..58ca673d8
--- /dev/null
+++ b/singer_sdk/contrib/filesystem/tap.py
@@ -0,0 +1,197 @@
+"""Singer tap for files in a directory."""
+
+from __future__ import annotations
+
+import enum
+import functools
+import logging
+import os
+import typing as t
+from pathlib import Path
+
+import fsspec
+
+import singer_sdk.typing as th
+from singer_sdk import Tap
+from singer_sdk.contrib.filesystem import config as filesystem_config
+from singer_sdk.contrib.filesystem.stream import FileStream
+from singer_sdk.exceptions import ConfigValidationError
+
+logger = logging.getLogger(__name__)
+
+DEFAULT_MERGE_STREAM_NAME = "files"
+
+
+class ReadMode(str, enum.Enum):
+    """Sync mode for the tap."""
+
+    one_stream_per_file = "one_stream_per_file"
+    merge = "merge"
+
+
+BASE_CONFIG_SCHEMA = th.PropertiesList(
+    th.Property(
+        "filesystem",
+        th.StringType,
+        required=True,
+        default="local",
+        allowed_values=["local", "ftp", "sftp"],
+        title="Filesystem",
+        description="The filesystem to use.",
+    ),
+    th.Property(
+        "path",
+        th.StringType,
+        required=True,
+        title="Directory Path",
+        description="Path to the directory where the files are stored.",
+    ),
+    th.Property(
+        "read_mode",
+        th.StringType,
+        required=True,
+        title="Read Mode",
+        description=(
+            "Use `one_stream_per_file` to read each file as a separate stream, or "
+            "`merge` to merge all files into a single stream."
+        ),
+        allowed_values=list(ReadMode),
+    ),
+    th.Property(
+        "stream_name",
+        th.StringType,
+        required=True,
+        default=DEFAULT_MERGE_STREAM_NAME,
+        title="Stream Name (Merge Mode)",
+        description="Name of the stream to use when `read_mode` is `merge`.",
+    ),
+    filesystem_config.FTP,
+    filesystem_config.SFTP,
+).to_dict()
+
+
+def file_path_to_stream_name(file_path: str) -> str:
+    """Convert a file path to a stream name.
+
+    - Get rid of any extensions
+    - Preserve the full path, but replace slashes with double underscores
+
+    Args:
+        file_path: The file path to convert.
+
+    Returns:
+        The stream name.
+    """
+    path_obj = Path(file_path)
+    return path_obj.with_suffix("").as_posix().replace("/", "__")
+
+
+_T = t.TypeVar("_T", bound=FileStream)
+
+
+class FolderTap(Tap, t.Generic[_T]):
+    """Singer tap for files in a directory."""
+
+    valid_extensions: tuple[str, ...]
+    """Valid file extensions for this tap.
+
+    Files with extensions not in this list will be ignored.
+    """
+
+    default_stream_class: type[_T]
+    """The default stream class to use for this tap.
+
+    This should be a subclass of `FileStream`.
+    """
+
+    config_jsonschema: t.ClassVar[dict] = {"properties": {}}
+
+    @classmethod
+    def append_builtin_config(cls: type[FolderTap], config_jsonschema: dict) -> None:
+        """Appends built-in config to `config_jsonschema` if not already set.
+
+        To customize or disable this behavior, developers may either override this class
+        method or override the `capabilities` property to disabled any unwanted
+        built-in capabilities.
+
+        For all except very advanced use cases, we recommend leaving these
+        implementations "as-is", since this provides the most choice to users and is
+        the most "future proof" in terms of taking advantage of built-in capabilities
+        which may be added in the future.
+
+        Args:
+            config_jsonschema: [description]
+        """
+
+        def _merge_missing(source_jsonschema: dict, target_jsonschema: dict) -> None:
+            # Append any missing properties in the target with those from source.
+            for k, v in source_jsonschema["properties"].items():
+                if k not in target_jsonschema["properties"]:
+                    target_jsonschema["properties"][k] = v
+
+        _merge_missing(BASE_CONFIG_SCHEMA, config_jsonschema)
+
+        super().append_builtin_config(config_jsonschema)
+
+    @functools.cached_property
+    def read_mode(self) -> ReadMode:
+        """Folder read mode."""
+        return ReadMode(self.config["read_mode"])
+
+    @functools.cached_property
+    def fs(self) -> fsspec.AbstractFileSystem:
+        """Return the filesystem object.
+
+        Raises:
+            ConfigValidationError: If the filesystem configuration is missing.
+        """
+        protocol = self.config["filesystem"]
+        if protocol != "local" and protocol not in self.config:  # pragma: no cover
+            msg = "Filesytem configuration is missing"
+            raise ConfigValidationError(
+                msg,
+                errors=[f"Missing configuration for filesystem {protocol}"],
+            )
+        logger.info("Instatiating filesystem inteface: '%s'", protocol)
+        return fsspec.filesystem(protocol, **self.config.get(protocol, {}))
+
+    def discover_streams(self) -> list:
+        """Return a list of discovered streams.
+
+        Raises:
+            ValueError: If the path does not exist or is not a directory.
+        """
+        # A directory for now, but could be a glob pattern.
+        path: str = self.config["path"]
+
+        if not self.fs.exists(path) or not self.fs.isdir(path):  # pragma: no cover
+            # Raise a more specific error if the path is not a directory.
+            msg = f"Path {path} does not exist or is not a directory"
+            raise ValueError(msg)
+
+        # One stream per file
+        if self.read_mode == ReadMode.one_stream_per_file:
+            return [
+                self.default_stream_class(
+                    tap=self,
+                    name=file_path_to_stream_name(member),
+                    filepaths=[os.path.join(path, member)],  # noqa: PTH118
+                    filesystem=self.fs,
+                )
+                for member in os.listdir(path)
+                if member.endswith(self.valid_extensions)
+            ]
+
+        # Merge
+        return [
+            self.default_stream_class(
+                tap=self,
+                name=self.config["stream_name"],
+                filepaths=[
+                    os.path.join(path, member)  # noqa: PTH118
+                    for member in os.listdir(path)
+                    if member.endswith(self.valid_extensions)
+                ],
+                filesystem=self.fs,
+            )
+        ]
diff --git a/singer_sdk/helpers/_batch.py b/singer_sdk/helpers/_batch.py
index b57002e1d..2e4ae4615 100644
--- a/singer_sdk/helpers/_batch.py
+++ b/singer_sdk/helpers/_batch.py
@@ -232,7 +232,7 @@ def __post_init__(self) -> None:
             self.storage = StorageTarget.from_dict(self.storage)
 
         if self.batch_size is None:
-            self.batch_size = DEFAULT_BATCH_SIZE
+            self.batch_size = DEFAULT_BATCH_SIZE  # type: ignore[unreachable]
 
     def asdict(self) -> dict[str, t.Any]:
         """Return a dictionary representation of the message.
diff --git a/singer_sdk/helpers/_catalog.py b/singer_sdk/helpers/_catalog.py
index 90eec4c5e..a8747d30c 100644
--- a/singer_sdk/helpers/_catalog.py
+++ b/singer_sdk/helpers/_catalog.py
@@ -43,7 +43,7 @@ def _pop_deselected_schema(
         schema_at_breadcrumb = schema_at_breadcrumb.get(crumb, {})
 
     if not isinstance(schema_at_breadcrumb, dict):  # pragma: no cover
-        msg = (
+        msg = (  # type: ignore[unreachable]
             "Expected dictionary type instead of "
             f"'{type(schema_at_breadcrumb).__name__}' '{schema_at_breadcrumb}' for "
             f"'{stream_name}' bookmark '{breadcrumb!s}' in '{schema}'"
@@ -123,7 +123,7 @@ def set_catalog_stream_selected(
     """
     breadcrumb = breadcrumb or ()
     if not isinstance(breadcrumb, tuple):  # pragma: no cover
-        msg = (
+        msg = (  # type: ignore[unreachable]
             f"Expected tuple value for breadcrumb '{breadcrumb}'. Got "
             f"{type(breadcrumb).__name__}"
         )
diff --git a/singer_sdk/helpers/_compat.py b/singer_sdk/helpers/_compat.py
index 2ad9528e6..b6f0ad43e 100644
--- a/singer_sdk/helpers/_compat.py
+++ b/singer_sdk/helpers/_compat.py
@@ -4,15 +4,9 @@
 
 import datetime
 import sys
+from importlib import resources as importlib_resources
 
-if sys.version_info < (3, 9):
-    import importlib_resources
-else:
-    from importlib import resources as importlib_resources
-
-if sys.version_info < (3, 9):
-    from importlib_resources.abc import Traversable
-elif sys.version_info < (3, 12):
+if sys.version_info < (3, 12):
     from importlib.abc import Traversable
 else:
     from importlib.resources.abc import Traversable
@@ -31,7 +25,13 @@
 date_fromisoformat = datetime.date.fromisoformat
 time_fromisoformat = datetime.time.fromisoformat
 
+
+class SingerSDKDeprecationWarning(DeprecationWarning):
+    """Custom deprecation warning for the Singer SDK."""
+
+
 __all__ = [
+    "SingerSDKDeprecationWarning",
     "Traversable",
     "date_fromisoformat",
     "datetime_fromisoformat",
diff --git a/singer_sdk/helpers/_flattening.py b/singer_sdk/helpers/_flattening.py
index 79ca50fdc..883d8a1a7 100644
--- a/singer_sdk/helpers/_flattening.py
+++ b/singer_sdk/helpers/_flattening.py
@@ -11,6 +11,7 @@
 import inflection
 
 from singer_sdk._singerlib.json import serialize_json
+from singer_sdk.exceptions import ConfigValidationError
 
 DEFAULT_FLATTENING_SEPARATOR = "__"
 
@@ -35,7 +36,14 @@ def get_flattening_options(
         A new FlatteningOptions object or None if flattening is disabled.
     """
     if plugin_config.get("flattening_enabled", False):
-        return FlatteningOptions(max_level=int(plugin_config["flattening_max_depth"]))
+        if (max_depth := plugin_config.get("flattening_max_depth")) is not None:
+            return FlatteningOptions(max_level=int(max_depth))
+
+        msg = "Flattening is misconfigured"
+        raise ConfigValidationError(
+            msg,
+            errors=["flattening_max_depth is required when flattening is enabled"],
+        )
 
     return None
 
diff --git a/singer_sdk/helpers/_state.py b/singer_sdk/helpers/_state.py
index a910bb71e..565dbd51d 100644
--- a/singer_sdk/helpers/_state.py
+++ b/singer_sdk/helpers/_state.py
@@ -118,7 +118,7 @@ def get_writeable_state_dict(
         ValueError: Raise an error if duplicate entries are found.
     """
     if tap_state is None:
-        msg = "Cannot write state to missing state dictionary."
+        msg = "Cannot write state to missing state dictionary."  # type: ignore[unreachable]
         raise ValueError(msg)
 
     if "bookmarks" not in tap_state:
@@ -218,6 +218,10 @@ def increment_state(
                 extra={"replication_key": replication_key},
             )
         progress_dict = stream_or_partition_state[PROGRESS_MARKERS]
+    # TODO: Instead of forcing all values to be JSON-compatible strings and hope
+    # we catch all cases, we should allow the stream to define how to
+    # the values from the state and the record should be pre-processed.
+    # https://github.com/meltano/sdk/issues/2753
     old_rk_value = to_json_compatible(progress_dict.get("replication_key_value"))
     new_rk_value = to_json_compatible(latest_record[replication_key])
 
diff --git a/singer_sdk/helpers/_typing.py b/singer_sdk/helpers/_typing.py
index 1e7370fd9..d3b629c11 100644
--- a/singer_sdk/helpers/_typing.py
+++ b/singer_sdk/helpers/_typing.py
@@ -6,6 +6,7 @@
 import datetime
 import logging
 import typing as t
+import uuid
 from enum import Enum
 from functools import lru_cache
 
@@ -42,6 +43,8 @@ def to_json_compatible(val: t.Any) -> t.Any:  # noqa: ANN401
     if isinstance(val, (datetime.datetime,)):
         # Make naive datetimes UTC
         return (val.replace(tzinfo=UTC) if val.tzinfo is None else val).isoformat("T")
+    if isinstance(val, (uuid.UUID,)):
+        return str(val)
     return val
 
 
@@ -279,6 +282,17 @@ def is_boolean_type(property_schema: dict) -> bool | None:
     return False
 
 
+def _is_exclusive_boolean_type(property_schema: dict) -> bool:
+    if "type" not in property_schema:
+        return False
+
+    return (
+        property_schema["type"] == "boolean"
+        or property_schema["type"] == ["boolean"]
+        or set(property_schema["type"]) == {"boolean", "null"}
+    )
+
+
 def is_integer_type(property_schema: dict) -> bool | None:
     """Return true if the JSON Schema type is an integer or None if detection fails."""
     if "anyOf" not in property_schema and "type" not in property_schema:
@@ -523,6 +537,6 @@ def _conform_primitive_property(  # noqa: PLR0911
     if isinstance(elem, bytes):
         # for BIT value, treat 0 as False and anything else as True
         return elem != b"\x00" if is_boolean_type(property_schema) else elem.hex()
-    if is_boolean_type(property_schema):
+    if _is_exclusive_boolean_type(property_schema):
         return None if elem is None else elem != 0
     return elem
diff --git a/singer_sdk/helpers/capabilities/_enum.py b/singer_sdk/helpers/capabilities/_enum.py
index c5ce3f2a2..a6bbc46bc 100644
--- a/singer_sdk/helpers/capabilities/_enum.py
+++ b/singer_sdk/helpers/capabilities/_enum.py
@@ -190,9 +190,6 @@ class TargetCapabilities(CapabilitiesEnum):
     #: Fail safe for unknown JSON Schema types.
     DATATYPE_FAILSAFE = "datatype-failsafe"
 
-    #: Allow de-nesting complex properties.
-    RECORD_FLATTENING = "record-flattening"
-
     #: Allow setting the target schema.
     TARGET_SCHEMA = "target-schema"
 
diff --git a/singer_sdk/helpers/capabilities/_schema.py b/singer_sdk/helpers/capabilities/_schema.py
index a971b39a9..54bd213d2 100644
--- a/singer_sdk/helpers/capabilities/_schema.py
+++ b/singer_sdk/helpers/capabilities/_schema.py
@@ -20,6 +20,7 @@
     Property(
         "stream_maps",
         ObjectType(),
+        title="Stream Maps",
         description=(
             "Config object for stream maps capability. "
             "For more information check out "
@@ -29,6 +30,7 @@
     Property(
         "stream_map_config",
         ObjectType(),
+        title="User Stream Map Configuration",
         description="User-defined config values to be used within map expressions.",
     ),
     Property(
@@ -37,6 +39,7 @@
             Property(
                 "seed",
                 OneOf(NumberType, StringType, BooleanType),
+                title="Faker Seed",
                 description=(
                     "Value to seed the Faker generator for deterministic output: "
                     "https://faker.readthedocs.io/en/master/#seeding-the-generator"
@@ -45,12 +48,14 @@
             Property(
                 "locale",
                 OneOf(StringType, ArrayType(StringType)),
+                title="Faker Locale",
                 description=(
                     "One or more LCID locale strings to produce localized output for: "
                     "https://faker.readthedocs.io/en/master/#localization"
                 ),
             ),
         ),
+        title="Faker Configuration",
         description=(
             "Config for the [`Faker`](https://faker.readthedocs.io/en/master/) "
             "instance variable `fake` used within map expressions. Only applicable if "
@@ -64,6 +69,7 @@
     Property(
         "flattening_enabled",
         BooleanType(),
+        title="Enable Schema Flattening",
         description=(
             "'True' to enable schema flattening and automatically expand nested "
             "properties."
@@ -72,6 +78,7 @@
     Property(
         "flattening_max_depth",
         IntegerType(),
+        title="Max Flattening Depth",
         description="The max depth to flatten schemas.",
     ),
 ).to_dict()
@@ -79,38 +86,45 @@
 BATCH_CONFIG = PropertiesList(
     Property(
         "batch_config",
-        description="",
+        title="Batch Configuration",
+        description="Configuration for BATCH message capabilities.",
         wrapped=ObjectType(
             Property(
                 "encoding",
+                title="Batch Encoding Configuration",
                 description="Specifies the format and compression of the batch files.",
                 wrapped=ObjectType(
                     Property(
                         "format",
                         StringType,
                         allowed_values=["jsonl", "parquet"],
+                        title="Batch Encoding Format",
                         description="Format to use for batch files.",
                     ),
                     Property(
                         "compression",
                         StringType,
                         allowed_values=["gzip", "none"],
+                        title="Batch Compression Format",
                         description="Compression format to use for batch files.",
                     ),
                 ),
             ),
             Property(
                 "storage",
+                title="Batch Storage Configuration",
                 description="Defines the storage layer to use when writing batch files",
                 wrapped=ObjectType(
                     Property(
                         "root",
                         StringType,
+                        title="Batch Storage Root",
                         description="Root path to use when writing batch files.",
                     ),
                     Property(
                         "prefix",
                         StringType,
+                        title="Batch Storage Prefix",
                         description="Prefix to use when writing batch files.",
                     ),
                 ),
@@ -123,6 +137,7 @@
     Property(
         "default_target_schema",
         StringType(),
+        title="Default Target Schema",
         description="The default target database schema name to use for all streams.",
     ),
 ).to_dict()
@@ -131,7 +146,8 @@
     Property(
         "add_record_metadata",
         BooleanType(),
-        description="Add metadata to records.",
+        title="Add Record Metadata",
+        description="Whether to add metadata fields to records.",
     ),
 ).to_dict()
 
@@ -139,6 +155,7 @@
     Property(
         "hard_delete",
         BooleanType(),
+        title="Hard Delete",
         description="Hard delete records.",
         default=False,
     ),
@@ -148,6 +165,7 @@
     Property(
         "validate_records",
         BooleanType(),
+        title="Validate Records",
         description="Whether to validate the schema of the incoming streams.",
         default=True,
     ),
@@ -157,6 +175,7 @@
     Property(
         "batch_size_rows",
         IntegerType,
+        title="Batch Size Rows",
         description="Maximum number of rows in each batch.",
     ),
 ).to_dict()
diff --git a/singer_sdk/helpers/types.py b/singer_sdk/helpers/types.py
index 6d8c877ff..7693b17d4 100644
--- a/singer_sdk/helpers/types.py
+++ b/singer_sdk/helpers/types.py
@@ -4,14 +4,10 @@
 
 import sys
 import typing as t
+from collections.abc import Mapping
 
 import requests
 
-if sys.version_info < (3, 9):
-    from typing import Mapping  # noqa: ICN003
-else:
-    from collections.abc import Mapping
-
 if sys.version_info < (3, 10):
     from typing_extensions import TypeAlias
 else:
@@ -24,5 +20,5 @@
 ]
 
 Context: TypeAlias = Mapping[str, t.Any]
-Record: TypeAlias = t.Dict[str, t.Any]
+Record: TypeAlias = dict[str, t.Any]
 Auth: TypeAlias = t.Callable[[requests.PreparedRequest], requests.PreparedRequest]
diff --git a/singer_sdk/mapper.py b/singer_sdk/mapper.py
index 400ff5fe3..2e27b8093 100644
--- a/singer_sdk/mapper.py
+++ b/singer_sdk/mapper.py
@@ -14,7 +14,9 @@
 import importlib.util
 import json
 import logging
+import sys
 import typing as t
+import warnings
 
 import simpleeval  # type: ignore[import-untyped]
 
@@ -61,7 +63,7 @@ def md5(string: str) -> str:
     return hashlib.md5(string.encode("utf-8")).hexdigest()  # noqa: S324
 
 
-StreamMapsDict: TypeAlias = t.Dict[str, t.Union[str, dict, None]]
+StreamMapsDict: TypeAlias = dict[str, t.Union[str, dict, None]]
 
 
 class StreamMap(metaclass=abc.ABCMeta):
@@ -335,9 +337,13 @@ def _eval(
         names["_"] = record  # Add a shorthand alias in case of reserved words in names
         names["record"] = record  # ...and a longhand alias
         names["config"] = self.map_config  # Allow map config access within transform
+        names["__stream_name__"] = self.stream_alias  # Access stream name in transform
 
         if self.fake:
+            from faker import Faker  # noqa: PLC0415
+
             names["fake"] = self.fake
+            names["Faker"] = Faker
 
         if property_name and property_name in record:
             # Allow access to original property value if applicable
@@ -356,7 +362,7 @@ def _eval(
 
         return result
 
-    def _eval_type(
+    def _eval_type(  # noqa: PLR0911
         self,
         expr: str,
         default: th.JSONTypeHelper | None = None,
@@ -374,7 +380,7 @@ def _eval_type(
             ValueError: If the expression is ``None``.
         """
         if expr is None:
-            msg = "Expression should be str, not None"
+            msg = "Expression should be str, not None"  # type: ignore[unreachable]
             raise ValueError(msg)
 
         default = default or th.StringType()
@@ -395,6 +401,14 @@ def _eval_type(
         if expr.startswith("bool("):
             return th.BooleanType()
 
+        if expr.startswith(("datetime.date.", "datetime.date(")) or expr.endswith(
+            ".date()"
+        ):
+            return th.DateType()
+
+        if expr.startswith(("datetime.datetime.", "datetime.datetime(")):
+            return th.DateTimeType()
+
         return th.StringType() if expr[0] == "'" and expr[-1] == "'" else default
 
     def _init_functions_and_schema(  # noqa: PLR0912, PLR0915, C901
@@ -481,6 +495,12 @@ def _init_functions_and_schema(  # noqa: PLR0912, PLR0915, C901
                     )
                     raise StreamMapConfigError(msg)
                 transformed_schema["properties"].pop(prop_key, None)
+                if "required" in transformed_schema:
+                    transformed_schema["required"] = [
+                        item
+                        for item in transformed_schema["required"]
+                        if item != prop_key
+                    ]
                 stream_map_parsed.append((prop_key, prop_def, None))
             elif isinstance(prop_def, str):
                 default_type: th.JSONTypeHelper = th.StringType()  # Fallback to string
@@ -500,6 +520,12 @@ def _init_functions_and_schema(  # noqa: PLR0912, PLR0915, C901
                         self._eval_type(prop_def, default=default_type),
                     ).to_dict(),
                 )
+                if "Faker" in prop_def:
+                    warnings.warn(
+                        "Class 'Faker' is deprecated in stream maps. Use instance methods, like 'fake.seed_instance.'",  # noqa: E501
+                        DeprecationWarning,
+                        stacklevel=2,
+                    )
                 try:
                     parsed_def: ast.Expr = ast.parse(prop_def).body[0]  # type: ignore[assignment]
                     stream_map_parsed.append((prop_key, prop_def, parsed_def))
@@ -561,7 +587,7 @@ def always_true(record: dict) -> bool:
         elif filter_rule is None:
             filter_fn = always_true
         else:
-            msg = (
+            msg = (  # type: ignore[unreachable]
                 f"Unexpected filter rule type '{type(filter_rule).__name__}' in "
                 f"expression {filter_rule!s}. Expected 'str' or 'None'."
             )
@@ -756,6 +782,7 @@ def register_raw_stream_schema(  # noqa: PLR0912, C901
                 elif MAPPER_ALIAS_OPTION in stream_def:
                     # <source>: __alias__: <alias>
                     stream_alias = stream_def.pop(MAPPER_ALIAS_OPTION)
+                    stream_alias = PluginMapper._eval_stream(stream_alias, stream_name)
 
             if stream_name == source_stream:
                 # Exact match
@@ -780,9 +807,7 @@ def register_raw_stream_schema(  # noqa: PLR0912, C901
                     key_properties=key_properties,
                     flattening_options=self.flattening_options,
                 )
-            elif stream_def is None or (
-                isinstance(stream_def, str) and stream_def == NULL_STRING
-            ):
+            elif stream_def is None or (stream_def == NULL_STRING):
                 mapper = RemoveRecordTransform(
                     stream_alias=stream_alias,
                     raw_schema=schema,
@@ -797,7 +822,7 @@ def register_raw_stream_schema(  # noqa: PLR0912, C901
                 raise StreamMapConfigError(msg)
 
             else:
-                msg = (
+                msg = (  # type: ignore[unreachable]
                     f"Unexpected stream definition type. Expected str, dict, or None. "
                     f"Got '{type(stream_def).__name__}'."
                 )
@@ -810,3 +835,40 @@ def register_raw_stream_schema(  # noqa: PLR0912, C901
             else:
                 # Additional mappers for aliasing and multi-projection:
                 self.stream_maps[source_stream].append(mapper)
+
+    @staticmethod
+    def _eval_stream(expr: str, stream_name: str) -> str:
+        """Solve an alias expression.
+
+        Args:
+            expr: String expression to evaluate.
+            stream_name: Name of stream to transform.
+
+        Returns:
+            Evaluated expression.
+
+        Raises:
+            MapExpressionError: If the mapping expression failed to evaluate.
+        """
+        # Allow stream name access within alias transform
+        names = {"__stream_name__": stream_name}
+
+        result: str
+
+        try:
+            expr_evaluator = simpleeval.EvalWithCompoundTypes(names=names)
+            result = expr_evaluator.eval(expr)
+        except simpleeval.NameNotDefined:
+            logging.debug(
+                "Failed to evaluate simpleeval expression %(expr) - "
+                "falling back to original expression",
+                extra={"expr": expr},
+            )
+            result = expr
+        except (simpleeval.InvalidExpression, SyntaxError) as ex:
+            msg = f"Failed to evaluate simpleeval expressions {expr}."
+            raise MapExpressionError(msg) from ex
+
+        logging.debug("Stream eval result: %s = %s", expr, result)
+
+        return result
diff --git a/singer_sdk/mapper_base.py b/singer_sdk/mapper_base.py
index 7614f1239..82ceb74ca 100644
--- a/singer_sdk/mapper_base.py
+++ b/singer_sdk/mapper_base.py
@@ -83,7 +83,7 @@ def map_activate_version_message(
 
     def map_batch_message(  # noqa: PLR6301
         self,
-        message_dict: dict,  # noqa: ARG002
+        message_dict: dict,
     ) -> t.Iterable[singer.Message]:
         """Map a batch message to zero or more new messages.
 
diff --git a/singer_sdk/metrics.py b/singer_sdk/metrics.py
index 50d7d3926..fb97e693c 100644
--- a/singer_sdk/metrics.py
+++ b/singer_sdk/metrics.py
@@ -47,6 +47,7 @@ class Tag(str, enum.Enum):
     JOB_TYPE = "job_type"
     HTTP_STATUS_CODE = "http_status_code"
     STATUS = "status"
+    PID = "pid"
 
 
 class Metric(str, enum.Enum):
@@ -58,6 +59,7 @@ class Metric(str, enum.Enum):
     HTTP_REQUEST_COUNT = "http_request_count"
     JOB_DURATION = "job_duration"
     SYNC_DURATION = "sync_duration"
+    BATCH_PROCESSING_TIME = "batch_processing_time"
 
 
 @dataclass
@@ -116,6 +118,7 @@ def __init__(self, metric: Metric, tags: dict | None = None) -> None:
         """
         self.metric = metric
         self.tags = tags or {}
+        self.tags[Tag.PID] = os.getpid()
         self.logger = get_metrics_logger()
 
     @property
@@ -182,6 +185,10 @@ def __init__(
         self.log_interval = log_interval
         self.last_log_time = time()
 
+    def exit(self) -> None:
+        """Exit the counter context."""
+        self._pop()
+
     def __enter__(self) -> Counter:
         """Enter the counter context.
 
@@ -204,7 +211,7 @@ def __exit__(
             exc_val: The exception value.
             exc_tb: The exception traceback.
         """
-        self._pop()
+        self.exit()
 
     def _pop(self) -> None:
         """Log and reset the counter."""
diff --git a/singer_sdk/plugin_base.py b/singer_sdk/plugin_base.py
index ba3cc1160..8e02c6dcd 100644
--- a/singer_sdk/plugin_base.py
+++ b/singer_sdk/plugin_base.py
@@ -8,12 +8,12 @@
 import sys
 import time
 import typing as t
+import warnings
 from importlib import metadata
 from pathlib import Path, PurePath
 from types import MappingProxyType
 
 import click
-from jsonschema import Draft7Validator
 
 from singer_sdk import about, metrics
 from singer_sdk.cli import plugin_cli
@@ -24,14 +24,18 @@
 from singer_sdk.exceptions import ConfigValidationError
 from singer_sdk.helpers import capabilities
 from singer_sdk.helpers._classproperty import classproperty
+from singer_sdk.helpers._compat import SingerSDKDeprecationWarning
 from singer_sdk.helpers._secrets import SecretString, is_common_secret_key
 from singer_sdk.helpers._util import read_json_file
 from singer_sdk.mapper import PluginMapper
-from singer_sdk.typing import extend_validator_with_defaults
+from singer_sdk.typing import (
+    DEFAULT_JSONSCHEMA_VALIDATOR,
+    extend_validator_with_defaults,
+)
 
 SDK_PACKAGE_NAME = "singer_sdk"
 
-JSONSchemaValidator = extend_validator_with_defaults(Draft7Validator)
+JSONSchemaValidator = extend_validator_with_defaults(DEFAULT_JSONSCHEMA_VALIDATOR)
 
 
 class MapperNotInitialized(Exception):
@@ -145,16 +149,28 @@ def __init__(
             config_dict = {}
         elif isinstance(config, (str, PurePath)):
             config_dict = read_json_file(config)
+            warnings.warn(
+                "Passsing a config file path is deprecated. Please pass the config "
+                "as a dictionary instead.",
+                SingerSDKDeprecationWarning,
+                stacklevel=2,
+            )
         elif isinstance(config, list):
             config_dict = {}
             for config_path in config:
                 # Read each config file sequentially. Settings from files later in the
                 # list will override those of earlier ones.
                 config_dict.update(read_json_file(config_path))
+            warnings.warn(
+                "Passsing a list of config file paths is deprecated. Please pass the "
+                "config as a dictionary instead.",
+                SingerSDKDeprecationWarning,
+                stacklevel=2,
+            )
         elif isinstance(config, dict):
             config_dict = config
         else:
-            msg = f"Error parsing config of type '{type(config).__name__}'."
+            msg = f"Error parsing config of type '{type(config).__name__}'."  # type: ignore[unreachable]
             raise ValueError(msg)
         if parse_env_config:
             self.logger.info("Parsing env var for settings config...")
diff --git a/singer_sdk/sinks/core.py b/singer_sdk/sinks/core.py
index 0c25bd51a..4e074d122 100644
--- a/singer_sdk/sinks/core.py
+++ b/singer_sdk/sinks/core.py
@@ -13,8 +13,10 @@
 from types import MappingProxyType
 
 import jsonschema
+import jsonschema.validators
 from typing_extensions import override
 
+from singer_sdk import metrics
 from singer_sdk._singerlib.json import deserialize_json
 from singer_sdk.exceptions import (
     InvalidJSONSchema,
@@ -38,6 +40,7 @@
     get_datelike_property_type,
     handle_invalid_timestamp_in_record,
 )
+from singer_sdk.typing import DEFAULT_JSONSCHEMA_VALIDATOR
 
 if t.TYPE_CHECKING:
     from logging import Logger
@@ -88,7 +91,10 @@ def __init__(
         Raises:
             InvalidJSONSchema: If the schema provided from tap or mapper is invalid.
         """
-        jsonschema_validator = jsonschema.Draft7Validator
+        jsonschema_validator = jsonschema.validators.validator_for(
+            schema,
+            DEFAULT_JSONSCHEMA_VALIDATOR,
+        )
 
         super().__init__(schema)
         if validate_formats:
@@ -199,6 +205,31 @@ def __init__(
         )
 
         self._validator: BaseJSONSchemaValidator | None = self.get_validator()
+        self._record_counter: metrics.Counter = metrics.record_counter(self.stream_name)
+        self._batch_timer = metrics.Timer(
+            metrics.Metric.BATCH_PROCESSING_TIME,
+            tags={
+                metrics.Tag.STREAM: self.stream_name,
+            },
+        )
+
+    @property
+    def record_counter_metric(self) -> metrics.Counter:
+        """Get the record counter for this sink.
+
+        Returns:
+            The Meter instance for the record counter.
+        """
+        return self._record_counter
+
+    @property
+    def batch_processing_timer(self) -> metrics.Timer:
+        """Get the batch processing timer for this sink.
+
+        Returns:
+            The Meter instance for the batch processing timer.
+        """
+        return self._batch_timer
 
     def get_validator(self) -> BaseJSONSchemaValidator | None:
         """Get a record validator for this sink.
@@ -573,7 +604,7 @@ def _after_process_record(self, context: dict) -> None:
 
     # SDK developer overrides:
 
-    def preprocess_record(self, record: dict, context: dict) -> dict:  # noqa: ARG002, PLR6301
+    def preprocess_record(self, record: dict, context: dict) -> dict:  # noqa: PLR6301, ARG002
         """Process incoming record and return a modified result.
 
         Args:
@@ -673,6 +704,7 @@ def clean_up(self) -> None:
         should not be relied on, it's recommended to use a uuid as well.
         """
         self.logger.info("Cleaning up %s", self.stream_name)
+        self.record_counter_metric.exit()
 
     def process_batch_files(
         self,
@@ -700,16 +732,20 @@ def process_batch_files(
                 storage = StorageTarget.from_url(head)
 
             if encoding.format == BatchFileFormat.JSONL:
-                with storage.fs(create=False) as batch_fs, batch_fs.open(
-                    tail,
-                    mode="rb",
-                ) as file:
-                    context_file = (
-                        gzip_open(file) if encoding.compression == "gzip" else file
-                    )
-                    context = {
-                        "records": [deserialize_json(line) for line in context_file]  # type: ignore[attr-defined]
-                    }
+                with (
+                    storage.fs(create=False) as batch_fs,
+                    batch_fs.open(tail, mode="rb") as file,
+                ):
+                    if encoding.compression == "gzip":
+                        with gzip_open(file) as context_file:
+                            context = {
+                                "records": [
+                                    deserialize_json(line) for line in context_file
+                                ]
+                            }
+                    else:
+                        context = {"records": [deserialize_json(line) for line in file]}
+                    self.record_counter_metric.increment(len(context["records"]))
                     self.process_batch(context)
             elif (
                 importlib.util.find_spec("pyarrow")
@@ -717,13 +753,13 @@ def process_batch_files(
             ):
                 import pyarrow.parquet as pq  # noqa: PLC0415
 
-                with storage.fs(create=False) as batch_fs, batch_fs.open(
-                    tail,
-                    mode="rb",
-                ) as file:
-                    context_file = file
-                    table = pq.read_table(context_file)
+                with (
+                    storage.fs(create=False) as batch_fs,
+                    batch_fs.open(tail, mode="rb") as file,
+                ):
+                    table = pq.read_table(file)
                     context = {"records": table.to_pylist()}
+                    self.record_counter_metric.increment(len(context["records"]))
                     self.process_batch(context)
             else:
                 msg = f"Unsupported batch encoding format: {encoding.format}"
diff --git a/singer_sdk/sinks/sql.py b/singer_sdk/sinks/sql.py
index 33a741614..5bb64afad 100644
--- a/singer_sdk/sinks/sql.py
+++ b/singer_sdk/sinks/sql.py
@@ -21,6 +21,7 @@
 if t.TYPE_CHECKING:
     from sqlalchemy.sql import Executable
 
+    from singer_sdk.connectors.sql import FullyQualifiedName
     from singer_sdk.target_base import Target
 
 _C = t.TypeVar("_C", bound=SQLConnector)
@@ -109,7 +110,7 @@ def database_name(self) -> str | None:
         # Assumes single-DB target context.
 
     @property
-    def full_table_name(self) -> str:
+    def full_table_name(self) -> FullyQualifiedName:
         """Return the fully qualified table name.
 
         Returns:
@@ -122,7 +123,7 @@ def full_table_name(self) -> str:
         )
 
     @property
-    def full_schema_name(self) -> str:
+    def full_schema_name(self) -> FullyQualifiedName:
         """Return the fully qualified schema name.
 
         Returns:
@@ -269,7 +270,7 @@ def process_batch(self, context: dict) -> None:
 
     def generate_insert_statement(
         self,
-        full_table_name: str,
+        full_table_name: str | FullyQualifiedName,
         schema: dict,
     ) -> str | Executable:
         """Generate an insert statement for the given records.
@@ -291,13 +292,13 @@ def generate_insert_statement(
             INSERT INTO {full_table_name}
             ({", ".join(column_identifiers)})
             VALUES ({", ".join([f":{name}" for name in property_names])})
-            """,  # noqa: S608
+            """,
         )
         return statement.rstrip()
 
     def bulk_insert_records(
         self,
-        full_table_name: str,
+        full_table_name: str | FullyQualifiedName,
         schema: dict,
         records: t.Iterable[dict[str, t.Any]],
     ) -> int | None:
diff --git a/singer_sdk/streams/core.py b/singer_sdk/streams/core.py
index 3f8ca6a72..82172e101 100644
--- a/singer_sdk/streams/core.py
+++ b/singer_sdk/streams/core.py
@@ -7,6 +7,7 @@
 import datetime
 import json
 import typing as t
+import warnings
 from os import PathLike
 from pathlib import Path
 from types import MappingProxyType
@@ -27,7 +28,10 @@
     SDKBatchMessage,
 )
 from singer_sdk.helpers._catalog import pop_deselected_record_properties
-from singer_sdk.helpers._compat import datetime_fromisoformat
+from singer_sdk.helpers._compat import (
+    SingerSDKDeprecationWarning,
+    datetime_fromisoformat,
+)
 from singer_sdk.helpers._flattening import get_flattening_options
 from singer_sdk.helpers._state import (
     finalize_state_progress_markers,
@@ -52,6 +56,7 @@
 if t.TYPE_CHECKING:
     import logging
 
+    from singer_sdk._singerlib.catalog import StreamMetadata
     from singer_sdk.helpers import types
     from singer_sdk.helpers._compat import Traversable
     from singer_sdk.tap_base import Tap
@@ -157,12 +162,18 @@ def __init__(
                     raise FileNotFoundError(msg)
 
                 self._schema_filepath = Path(schema)
+                warnings.warn(
+                    "Passing a schema filepath is deprecated. Please pass the schema "
+                    "dictionary or a Singer Schema object instead.",
+                    SingerSDKDeprecationWarning,
+                    stacklevel=2,
+                )
             elif isinstance(schema, dict):
                 self._schema = schema
             elif isinstance(schema, singer.Schema):
                 self._schema = schema.to_dict()
             else:
-                msg = f"Unexpected type {type(schema).__name__} for arg 'schema'."
+                msg = f"Unexpected type {type(schema).__name__} for arg 'schema'."  # type: ignore[unreachable]
                 raise ValueError(msg)
 
         if self.schema_filepath:
@@ -187,7 +198,7 @@ def stream_maps(self) -> list[StreamMap]:
         if self._stream_maps:
             return self._stream_maps
 
-        if self._tap.mapper:
+        if self._tap.mapper:  # type: ignore[truthy-bool]
             self._stream_maps = self._tap.mapper.stream_maps[self.name]
             self.logger.info(
                 "Tap has custom mapper. Using %d provided map(s).",
@@ -365,6 +376,23 @@ def _write_replication_key_signpost(
         state = self.get_context_state(context)
         write_replication_key_signpost(state, value)
 
+    def _parse_datetime(self, value: str) -> datetime.datetime:  # noqa: PLR6301
+        """Parse a datetime string.
+
+        Args:
+            value: The datetime string.
+
+        Returns:
+            The parsed datetime, timezone-aware preferred.
+        """
+        result = datetime_fromisoformat(value)
+
+        # Ensure datetime is timezone-aware
+        if not result.tzinfo:
+            result = result.replace(tzinfo=datetime.timezone.utc)
+
+        return result
+
     def compare_start_date(self, value: str, start_date_value: str) -> str:
         """Compare a bookmark value to a start date and return the most recent value.
 
@@ -384,7 +412,7 @@ def compare_start_date(self, value: str, start_date_value: str) -> str:
             The most recent value between the bookmark and start date.
         """
         if self.is_timestamp_replication_key:
-            return max(value, start_date_value, key=datetime_fromisoformat)
+            return max(value, start_date_value, key=self._parse_datetime)
 
         return value
 
@@ -412,6 +440,8 @@ def _write_starting_replication_value(self, context: types.Context | None) -> No
                 else:
                     value = self.compare_start_date(value, start_date_value)
 
+            self.logger.info("Starting incremental sync with bookmark value: %s", value)
+
         write_starting_replication_value(state, value)
 
     def get_replication_key_signpost(
@@ -718,7 +748,7 @@ def stream_state(self) -> dict:
     # Partitions
 
     @property
-    def partitions(self) -> list[types.Context] | None:
+    def partitions(self) -> list[dict] | None:
         """Get stream partitions.
 
         Developers may override this property to provide a default partitions list.
@@ -729,7 +759,7 @@ def partitions(self) -> list[types.Context] | None:
         Returns:
             A list of partition key dicts (if applicable), otherwise `None`.
         """
-        result: list[types.Mapping] = [
+        result: list[dict] = [
             partition_state["context"]
             for partition_state in (
                 get_state_partitions_list(self.tap_state, self.name) or []
@@ -863,6 +893,27 @@ def _generate_record_messages(
                     time_extracted=utc_now(),
                 )
 
+    def _generate_batch_messages(
+        self,
+        encoding: BaseBatchFileEncoding,
+        manifest: list[str],
+    ) -> t.Generator[SDKBatchMessage, None, None]:
+        """Write out a BATCH message.
+
+        Args:
+            encoding: The encoding to use for the batch.
+            manifest: A list of filenames for the batch.
+
+        Yields:
+            Batch message objects.
+        """
+        for stream_map in self.stream_maps:
+            yield SDKBatchMessage(
+                stream=stream_map.stream_alias,
+                encoding=encoding,
+                manifest=manifest,
+            )
+
     def _write_record_message(self, record: types.Record) -> None:
         """Write out a RECORD message.
 
@@ -885,13 +936,9 @@ def _write_batch_message(
             encoding: The encoding to use for the batch.
             manifest: A list of filenames for the batch.
         """
-        self._tap.write_message(
-            SDKBatchMessage(
-                stream=self.name,
-                encoding=encoding,
-                manifest=manifest,
-            ),
-        )
+        for batch_message in self._generate_batch_messages(encoding, manifest):
+            self._tap.write_message(batch_message)
+
         self._is_state_flushed = False
 
     def _log_metric(self, point: metrics.Point) -> None:
@@ -1072,7 +1119,7 @@ def _sync_records(  # noqa: C901
 
         record_index = 0
         context_element: types.Context | None
-        context_list: list[types.Context] | None
+        context_list: list[types.Context] | list[dict] | None
         context_list = [context] if context is not None else self.partitions
         selected = self.selected
 
@@ -1233,10 +1280,26 @@ def apply_catalog(self, catalog: singer.Catalog) -> None:
 
         catalog_entry = catalog.get_stream(self.name)
         if catalog_entry:
-            self.primary_keys = catalog_entry.key_properties
-            self.replication_key = catalog_entry.replication_key
-            if catalog_entry.replication_method:
-                self.forced_replication_method = catalog_entry.replication_method
+            stream_metadata: StreamMetadata | None
+            if stream_metadata := catalog_entry.metadata.get(()):  # type: ignore[assignment]
+                table_key_properties = stream_metadata.table_key_properties
+                table_replication_key = stream_metadata.replication_key
+                table_replication_method = stream_metadata.forced_replication_method
+            else:
+                table_key_properties = None
+                table_replication_key = None
+                table_replication_method = None
+
+            self.primary_keys = catalog_entry.key_properties or table_key_properties
+            self.replication_key = (
+                catalog_entry.replication_key or table_replication_key
+            )
+
+            replication_method = (
+                catalog_entry.replication_method or table_replication_method
+            )
+            if replication_method:
+                self.forced_replication_method = replication_method
 
     def _get_state_partition_context(
         self,
diff --git a/singer_sdk/streams/graphql.py b/singer_sdk/streams/graphql.py
index 4e5455bc3..22a5fb0cc 100644
--- a/singer_sdk/streams/graphql.py
+++ b/singer_sdk/streams/graphql.py
@@ -71,7 +71,7 @@ def prepare_request_payload(
         query = self.query
 
         if query is None:
-            msg = "Graphql `query` property not set."
+            msg = "Graphql `query` property not set."  # type: ignore[unreachable]
             raise ValueError(msg)
 
         if not query.lstrip().startswith("query"):
diff --git a/singer_sdk/streams/rest.py b/singer_sdk/streams/rest.py
index 559389e8c..dcfdf7104 100644
--- a/singer_sdk/streams/rest.py
+++ b/singer_sdk/streams/rest.py
@@ -5,7 +5,9 @@
 import abc
 import copy
 import logging
+import sys
 import typing as t
+from functools import cached_property
 from http import HTTPStatus
 from urllib.parse import urlparse
 from warnings import warn
@@ -16,6 +18,7 @@
 from singer_sdk import metrics
 from singer_sdk.authenticators import SimpleAuthenticator
 from singer_sdk.exceptions import FatalAPIError, RetriableAPIError
+from singer_sdk.helpers._compat import SingerSDKDeprecationWarning
 from singer_sdk.helpers.jsonpath import extract_jsonpath
 from singer_sdk.pagination import (
     BaseAPIPaginator,
@@ -25,7 +28,13 @@
 )
 from singer_sdk.streams.core import Stream
 
+if sys.version_info < (3, 13):
+    from typing_extensions import deprecated
+else:
+    from warnings import deprecated  # pragma: no cover
+
 if t.TYPE_CHECKING:
+    from collections.abc import Iterable, Mapping
     from datetime import datetime
 
     from backoff.types import Details
@@ -40,28 +49,21 @@
 _TToken = t.TypeVar("_TToken")
 
 
-class RESTStream(Stream, t.Generic[_TToken], metaclass=abc.ABCMeta):  # noqa: PLR0904
-    """Abstract base class for REST API streams."""
+class _HTTPStream(Stream, t.Generic[_TToken], metaclass=abc.ABCMeta):  # noqa: PLR0904
+    """Abstract base class for HTTP streams."""
 
     _page_size: int = DEFAULT_PAGE_SIZE
     _requests_session: requests.Session | None
 
-    #: HTTP method to use for requests. Defaults to "GET".
-    rest_method = "GET"
-
-    #: JSONPath expression to extract records from the API response.
-    records_jsonpath: str = "$[*]"
-
     #: Response code reference for rate limit retries
     extra_retry_statuses: t.Sequence[int] = [HTTPStatus.TOO_MANY_REQUESTS]
 
-    #: Optional JSONPath expression to extract a pagination token from the API response.
-    #: Example: `"$.next_page"`
-    next_page_token_jsonpath: str | None = None
-
     #: Optional flag to disable HTTP redirects. Defaults to False.
     allow_redirects: bool = True
 
+    #: Set this to True if the API expects a JSON payload in the request body.
+    payload_as_json: bool = False
+
     # Private constants. May not be supported in future releases:
     _LOG_REQUEST_METRICS: bool = True
     # Disabled by default for safety:
@@ -89,7 +91,7 @@ def __init__(
         schema: dict[str, t.Any] | Schema | None = None,
         path: str | None = None,
     ) -> None:
-        """Initialize the REST stream.
+        """Initialize the HTTP stream.
 
         Args:
             tap: Singer Tap this stream belongs to.
@@ -100,10 +102,8 @@ def __init__(
         super().__init__(name=name, schema=schema, tap=tap)
         if path:
             self.path = path
-        self._http_headers: dict = {}
+        self._http_headers: dict = {"User-Agent": self.user_agent}
         self._requests_session = requests.Session()
-        self._compiled_jsonpath = None
-        self._next_page_token_compiled_jsonpath = None
 
     @staticmethod
     def _url_encode(val: str | datetime | bool | int | list[str]) -> str:  # noqa: FBT001
@@ -139,6 +139,24 @@ def get_url(self, context: Context | None) -> str:
 
     # HTTP Request functions
 
+    @property
+    @deprecated(
+        "Use `http_method` instead.",
+        category=SingerSDKDeprecationWarning,
+    )
+    def rest_method(self) -> str:
+        """HTTP method to use for requests. Defaults to "GET".
+
+        .. deprecated:: 0.43.0
+           Override :meth:`~singer_sdk.RESTStream.http_method` instead.
+        """
+        return "GET"
+
+    @property
+    def http_method(self) -> str:
+        """HTTP method to use for requests. Defaults to "GET"."""
+        return self.rest_method
+
     @property
     def requests_session(self) -> requests.Session:
         """Get requests session.
@@ -150,6 +168,20 @@ def requests_session(self) -> requests.Session:
             self._requests_session = requests.Session()
         return self._requests_session
 
+    @cached_property
+    def user_agent(self) -> str:
+        """Get the user agent string for the stream.
+
+        Returns:
+            The user agent string.
+
+        .. versionadded:: 0.40.0
+        """
+        return self.config.get(
+            "user_agent",
+            f"{self.tap_name}/{self._tap.plugin_version}",
+        )
+
     def validate_response(self, response: requests.Response) -> None:
         """Validate HTTP response.
 
@@ -238,7 +270,7 @@ def request_decorator(self, func: t.Callable) -> t.Callable:
             (
                 ConnectionResetError,
                 RetriableAPIError,
-                requests.exceptions.ReadTimeout,
+                requests.exceptions.Timeout,
                 requests.exceptions.ConnectionError,
                 requests.exceptions.ChunkedEncodingError,
                 requests.exceptions.ContentDecodingError,
@@ -354,19 +386,25 @@ def prepare_request(
             Build a request with the stream's URL, path, query parameters,
             HTTP headers and authenticator.
         """
-        http_method = self.rest_method
+        http_method = self.http_method
         url: str = self.get_url(context)
         params: dict | str = self.get_url_params(context, next_page_token)
         request_data = self.prepare_request_payload(context, next_page_token)
         headers = self.http_headers
 
-        return self.build_prepared_request(
-            method=http_method,
-            url=url,
-            params=params,
-            headers=headers,
-            json=request_data,
-        )
+        prepare_kwargs: dict[str, t.Any] = {
+            "method": http_method,
+            "url": url,
+            "params": params,
+            "headers": headers,
+        }
+
+        if self.payload_as_json:
+            prepare_kwargs["json"] = request_data
+        else:
+            prepare_kwargs["data"] = request_data
+
+        return self.build_prepared_request(**prepare_kwargs)
 
     def request_records(self, context: Context | None) -> t.Iterable[dict]:
         """Request records from REST endpoint(s), returning response records.
@@ -507,8 +545,16 @@ def prepare_request_payload(
         self,
         context: Context | None,
         next_page_token: _TToken | None,
-    ) -> dict | None:
-        """Prepare the data payload for the REST API request.
+    ) -> (
+        Iterable[bytes]
+        | str
+        | bytes
+        | list[tuple[t.Any, t.Any]]
+        | tuple[tuple[t.Any, t.Any]]
+        | Mapping[str, t.Any]
+        | None
+    ):
+        """Prepare the data payload for the HTTP request.
 
         By default, no payload will be sent (return None).
 
@@ -522,27 +568,6 @@ def prepare_request_payload(
                 next page of data.
         """
 
-    def get_new_paginator(self) -> BaseAPIPaginator:
-        """Get a fresh paginator for this API endpoint.
-
-        Returns:
-            A paginator instance.
-        """
-        if hasattr(self, "get_next_page_token"):
-            warn(
-                "`RESTStream.get_next_page_token` is deprecated and will not be used "
-                "in a future version of the Meltano Singer SDK. "
-                "Override `RESTStream.get_new_paginator` instead.",
-                DeprecationWarning,
-                stacklevel=2,
-            )
-            return LegacyStreamPaginator(self)
-
-        if self.next_page_token_jsonpath:
-            return JSONPathPaginator(self.next_page_token_jsonpath)
-
-        return SimpleHeaderPaginator("X-Next-Page")
-
     @property
     def http_headers(self) -> dict:
         """Return headers dict to be used for HTTP requests.
@@ -553,10 +578,7 @@ def http_headers(self) -> dict:
         Returns:
             Dictionary of HTTP headers to use as a base for every request.
         """
-        result = self._http_headers
-        if "user_agent" in self.config:
-            result["User-Agent"] = self.config.get("user_agent")
-        return result
+        return self._http_headers
 
     @property
     def timeout(self) -> int:
@@ -589,6 +611,9 @@ def get_records(self, context: Context | None) -> t.Iterable[dict[str, t.Any]]:
                 continue
             yield transformed_record
 
+    # Abstract methods:
+
+    @abc.abstractmethod
     def parse_response(self, response: requests.Response) -> t.Iterable[dict]:
         """Parse the response and return an iterator of result records.
 
@@ -598,9 +623,16 @@ def parse_response(self, response: requests.Response) -> t.Iterable[dict]:
         Yields:
             One item for every item found in the response.
         """
-        yield from extract_jsonpath(self.records_jsonpath, input=response.json())
+        ...
 
-    # Abstract methods:
+    @abc.abstractmethod
+    def get_new_paginator(self) -> BaseAPIPaginator:
+        """Get a fresh paginator for this endpoint.
+
+        Returns:
+            A paginator instance.
+        """
+        ...
 
     @property
     def authenticator(self) -> Auth:
@@ -700,3 +732,72 @@ def backoff_runtime(  # noqa: PLR6301
         exception = yield  # type: ignore[misc]
         while True:
             exception = yield value(exception)
+
+
+class RESTStream(_HTTPStream, t.Generic[_TToken], metaclass=abc.ABCMeta):
+    """Abstract base class for REST API streams."""
+
+    #: JSONPath expression to extract records from the API response.
+    records_jsonpath: str = "$[*]"
+
+    #: Optional JSONPath expression to extract a pagination token from the API response.
+    #: Example: `"$.next_page"`
+    next_page_token_jsonpath: str | None = None
+
+    payload_as_json: bool = True
+    """Set this to False if the API expects something other than JSON in the request
+    body.
+
+    .. versionadded:: 0.43.0
+    """
+
+    def __init__(
+        self,
+        tap: Tap,
+        name: str | None = None,
+        schema: dict[str, t.Any] | Schema | None = None,
+        path: str | None = None,
+    ) -> None:
+        """Initialize the REST stream.
+
+        Args:
+            tap: Singer Tap this stream belongs to.
+            schema: JSON schema for records in this stream.
+            name: Name of this stream.
+            path: URL path for this entity stream.
+        """
+        super().__init__(tap, name, schema, path)
+        self._compiled_jsonpath = None
+        self._next_page_token_compiled_jsonpath = None
+
+    def parse_response(self, response: requests.Response) -> t.Iterable[dict]:
+        """Parse the response and return an iterator of result records.
+
+        Args:
+            response: A raw :class:`requests.Response`
+
+        Yields:
+            One item for every item found in the response.
+        """
+        yield from extract_jsonpath(self.records_jsonpath, input=response.json())
+
+    def get_new_paginator(self) -> BaseAPIPaginator:
+        """Get a fresh paginator for this API endpoint.
+
+        Returns:
+            A paginator instance.
+        """
+        if hasattr(self, "get_next_page_token"):
+            warn(
+                "`RESTStream.get_next_page_token` is deprecated and will not be used "
+                "in a future version of the Meltano Singer SDK. "
+                "Override `RESTStream.get_new_paginator` instead.",
+                DeprecationWarning,
+                stacklevel=2,
+            )
+            return LegacyStreamPaginator(self)
+
+        if self.next_page_token_jsonpath:
+            return JSONPathPaginator(self.next_page_token_jsonpath)
+
+        return SimpleHeaderPaginator("X-Next-Page")
diff --git a/singer_sdk/streams/sql.py b/singer_sdk/streams/sql.py
index 954159885..de6447cd2 100644
--- a/singer_sdk/streams/sql.py
+++ b/singer_sdk/streams/sql.py
@@ -14,6 +14,7 @@
 from singer_sdk.streams.core import REPLICATION_INCREMENTAL, Stream
 
 if t.TYPE_CHECKING:
+    from singer_sdk.connectors.sql import FullyQualifiedName
     from singer_sdk.helpers.types import Context
     from singer_sdk.tap_base import Tap
 
@@ -124,7 +125,7 @@ def primary_keys(self, new_value: t.Sequence[str]) -> None:
         self._singer_catalog_entry.metadata.root.table_key_properties = new_value
 
     @property
-    def fully_qualified_name(self) -> str:
+    def fully_qualified_name(self) -> FullyQualifiedName:
         """Generate the fully qualified version of the table name.
 
         Raises:
@@ -209,8 +210,6 @@ def get_records(self, context: Context | None) -> t.Iterable[dict[str, t.Any]]:
 
         with self.connector._connect() as conn:  # noqa: SLF001
             for record in conn.execute(query).mappings():
-                # TODO: Standardize record mapping type
-                # https://github.com/meltano/sdk/issues/2096
                 transformed_record = self.post_process(dict(record))
                 if transformed_record is None:
                     # Record filtered out during post_process()
diff --git a/singer_sdk/tap_base.py b/singer_sdk/tap_base.py
index e99906776..5c8bf3077 100644
--- a/singer_sdk/tap_base.py
+++ b/singer_sdk/tap_base.py
@@ -5,6 +5,7 @@
 import abc
 import contextlib
 import typing as t
+import warnings
 from enum import Enum
 
 import click
@@ -17,6 +18,7 @@
     ConfigValidationError,
 )
 from singer_sdk.helpers import _state, capabilities
+from singer_sdk.helpers._compat import SingerSDKDeprecationWarning
 from singer_sdk.helpers._state import write_stream_state
 from singer_sdk.helpers._util import dump_json, read_json_file
 from singer_sdk.io_base import SingerWriter
@@ -106,6 +108,12 @@ def __init__(
             self._input_catalog = Catalog.from_dict(catalog)  # type: ignore[arg-type]
         elif catalog is not None:
             self._input_catalog = Catalog.from_dict(read_json_file(catalog))
+            warnings.warn(
+                "Passsing a catalog file path is deprecated. Please pass the catalog "
+                "as a dictionary or Catalog object instead.",
+                SingerSDKDeprecationWarning,
+                stacklevel=2,
+            )
 
         self._mapper: PluginMapper | None = None
 
@@ -118,6 +126,12 @@ def __init__(
             state_dict = state
         elif state:
             state_dict = read_json_file(state)
+            warnings.warn(
+                "Passsing a state file path is deprecated. Please pass the state "
+                "as a dictionary instead.",
+                SingerSDKDeprecationWarning,
+                stacklevel=2,
+            )
         self.load_state(state_dict)
 
     # Class properties
@@ -152,7 +166,7 @@ def state(self) -> dict:
             RuntimeError: If state has not been initialized.
         """
         if self._state is None:
-            msg = "Could not read from uninitialized state."
+            msg = "Could not read from uninitialized state."  # type: ignore[unreachable]
             raise RuntimeError(msg)
         return self._state
 
@@ -387,7 +401,7 @@ def load_state(self, state: dict[str, t.Any]) -> None:
                 initialized.
         """
         if self.state is None:
-            msg = "Cannot write to uninitialized state dictionary."
+            msg = "Cannot write to uninitialized state dictionary."  # type: ignore[unreachable]
             raise ValueError(msg)
 
         for stream_name, stream_state in state.get("bookmarks", {}).items():
diff --git a/singer_sdk/target_base.py b/singer_sdk/target_base.py
index 6ce0d9a80..4e9c9fba6 100644
--- a/singer_sdk/target_base.py
+++ b/singer_sdk/target_base.py
@@ -341,6 +341,7 @@ def _process_record_message(self, message_dict: dict) -> None:
 
             sink.tally_record_read()
             sink.process_record(transformed_record, context)
+            sink.record_counter_metric.increment()
             sink._after_process_record(context)  # noqa: SLF001
 
             if sink.is_full:
@@ -443,14 +444,16 @@ def _process_batch_message(self, message_dict: dict) -> None:
         Args:
             message_dict: TODO
         """
-        sink = self.get_sink(message_dict["stream"])
-
+        stream_name = message_dict["stream"]
         encoding = BaseBatchFileEncoding.from_dict(message_dict["encoding"])
-        sink.process_batch_files(
-            encoding,
-            message_dict["manifest"],
-        )
-        self._handle_max_record_age()
+
+        for stream_map in self.mapper.stream_maps[stream_name]:
+            sink = self.get_sink(stream_map.stream_alias)
+            sink.process_batch_files(
+                encoding,
+                message_dict["manifest"],
+            )
+            self._handle_max_record_age()
 
     # Sink drain methods
 
@@ -492,7 +495,8 @@ def drain_one(self, sink: Sink) -> None:  # noqa: PLR6301
             return
 
         draining_status = sink.start_drain()
-        sink.process_batch(draining_status)
+        with sink.batch_processing_timer:
+            sink.process_batch(draining_status)
         sink.mark_drained()
 
     def _drain_all(self, sink_list: list[Sink], parallelism: int) -> None:
diff --git a/singer_sdk/testing/factory.py b/singer_sdk/testing/factory.py
index 9acadd3dc..42043bd74 100644
--- a/singer_sdk/testing/factory.py
+++ b/singer_sdk/testing/factory.py
@@ -140,7 +140,7 @@ def config(self) -> SuiteConfig:  # noqa: PLR6301
                 return suite_config or SuiteConfig()
 
             @pytest.fixture
-            def resource(self) -> t.Any:  # noqa: ANN401, PLR6301, PT004
+            def resource(self) -> t.Any:  # noqa: ANN401, PLR6301
                 yield  # noqa: PT022
 
             @pytest.fixture(scope="class")
@@ -345,7 +345,7 @@ def config(self) -> SuiteConfig:  # noqa: PLR6301
                 return suite_config or SuiteConfig()
 
             @pytest.fixture
-            def resource(self) -> t.Any:  # noqa: ANN401, PLR6301, PT004
+            def resource(self) -> t.Any:  # noqa: ANN401, PLR6301
                 yield  # noqa: PT022
 
             @pytest.fixture
diff --git a/singer_sdk/testing/legacy.py b/singer_sdk/testing/legacy.py
index a47d3e770..eae4c5b5d 100644
--- a/singer_sdk/testing/legacy.py
+++ b/singer_sdk/testing/legacy.py
@@ -40,7 +40,7 @@ def _test_discovery() -> None:
         catalog1 = _get_tap_catalog(tap_class, config or {})
         # Reset and re-initialize with an input catalog
         tap2: Tap = tap_class(config=config, parse_env_config=True, catalog=catalog1)
-        assert tap2
+        assert tap2  # type: ignore[truthy-bool]
 
     def _test_stream_connections() -> None:
         # Initialize with basic config
diff --git a/singer_sdk/testing/suites.py b/singer_sdk/testing/suites.py
index df93c86d2..a61268759 100644
--- a/singer_sdk/testing/suites.py
+++ b/singer_sdk/testing/suites.py
@@ -17,6 +17,7 @@
     StreamRecordMatchesStreamSchema,
     StreamRecordSchemaMatchesCatalogTest,
     StreamReturnsRecordTest,
+    StreamSchemaIsValidTest,
     TapCLIPrintsTest,
     TapDiscoveryTest,
     TapStreamConnectionTest,
@@ -35,6 +36,7 @@
     TargetInvalidSchemaTest,
     TargetNoPrimaryKeys,
     TargetOptionalAttributes,
+    TargetPrimaryKeyUpdates,
     TargetRecordBeforeSchemaTest,
     TargetRecordMissingKeyProperty,
     TargetRecordMissingOptionalFields,
@@ -72,6 +74,7 @@ class TestSuite(t.Generic[T]):
         StreamRecordMatchesStreamSchema,
         StreamRecordSchemaMatchesCatalogTest,
         StreamReturnsRecordTest,
+        StreamSchemaIsValidTest,
         StreamPrimaryKeysTest,
     ],
 )
@@ -102,6 +105,7 @@ class TestSuite(t.Generic[T]):
         # TargetMultipleStateMessages,
         TargetNoPrimaryKeys,
         TargetOptionalAttributes,
+        TargetPrimaryKeyUpdates,
         TargetRecordBeforeSchemaTest,
         TargetRecordMissingKeyProperty,
         TargetRecordMissingOptionalFields,
diff --git a/singer_sdk/testing/tap_tests.py b/singer_sdk/testing/tap_tests.py
index e5b0efc42..54352c694 100644
--- a/singer_sdk/testing/tap_tests.py
+++ b/singer_sdk/testing/tap_tests.py
@@ -5,11 +5,13 @@
 import typing as t
 import warnings
 
-from jsonschema import Draft7Validator
+from jsonschema import validators
+from jsonschema.exceptions import SchemaError
 
 import singer_sdk.helpers._typing as th
 from singer_sdk import Tap
 from singer_sdk.helpers._compat import datetime_fromisoformat
+from singer_sdk.typing import DEFAULT_JSONSCHEMA_VALIDATOR
 
 from .templates import AttributeTestTemplate, StreamTestTemplate, TapTestTemplate
 
@@ -41,12 +43,12 @@ def test(self) -> None:
         catalog = tap1.catalog_dict
         # Reset and re-initialize with discovered catalog
         kwargs = {k: v for k, v in self.runner.default_kwargs.items() if k != "catalog"}
-        tap2: Tap = t.cast(t.Type[Tap], self.runner.singer_class)(
+        tap2: Tap = t.cast(type[Tap], self.runner.singer_class)(
             config=self.runner.config,
             catalog=catalog,
             **kwargs,
         )
-        assert tap2
+        assert tap2  # type: ignore[truthy-bool]
 
 
 class TapStreamConnectionTest(TapTestTemplate):
@@ -71,6 +73,28 @@ def test(self) -> None:
         assert "progress_markers" not in final_state, self.message
 
 
+class StreamSchemaIsValidTest(StreamTestTemplate):
+    """Test that a stream's schema is valid."""
+
+    name = "schema_is_valid"
+
+    def test(self) -> None:
+        """Run test.
+
+        Raises:
+            AssertionError: if schema is not valid.
+        """
+        schema = self.stream.schema
+        default = DEFAULT_JSONSCHEMA_VALIDATOR
+        validator = validators.validator_for(schema, default=default)
+
+        try:
+            validator.check_schema(schema)
+        except SchemaError as e:  # pragma: no cover
+            msg = f"Schema is not valid: {e}"
+            raise AssertionError(msg) from e
+
+
 class StreamReturnsRecordTest(StreamTestTemplate):
     """Test that a stream sync returns at least 1 record."""
 
@@ -134,10 +158,10 @@ class StreamRecordMatchesStreamSchema(StreamTestTemplate):
     def test(self) -> None:
         """Run test."""
         schema = self.stream.schema
-        validator = Draft7Validator(
-            schema,
-            format_checker=Draft7Validator.FORMAT_CHECKER,
-        )
+        default = DEFAULT_JSONSCHEMA_VALIDATOR
+        validator = validators.validator_for(schema, default=default)(schema)
+        validator.format_checker = default.FORMAT_CHECKER
+
         for record in self.stream_records:
             errors = list(validator.iter_errors(record))
             error_messages = "\n".join(
@@ -194,7 +218,7 @@ def test(self) -> None:
         try:
             for v in self.non_null_attribute_values:
                 error_message = f"Unable to parse value ('{v}') with datetime parser."
-                assert datetime_fromisoformat(v), error_message
+                assert datetime_fromisoformat(v), error_message  # type: ignore[truthy-bool]
         except ValueError as e:
             raise AssertionError(error_message) from e
 
diff --git a/singer_sdk/testing/target_test_streams/pk_updates.singer b/singer_sdk/testing/target_test_streams/pk_updates.singer
new file mode 100644
index 000000000..c9b920599
--- /dev/null
+++ b/singer_sdk/testing/target_test_streams/pk_updates.singer
@@ -0,0 +1,4 @@
+{"type": "SCHEMA", "stream": "example_stream", "schema": {"properties": {"id": {"type": "integer"}, "name": {"type": "string"}, "email": {"type": "string"}}, "key_properties": ["id"]}}
+{"type": "RECORD", "stream": "example_stream", "record": {"id": 1, "name": "Alice", "email": "alice@example.com"}}
+{"type": "SCHEMA", "stream": "example_stream", "schema": {"properties": {"id": {"type": "integer"}, "name": {"type": "string"}, "email": {"type": "string"}}, "key_properties": ["email"]}}
+{"type": "RECORD", "stream": "example_stream", "record": {"id": 2, "name": "Bob", "email": "bob@example.com"}}
diff --git a/singer_sdk/testing/target_tests.py b/singer_sdk/testing/target_tests.py
index 96e0b0d59..c9d5b94de 100644
--- a/singer_sdk/testing/target_tests.py
+++ b/singer_sdk/testing/target_tests.py
@@ -135,6 +135,12 @@ class TargetSchemaUpdates(TargetFileTestTemplate):
     name = "schema_updates"
 
 
+class TargetPrimaryKeyUpdates(TargetFileTestTemplate):
+    """Test Target handles Primary Key updates."""
+
+    name = "pk_updates"
+
+
 class TargetSpecialCharsInAttributes(TargetFileTestTemplate):
     """Test Target handles special chars in attributes."""
 
diff --git a/singer_sdk/testing/templates.py b/singer_sdk/testing/templates.py
index 259811057..8a21f639c 100644
--- a/singer_sdk/testing/templates.py
+++ b/singer_sdk/testing/templates.py
@@ -3,10 +3,10 @@
 from __future__ import annotations
 
 import contextlib
+import importlib.resources
 import typing as t
 import warnings
 
-from singer_sdk.helpers._compat import importlib_resources
 from singer_sdk.testing import target_test_streams
 
 if t.TYPE_CHECKING:
@@ -249,9 +249,9 @@ def non_null_attribute_values(self) -> list[t.Any]:
     @classmethod
     def evaluate(
         cls,
-        stream: Stream,  # noqa: ARG003
-        property_name: str,  # noqa: ARG003
-        property_schema: dict,  # noqa: ARG003
+        stream: Stream,
+        property_name: str,
+        property_schema: dict,
     ) -> bool:
         """Determine if this attribute test is applicable to the given property.
 
@@ -337,4 +337,4 @@ def singer_filepath(self) -> Traversable:
         Returns:
             The expected Path to this tests singer file.
         """
-        return importlib_resources.files(target_test_streams) / f"{self.name}.singer"
+        return importlib.resources.files(target_test_streams) / f"{self.name}.singer"
diff --git a/singer_sdk/typing.py b/singer_sdk/typing.py
index a8ca332a4..fb22f4e82 100644
--- a/singer_sdk/typing.py
+++ b/singer_sdk/typing.py
@@ -53,14 +53,12 @@
 from __future__ import annotations
 
 import json
+import sys
 import typing as t
 
 import sqlalchemy as sa
 from jsonschema import ValidationError, validators
 
-if t.TYPE_CHECKING:
-    from jsonschema.protocols import Validator
-
 from singer_sdk.helpers._typing import (
     JSONSCHEMA_ANNOTATION_SECRET,
     JSONSCHEMA_ANNOTATION_WRITEONLY,
@@ -68,8 +66,14 @@
     get_datelike_property_type,
 )
 
+if sys.version_info < (3, 13):
+    from typing_extensions import deprecated
+else:
+    from warnings import deprecated  # pragma: no cover
+
+
 if t.TYPE_CHECKING:
-    import sys
+    from jsonschema.protocols import Validator
 
     if sys.version_info >= (3, 10):
         from typing import TypeAlias  # noqa: ICN003
@@ -78,6 +82,7 @@
 
 
 __all__ = [
+    "DEFAULT_JSONSCHEMA_VALIDATOR",
     "ArrayType",
     "BooleanType",
     "CustomType",
@@ -118,11 +123,13 @@
     None,
 ]
 
+DEFAULT_JSONSCHEMA_VALIDATOR: type[Validator] = validators.Draft202012Validator  # type: ignore[assignment]
+
 T = t.TypeVar("T", bound=_JsonValue)
 P = t.TypeVar("P")
 
 
-def extend_validator_with_defaults(validator_class):  # noqa: ANN001, ANN201
+def extend_validator_with_defaults(validator_class: type[Validator]):  # noqa: ANN201
     """Fill in defaults, before validating with the provided JSON Schema Validator.
 
     See
@@ -187,7 +194,7 @@ def __get__(self, instance: P, owner: type[P]) -> t.Any:  # noqa: ANN401
             The property value.
         """
         if instance is None:
-            instance = owner()
+            instance = owner()  # type: ignore[unreachable]
         return self.fget(instance)
 
 
@@ -199,15 +206,18 @@ def __init__(
         *,
         allowed_values: list[T] | None = None,
         examples: list[T] | None = None,
+        nullable: bool | None = None,
     ) -> None:
         """Initialize the type helper.
 
         Args:
             allowed_values: A list of allowed values.
             examples: A list of example values.
+            nullable: If True, the property may be null.
         """
         self.allowed_values = allowed_values
         self.examples = examples
+        self.nullable = nullable
 
     @DefaultInstanceProperty
     def type_dict(self) -> dict:
@@ -266,6 +276,8 @@ class StringType(JSONTypeHelper[str]):
         {'type': ['string'], 'enum': ['a', 'b']}
         >>> StringType(max_length=10).type_dict
         {'type': ['string'], 'maxLength': 10}
+        >>> StringType(max_length=10, nullable=True).type_dict
+        {'type': ['string', 'null'], 'maxLength': 10}
     """
 
     string_format: str | None = None
@@ -314,7 +326,7 @@ def type_dict(self) -> dict:
             A dictionary describing the type.
         """
         result = {
-            "type": ["string"],
+            "type": ["string", "null"] if self.nullable else ["string"],
             **self._format,
             **self.extras,
         }
@@ -453,7 +465,10 @@ def type_dict(self) -> dict:
         Returns:
             A dictionary describing the type.
         """
-        return {"type": ["boolean"], **self.extras}
+        return {
+            "type": ["boolean", "null"] if self.nullable else ["boolean"],
+            **self.extras,
+        }
 
 
 class _NumericType(JSONTypeHelper[T]):
@@ -500,7 +515,12 @@ def type_dict(self) -> dict:
         Returns:
             A dictionary describing the type.
         """
-        result = {"type": [self.__type_name__], **self.extras}
+        result = {
+            "type": [self.__type_name__, "null"]
+            if self.nullable
+            else [self.__type_name__],
+            **self.extras,
+        }
 
         if self.minimum is not None:
             result["minimum"] = self.minimum
@@ -585,7 +605,11 @@ def type_dict(self) -> dict:  # type: ignore[override]
         Returns:
             A dictionary describing the type.
         """
-        return {"type": "array", "items": self.wrapped_type.type_dict, **self.extras}
+        return {
+            "type": ["array", "null"] if self.nullable else "array",
+            "items": self.wrapped_type.type_dict,
+            **self.extras,
+        }
 
 
 class AnyType(JSONTypeHelper):
@@ -612,7 +636,7 @@ class Property(JSONTypeHelper[T], t.Generic[T]):
     """Generic Property. Should be nested within a `PropertiesList`."""
 
     # TODO: Make some of these arguments keyword-only. This is a breaking change.
-    def __init__(
+    def __init__(  # noqa: PLR0913
         self,
         name: str,
         wrapped: JSONTypeHelper[T] | type[JSONTypeHelper[T]],
@@ -624,6 +648,7 @@ def __init__(
         examples: list[T] | None = None,
         *,
         nullable: bool | None = None,
+        title: str | None = None,
     ) -> None:
         """Initialize Property object.
 
@@ -645,6 +670,7 @@ def __init__(
             examples: Optional. A list of one or more sample values. These may be
                 displayed to the user as hints of the expected format of inputs.
             nullable: If True, the property may be null.
+            title: Optional. A short, human-readable title for the property.
         """
         self.name = name
         self.wrapped = wrapped
@@ -655,6 +681,7 @@ def __init__(
         self.allowed_values = allowed_values or None
         self.examples = examples or None
         self.nullable = nullable
+        self.title = title
 
     @property
     def type_dict(self) -> dict:  # type: ignore[override]
@@ -683,8 +710,18 @@ def to_dict(self) -> dict:
 
         Returns:
             A JSON Schema dictionary describing the object.
+
+        Examples:
+            >>> p = Property("name", StringType, required=True)
+            >>> print(p.to_dict())
+            {'name': {'type': ['string']}}
+            >>> p = Property("name", StringType, required=True, title="App Name")
+            >>> print(p.to_dict())
+            {'name': {'type': ['string'], 'title': 'App Name'}}
         """
         type_dict = self.type_dict
+        if self.title:
+            type_dict.update({"title": self.title})
         if self.nullable or self.optional:
             type_dict = append_type(type_dict, "null")
         if self.default is not None:
@@ -815,7 +852,10 @@ def type_dict(self) -> dict:  # type: ignore[override]
             merged_props.update(w.to_dict())
             if not w.optional:
                 required.append(w.name)
-        result: dict[str, t.Any] = {"type": "object", "properties": merged_props}
+        result: dict[str, t.Any] = {
+            "type": ["object", "null"] if self.nullable else "object",
+            "properties": merged_props,
+        }
 
         if required:
             result["required"] = required
@@ -1075,6 +1115,17 @@ def append(self, property: Property) -> None:  # noqa: A002
         """
         self.wrapped[property.name] = property
 
+    @property
+    def type_dict(self) -> dict:  # type: ignore[override]
+        """Get type dictionary.
+
+        Returns:
+            A dictionary describing the type.
+        """
+        d = super().type_dict
+        d["$schema"] = "https://json-schema.org/draft/2020-12/schema"
+        return d
+
     def __iter__(self) -> t.Iterator[Property]:
         """Iterate all properties of the property list.
 
@@ -1084,6 +1135,10 @@ def __iter__(self) -> t.Iterator[Property]:
         return self.wrapped.values().__iter__()
 
 
+@deprecated(
+    "Use `SQLToJSONSchema` instead.",
+    category=DeprecationWarning,
+)
 def to_jsonschema_type(
     from_type: str | sa.types.TypeEngine | type[sa.types.TypeEngine],
 ) -> dict:
@@ -1117,17 +1172,14 @@ def to_jsonschema_type(
         "bool": BooleanType.type_dict,
         "variant": StringType.type_dict,
     }
-    if isinstance(from_type, str):
+    if isinstance(from_type, str):  # pragma: no cover
         type_name = from_type
-    elif isinstance(from_type, sa.types.TypeEngine):
+    elif isinstance(from_type, sa.types.TypeEngine):  # pragma: no cover
         type_name = type(from_type).__name__
-    elif isinstance(from_type, type) and issubclass(
-        from_type,
-        sa.types.TypeEngine,
-    ):
+    elif issubclass(from_type, sa.types.TypeEngine):
         type_name = from_type.__name__
     else:  # pragma: no cover
-        msg = "Expected `str` or a SQLAlchemy `TypeEngine` object or type."
+        msg = "Expected `str` or a SQLAlchemy `TypeEngine` object or type."  # type: ignore[unreachable]
         # TODO: this should be a TypeError, but it's a breaking change.
         raise ValueError(msg)  # noqa: TRY004
 
@@ -1164,6 +1216,10 @@ def _jsonschema_type_check(jsonschema_type: dict, type_check: tuple[str]) -> boo
     )
 
 
+@deprecated(
+    "Use `JSONSchemaToSQL` instead.",
+    category=DeprecationWarning,
+)
 def to_sql_type(  # noqa: PLR0911, C901
     jsonschema_type: dict,
 ) -> sa.types.TypeEngine:
@@ -1175,6 +1231,12 @@ def to_sql_type(  # noqa: PLR0911, C901
     Returns:
         The SQL type.
     """
+    if _jsonschema_type_check(jsonschema_type, ("object",)):
+        return sa.types.VARCHAR()
+
+    if _jsonschema_type_check(jsonschema_type, ("array",)):
+        return sa.types.VARCHAR()
+
     if _jsonschema_type_check(jsonschema_type, ("string",)):
         datelike_type = get_datelike_property_type(jsonschema_type)
         if datelike_type:
@@ -1195,10 +1257,4 @@ def to_sql_type(  # noqa: PLR0911, C901
     if _jsonschema_type_check(jsonschema_type, ("boolean",)):
         return sa.types.BOOLEAN()
 
-    if _jsonschema_type_check(jsonschema_type, ("object",)):
-        return sa.types.VARCHAR()
-
-    if _jsonschema_type_check(jsonschema_type, ("array",)):
-        return sa.types.VARCHAR()
-
     return sa.types.VARCHAR()
diff --git a/tests/conftest.py b/tests/conftest.py
index 0b5bc4b74..ae629dee8 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -8,7 +8,6 @@
 import typing as t
 
 import pytest
-import sqlalchemy as sa
 
 from singer_sdk import SQLConnector
 from singer_sdk import typing as th
@@ -44,11 +43,6 @@ def pytest_runtest_setup(item):
         pytest.skip(f"cannot run on platform {system}")
 
 
-def pytest_report_header() -> list[str]:
-    """Return a list of strings to be displayed in the header of the report."""
-    return [f"sqlalchemy: {sa.__version__}"]
-
-
 @pytest.fixture(autouse=True)
 def _reset_envvars(monkeypatch: pytest.MonkeyPatch):
     """Remove envvars that might interfere with tests."""
diff --git a/tests/core/configuration/test_dict_config.py b/tests/core/configuration/test_dict_config.py
index 136b72e72..f3a48ac4e 100644
--- a/tests/core/configuration/test_dict_config.py
+++ b/tests/core/configuration/test_dict_config.py
@@ -1,6 +1,8 @@
 from __future__ import annotations
 
 import json
+import logging
+import typing as t
 from pathlib import Path
 
 import pytest
@@ -11,10 +13,23 @@
     parse_environment_config,
 )
 
+if t.TYPE_CHECKING:
+    from pytest_subtests import SubTests
+
 CONFIG_JSONSCHEMA = th.PropertiesList(
     th.Property("prop1", th.StringType, required=True),
     th.Property("prop2", th.StringType),
     th.Property("prop3", th.ArrayType(th.StringType)),
+    th.Property("prop4", th.IntegerType),
+    th.Property("prop5", th.BooleanType),
+    th.Property("prop6", th.ArrayType(th.IntegerType)),
+    th.Property(
+        "prop7",
+        th.ObjectType(
+            th.Property("sub_prop1", th.StringType),
+            th.Property("sub_prop2", th.IntegerType),
+        ),
+    ),
 ).to_dict()
 
 
@@ -36,30 +51,76 @@ def config_file2(tmpdir) -> str:
     return filepath
 
 
-def test_get_env_var_config(monkeypatch: pytest.MonkeyPatch):
+def test_get_env_var_config(
+    monkeypatch: pytest.MonkeyPatch,
+    subtests: SubTests,
+    caplog: pytest.LogCaptureFixture,
+):
     """Test settings parsing from environment variables."""
     with monkeypatch.context() as m:
         m.setenv("PLUGIN_TEST_PROP1", "hello")
-        m.setenv("PLUGIN_TEST_PROP3", "val1,val2")
-        m.setenv("PLUGIN_TEST_PROP4", "not-a-tap-setting")
+        m.setenv("PLUGIN_TEST_PROP3", '["val1","val2"]')
+        m.setenv("PLUGIN_TEST_PROP4", "123")
+        m.setenv("PLUGIN_TEST_PROP5", "TRUE")
+        m.setenv("PLUGIN_TEST_PROP6", "[1,2,3]")
+        m.setenv("PLUGIN_TEST_PROP7", '{"sub_prop1": "hello", "sub_prop2": 123}')
+        m.setenv("PLUGIN_TEST_PROP999", "not-a-tap-setting")
         env_config = parse_environment_config(CONFIG_JSONSCHEMA, "PLUGIN_TEST_")
-        assert env_config["prop1"] == "hello"
-        assert env_config["prop3"] == ["val1", "val2"]
-        assert "PROP1" not in env_config
-        assert "prop2" not in env_config
-        assert "PROP2" not in env_config
-        assert "prop4" not in env_config
-        assert "PROP4" not in env_config
+
+        with subtests.test(msg="Parse string from environment"):
+            assert env_config["prop1"] == "hello"
+
+        with subtests.test(msg="Parse array from environment"):
+            assert env_config["prop3"] == ["val1", "val2"]
+
+        with subtests.test(msg="Parse integer from environment"):
+            assert env_config["prop4"] == 123
+
+        with subtests.test(msg="Parse boolean from environment"):
+            assert env_config["prop5"] is True
+
+        with subtests.test(msg="Parse array of integers from environment"):
+            assert env_config["prop6"] == [1, 2, 3]
+
+        with subtests.test(msg="Parse object from environment"):
+            assert env_config["prop7"] == {"sub_prop1": "hello", "sub_prop2": 123}
+
+        with subtests.test(msg="Ignore non-tap setting"):
+            missing_props = {"PROP1", "prop2", "PROP2", "prop999", "PROP999"}
+            assert not set.intersection(missing_props, env_config)
+
+        m.setenv("PLUGIN_TEST_PROP3", "val1,val2")
+        with (
+            subtests.test(msg="Legacy array parsing"),
+            caplog.at_level(logging.WARNING),
+        ):
+            parsed = parse_environment_config(CONFIG_JSONSCHEMA, "PLUGIN_TEST_")
+            assert parsed["prop3"] == ["val1", "val2"]
+
+            assert any(
+                "Parsing array of the form 'x,y,z'" in log.message
+                for log in caplog.records
+            )
 
     no_env_config = parse_environment_config(CONFIG_JSONSCHEMA, "PLUGIN_TEST_")
-    assert "prop1" not in no_env_config
-    assert "PROP1" not in env_config
-    assert "prop2" not in no_env_config
-    assert "PROP2" not in env_config
-    assert "prop3" not in no_env_config
-    assert "PROP3" not in env_config
-    assert "prop4" not in no_env_config
-    assert "PROP4" not in env_config
+    missing_props = {
+        "prop1",
+        "PROP1",
+        "prop2",
+        "PROP2",
+        "prop3",
+        "PROP3",
+        "prop4",
+        "PROP4",
+        "prop5",
+        "PROP5",
+        "prop6",
+        "PROP6",
+        "prop999",
+        "PROP999",
+    }
+    with subtests.test(msg="Ignore missing environment variables"):
+        assert not set.intersection(missing_props, no_env_config)
 
 
 def test_get_dotenv_config(tmp_path: Path):
@@ -74,15 +135,6 @@ def test_get_dotenv_config(tmp_path: Path):
     assert dotenv_config["prop1"] == "hello"
 
 
-def test_get_env_var_config_not_parsable(monkeypatch: pytest.MonkeyPatch):
-    """Test settings parsing from environment variables with a non-parsable value."""
-    with monkeypatch.context() as m:
-        m.setenv("PLUGIN_TEST_PROP1", "hello")
-        m.setenv("PLUGIN_TEST_PROP3", '["repeated"]')
-        with pytest.raises(ValueError, match="A bracketed list was detected"):
-            parse_environment_config(CONFIG_JSONSCHEMA, "PLUGIN_TEST_")
-
-
 def test_merge_config_sources(
     config_file1,
     config_file2,
@@ -91,7 +143,7 @@ def test_merge_config_sources(
     """Test merging multiple configuration sources."""
     with monkeypatch.context() as m:
         m.setenv("PLUGIN_TEST_PROP1", "from-env")
-        m.setenv("PLUGIN_TEST_PROP4", "not-a-tap-setting")
+        m.setenv("PLUGIN_TEST_PROP999", "not-a-tap-setting")
         config = merge_config_sources(
             [config_file1, config_file2, "ENV"],
             CONFIG_JSONSCHEMA,
diff --git a/tests/core/sinks/test_validation.py b/tests/core/sinks/test_validation.py
index c6a05ced1..f8df7f775 100644
--- a/tests/core/sinks/test_validation.py
+++ b/tests/core/sinks/test_validation.py
@@ -121,8 +121,8 @@ def test_validate_fastjsonschema():
 
 
 @pytest.fixture
-def draft7_sink_stop():
-    """Return a sink object with Draft7 checks enabled."""
+def default_draft_sink_stop():
+    """Return a sink object with the default draft checks enabled."""
 
     class CustomSink(BatchSinkMock):
         """Custom sink class."""
@@ -147,8 +147,8 @@ class CustomSink(BatchSinkMock):
 
 
 @pytest.fixture
-def draft7_sink_continue():
-    """Return a sink object with Draft7 checks enabled."""
+def default_draft_sink_continue():
+    """Return a sink object with the default draft checks enabled."""
 
     class CustomSink(BatchSinkMock):
         """Custom sink class."""
@@ -174,9 +174,9 @@ class CustomSink(BatchSinkMock):
 
 
 def test_validate_record_jsonschema_format_checking_enabled_stop_on_error(
-    draft7_sink_stop,
+    default_draft_sink_stop,
 ):
-    sink: BatchSinkMock = draft7_sink_stop
+    sink: BatchSinkMock = default_draft_sink_stop
 
     record = {
         "id": 1,
@@ -195,9 +195,9 @@ def test_validate_record_jsonschema_format_checking_enabled_stop_on_error(
 
 def test_validate_record_jsonschema_format_checking_enabled_continue_on_error(
     capsys: pytest.CaptureFixture,
-    draft7_sink_continue,
+    default_draft_sink_continue,
 ):
-    sink: BatchSinkMock = draft7_sink_continue
+    sink: BatchSinkMock = default_draft_sink_continue
 
     record = {
         "id": 1,
diff --git a/tests/core/test_about.py b/tests/core/test_about.py
index 70a445bb1..5d12fed19 100644
--- a/tests/core/test_about.py
+++ b/tests/core/test_about.py
@@ -106,8 +106,8 @@ def test_get_supported_pythons_sdk():
     "specifiers,expected",
     [
         (">=3.7,<3.12", ["3.7", "3.8", "3.9", "3.10", "3.11"]),
-        (">=3.7", ["3.7", "3.8", "3.9", "3.10", "3.11", "3.12"]),
-        (">3.7", ["3.8", "3.9", "3.10", "3.11", "3.12"]),
+        (">=3.7", ["3.7", "3.8", "3.9", "3.10", "3.11", "3.12", "3.13"]),
+        (">3.7", ["3.8", "3.9", "3.10", "3.11", "3.12", "3.13"]),
         (">3.7,<=3.11", ["3.8", "3.9", "3.10", "3.11"]),
     ],
 )
diff --git a/tests/core/test_connector_sql.py b/tests/core/test_connector_sql.py
index 10ee0c0f4..a0590e338 100644
--- a/tests/core/test_connector_sql.py
+++ b/tests/core/test_connector_sql.py
@@ -7,9 +7,15 @@
 import pytest
 import sqlalchemy as sa
 from sqlalchemy.dialects import registry, sqlite
+from sqlalchemy.engine.default import DefaultDialect
 
 from samples.sample_duckdb import DuckDBConnector
 from singer_sdk.connectors import SQLConnector
+from singer_sdk.connectors.sql import (
+    FullyQualifiedName,
+    JSONSchemaToSQL,
+    SQLToJSONSchema,
+)
 from singer_sdk.exceptions import ConfigValidationError
 
 if t.TYPE_CHECKING:
@@ -20,6 +26,10 @@ def stringify(in_dict):
     return {k: str(v) for k, v in in_dict.items()}
 
 
+class MyType(sa.types.TypeDecorator):
+    impl = sa.types.LargeBinary
+
+
 class TestConnectorSQL:  # noqa: PLR0904
     """Test the SQLConnector class."""
 
@@ -154,7 +164,7 @@ def test_engine_creates_and_returns_cached_engine(self, connector):
         engine2 = connector._cached_engine
         assert engine1 is engine2
 
-    def test_deprecated_functions_warn(self, connector):
+    def test_deprecated_functions_warn(self, connector: SQLConnector):
         with pytest.deprecated_call():
             connector.create_sqlalchemy_engine()
         with pytest.deprecated_call():
@@ -163,24 +173,25 @@ def test_deprecated_functions_warn(self, connector):
             _ = connector.connection
 
     def test_connect_calls_engine(self, connector):
-        with mock.patch.object(
-            SQLConnector,
-            "_engine",
-        ) as mock_engine, connector._connect() as _:
+        with (
+            mock.patch.object(SQLConnector, "_engine") as mock_engine,
+            connector._connect() as _,
+        ):
             mock_engine.connect.assert_called_once()
 
     def test_connect_calls_connect(self, connector):
         attached_engine = connector._engine
-        with mock.patch.object(
-            attached_engine,
-            "connect",
-        ) as mock_conn, connector._connect() as _:
+        with (
+            mock.patch.object(attached_engine, "connect") as mock_conn,
+            connector._connect() as _,
+        ):
             mock_conn.assert_called_once()
 
     def test_connect_raises_on_operational_failure(self, connector):
-        with pytest.raises(
-            sa.exc.OperationalError,
-        ) as _, connector._connect() as conn:
+        with (
+            pytest.raises(sa.exc.OperationalError) as _,
+            connector._connect() as conn,
+        ):
             conn.execute(sa.text("SELECT * FROM fake_table"))
 
     def test_rename_column_uses_connect_correctly(self, connector):
@@ -315,9 +326,7 @@ def test_column_rename(self, connector: DuckDBConnector):
         connector.rename_column("test_table", "old_name", "new_name")
 
         with engine.connect() as conn:
-            result = conn.execute(
-                sa.text("SELECT * FROM test_table"),
-            )
+            result = conn.execute(sa.text("SELECT * FROM test_table"))
             assert result.keys() == ["id", "new_name"]
 
     def test_adapt_column_type(self, connector: DuckDBConnector):
@@ -335,9 +344,7 @@ def test_adapt_column_type(self, connector: DuckDBConnector):
         connector._adapt_column_type("test_table", "name", sa.types.String())
 
         with engine.connect() as conn:
-            result = conn.execute(
-                sa.text("SELECT * FROM test_table"),
-            )
+            result = conn.execute(sa.text("SELECT * FROM test_table"))
             assert result.keys() == ["id", "name"]
             assert result.cursor.description[1][1] == "STRING"
 
@@ -355,3 +362,324 @@ def create_engine(self) -> Engine:
 
     connector = CustomConnector(config={"sqlalchemy_url": "myrdbms:///"})
     connector.create_engine()
+
+
+def test_fully_qualified_name():
+    fqn = FullyQualifiedName(table="my_table")
+    assert fqn == "my_table"
+
+    fqn = FullyQualifiedName(schema="my_schema", table="my_table")
+    assert fqn == "my_schema.my_table"
+
+    fqn = FullyQualifiedName(
+        database="my_catalog",
+        schema="my_schema",
+        table="my_table",
+    )
+    assert fqn == "my_catalog.my_schema.my_table"
+
+
+def test_fully_qualified_name_with_quoting():
+    class QuotedFullyQualifiedName(FullyQualifiedName):
+        def __init__(self, *, dialect: sa.engine.Dialect, **kwargs: t.Any):
+            self.dialect = dialect
+            super().__init__(**kwargs)
+
+        def prepare_part(self, part: str) -> str:
+            return self.dialect.identifier_preparer.quote(part)
+
+    dialect = DefaultDialect()
+
+    fqn = QuotedFullyQualifiedName(table="order", schema="public", dialect=dialect)
+    assert fqn == 'public."order"'
+
+
+def test_fully_qualified_name_empty_error():
+    with pytest.raises(ValueError, match="Could not generate fully qualified name"):
+        FullyQualifiedName()
+
+
+@pytest.mark.parametrize(
+    "sql_type, expected_jsonschema_type",
+    [
+        pytest.param(sa.types.VARCHAR(), {"type": ["string"]}, id="varchar"),
+        pytest.param(
+            sa.types.VARCHAR(length=127),
+            {"type": ["string"], "maxLength": 127},
+            id="varchar-length",
+        ),
+        pytest.param(sa.types.TEXT(), {"type": ["string"]}, id="text"),
+        pytest.param(sa.types.INTEGER(), {"type": ["integer"]}, id="integer"),
+        pytest.param(sa.types.BOOLEAN(), {"type": ["boolean"]}, id="boolean"),
+        pytest.param(sa.types.DECIMAL(), {"type": ["number"]}, id="decimal"),
+        pytest.param(sa.types.FLOAT(), {"type": ["number"]}, id="float"),
+        pytest.param(sa.types.REAL(), {"type": ["number"]}, id="real"),
+        pytest.param(sa.types.NUMERIC(), {"type": ["number"]}, id="numeric"),
+        pytest.param(
+            sa.types.DATE(),
+            {"type": ["string"], "format": "date"},
+            id="date",
+        ),
+        pytest.param(
+            sa.types.DATETIME(),
+            {"type": ["string"], "format": "date-time"},
+            id="datetime",
+        ),
+        pytest.param(
+            sa.types.TIMESTAMP(),
+            {"type": ["string"], "format": "date-time"},
+            id="timestamp",
+        ),
+        pytest.param(
+            sa.types.TIME(),
+            {"type": ["string"], "format": "time"},
+            id="time",
+        ),
+        pytest.param(
+            sa.types.BLOB(),
+            {"type": ["string"]},
+            id="unknown",
+        ),
+    ],
+)
+def test_sql_to_json_schema_map(
+    sql_type: sa.types.TypeEngine,
+    expected_jsonschema_type: dict,
+):
+    m = SQLToJSONSchema()
+    assert m.to_jsonschema(sql_type) == expected_jsonschema_type
+
+
+def test_custom_type_to_jsonschema():
+    class MyMap(SQLToJSONSchema):
+        @SQLToJSONSchema.to_jsonschema.register
+        def custom_number_to_jsonschema(self, column_type: sa.types.NUMERIC) -> dict:
+            """Custom number to JSON schema.
+
+            For example, a scale of 4 translates to a multipleOf 0.0001.
+            """
+            return {"type": ["number"], "multipleOf": 10**-column_type.scale}
+
+        @SQLToJSONSchema.to_jsonschema.register(MyType)
+        def my_type_to_jsonschema(self, column_type) -> dict:  # noqa: ARG002
+            return {"type": ["string"], "contentEncoding": "base64"}
+
+    m = MyMap()
+
+    assert m.to_jsonschema(MyType()) == {
+        "type": ["string"],
+        "contentEncoding": "base64",
+    }
+    assert m.to_jsonschema(sa.types.NUMERIC(scale=2)) == {
+        "type": ["number"],
+        "multipleOf": 0.01,
+    }
+    assert m.to_jsonschema(sa.types.BOOLEAN()) == {"type": ["boolean"]}
+
+
+class TestJSONSchemaToSQL:  # noqa: PLR0904
+    @pytest.fixture
+    def json_schema_to_sql(self) -> JSONSchemaToSQL:
+        return JSONSchemaToSQL(max_varchar_length=65_535)
+
+    def test_register_jsonschema_type_handler(
+        self,
+        json_schema_to_sql: JSONSchemaToSQL,
+    ):
+        json_schema_to_sql.register_type_handler("my-type", sa.types.LargeBinary)
+        result = json_schema_to_sql.to_sql_type({"type": "my-type"})
+        assert isinstance(result, sa.types.LargeBinary)
+
+    def test_register_jsonschema_format_handler(
+        self,
+        json_schema_to_sql: JSONSchemaToSQL,
+    ):
+        json_schema_to_sql.register_format_handler("my-format", sa.types.LargeBinary)
+        result = json_schema_to_sql.to_sql_type(
+            {
+                "type": "string",
+                "format": "my-format",
+            }
+        )
+        assert isinstance(result, sa.types.LargeBinary)
+
+    def test_string(self, json_schema_to_sql: JSONSchemaToSQL):
+        jsonschema_type = {"type": ["string", "null"]}
+        result = json_schema_to_sql.to_sql_type(jsonschema_type)
+        assert isinstance(result, sa.types.VARCHAR)
+        assert result.length is None
+
+    @pytest.mark.parametrize(
+        "jsonschema_type,expected_length",
+        [
+            pytest.param(
+                {"type": ["string", "null"], "maxLength": 10},
+                10,
+                id="max-length",
+            ),
+            pytest.param(
+                {"type": ["string", "null"], "maxLength": 1_000_000},
+                65_535,
+                id="max-length-clamped",
+            ),
+        ],
+    )
+    def test_string_max_length(
+        self,
+        json_schema_to_sql: JSONSchemaToSQL,
+        jsonschema_type: dict,
+        expected_length: int,
+    ):
+        result = json_schema_to_sql.to_sql_type(jsonschema_type)
+        assert isinstance(result, sa.types.VARCHAR)
+        assert result.length == expected_length
+
+    def test_integer(self, json_schema_to_sql: JSONSchemaToSQL):
+        jsonschema_type = {"type": ["integer", "null"]}
+        result = json_schema_to_sql.to_sql_type(jsonschema_type)
+        assert isinstance(result, sa.types.INTEGER)
+
+    def test_number(self, json_schema_to_sql: JSONSchemaToSQL):
+        jsonschema_type = {"type": ["number", "null"]}
+        result = json_schema_to_sql.to_sql_type(jsonschema_type)
+        assert isinstance(result, sa.types.DECIMAL)
+
+    def test_boolean(self, json_schema_to_sql: JSONSchemaToSQL):
+        jsonschema_type = {"type": ["boolean", "null"]}
+        result = json_schema_to_sql.to_sql_type(jsonschema_type)
+        assert isinstance(result, sa.types.BOOLEAN)
+
+    def test_object(self, json_schema_to_sql: JSONSchemaToSQL):
+        jsonschema_type = {"type": "object", "properties": {}}
+        result = json_schema_to_sql.to_sql_type(jsonschema_type)
+        assert isinstance(result, sa.types.VARCHAR)
+
+    def test_array(self, json_schema_to_sql: JSONSchemaToSQL):
+        jsonschema_type = {"type": "array"}
+        result = json_schema_to_sql.to_sql_type(jsonschema_type)
+        assert isinstance(result, sa.types.VARCHAR)
+
+    def test_array_items(self, json_schema_to_sql: JSONSchemaToSQL):
+        jsonschema_type = {"type": "array", "items": {"type": "string"}}
+        result = json_schema_to_sql.to_sql_type(jsonschema_type)
+        assert isinstance(result, sa.types.VARCHAR)
+
+    def test_date(self, json_schema_to_sql: JSONSchemaToSQL):
+        jsonschema_type = {"format": "date", "type": ["string", "null"]}
+        result = json_schema_to_sql.to_sql_type(jsonschema_type)
+        assert isinstance(result, sa.types.DATE)
+
+    def test_time(self, json_schema_to_sql: JSONSchemaToSQL):
+        jsonschema_type = {"format": "time", "type": ["string", "null"]}
+        result = json_schema_to_sql.to_sql_type(jsonschema_type)
+        assert isinstance(result, sa.types.TIME)
+
+    def test_uuid(self, json_schema_to_sql: JSONSchemaToSQL):
+        jsonschema_type = {"format": "uuid", "type": ["string", "null"]}
+        result = json_schema_to_sql.to_sql_type(jsonschema_type)
+        assert isinstance(result, sa.types.UUID)
+
+    def test_datetime(self, json_schema_to_sql: JSONSchemaToSQL):
+        jsonschema_type = {"format": "date-time", "type": ["string", "null"]}
+        result = json_schema_to_sql.to_sql_type(jsonschema_type)
+        assert isinstance(result, sa.types.DATETIME)
+
+    def test_anyof_datetime(self, json_schema_to_sql: JSONSchemaToSQL):
+        jsonschema_type = {
+            "anyOf": [
+                {"type": "string", "format": "date-time"},
+                {"type": "null"},
+            ],
+        }
+        result = json_schema_to_sql.to_sql_type(jsonschema_type)
+        assert isinstance(result, sa.types.DATETIME)
+
+    def test_anyof_integer(self, json_schema_to_sql: JSONSchemaToSQL):
+        jsonschema_type = {
+            "anyOf": [
+                {"type": "null"},
+                {"type": "integer"},
+            ],
+        }
+        result = json_schema_to_sql.to_sql_type(jsonschema_type)
+        assert isinstance(result, sa.types.INTEGER)
+
+    def test_anyof_unknown(self, json_schema_to_sql: JSONSchemaToSQL):
+        jsonschema_type = {
+            "anyOf": [
+                {"type": "null"},
+                {"type": "unknown"},
+            ],
+        }
+        result = json_schema_to_sql.to_sql_type(jsonschema_type)
+        assert isinstance(result, sa.types.VARCHAR)
+
+    @pytest.mark.parametrize(
+        "jsonschema_type,expected_type",
+        [
+            pytest.param(
+                {"type": ["array", "object", "boolean", "null"]},
+                sa.types.VARCHAR,
+                id="array-first",
+            ),
+            pytest.param(
+                {"type": ["boolean", "array", "object", "null"]},
+                sa.types.VARCHAR,
+                id="boolean-first",
+            ),
+        ],
+    )
+    def test_complex(
+        self,
+        json_schema_to_sql: JSONSchemaToSQL,
+        jsonschema_type: dict,
+        expected_type: type[sa.types.TypeEngine],
+    ):
+        result = json_schema_to_sql.to_sql_type(jsonschema_type)
+        assert isinstance(result, expected_type)
+
+    def test_unknown_type(self, json_schema_to_sql: JSONSchemaToSQL):
+        jsonschema_type = {"cannot": "compute"}
+        result = json_schema_to_sql.to_sql_type(jsonschema_type)
+        assert isinstance(result, sa.types.VARCHAR)
+
+    def test_unknown_format(self, json_schema_to_sql: JSONSchemaToSQL):
+        jsonschema_type = {"type": "string", "format": "unknown"}
+        result = json_schema_to_sql.to_sql_type(jsonschema_type)
+        assert isinstance(result, sa.types.VARCHAR)
+
+    def test_custom_fallback(self):
+        json_schema_to_sql = JSONSchemaToSQL()
+        json_schema_to_sql.fallback_type = sa.types.CHAR
+        jsonschema_type = {"cannot": "compute"}
+        result = json_schema_to_sql.to_sql_type(jsonschema_type)
+        assert isinstance(result, sa.types.CHAR)
+
+    def test_custom_handle_raw_string(self):
+        class CustomJSONSchemaToSQL(JSONSchemaToSQL):
+            def handle_raw_string(self, schema):
+                if schema.get("contentMediaType") == "image/png":
+                    return sa.types.LargeBinary()
+
+                return super().handle_raw_string(schema)
+
+        json_schema_to_sql = CustomJSONSchemaToSQL()
+
+        vanilla = {"type": ["string"]}
+        result = json_schema_to_sql.to_sql_type(vanilla)
+        assert isinstance(result, sa.types.VARCHAR)
+
+        non_image_type = {
+            "type": "string",
+            "contentMediaType": "text/html",
+        }
+        result = json_schema_to_sql.to_sql_type(non_image_type)
+        assert isinstance(result, sa.types.VARCHAR)
+
+        image_type = {
+            "type": "string",
+            "contentEncoding": "base64",
+            "contentMediaType": "image/png",
+        }
+        result = json_schema_to_sql.to_sql_type(image_type)
+        assert isinstance(result, sa.types.LargeBinary)
diff --git a/tests/core/test_flattening.py b/tests/core/test_flattening.py
index 1e0466986..f56abc8be 100644
--- a/tests/core/test_flattening.py
+++ b/tests/core/test_flattening.py
@@ -2,7 +2,8 @@
 
 import pytest
 
-from singer_sdk.helpers._flattening import flatten_record
+from singer_sdk.exceptions import ConfigValidationError
+from singer_sdk.helpers._flattening import flatten_record, get_flattening_options
 
 
 @pytest.mark.parametrize(
@@ -72,3 +73,15 @@ def test_flatten_record(flattened_schema, max_level, expected):
         record, max_level=max_level, flattened_schema=flattened_schema
     )
     assert expected == result
+
+
+def test_get_flattening_options_missing_max_depth():
+    with pytest.raises(
+        ConfigValidationError, match="Flattening is misconfigured"
+    ) as exc:
+        get_flattening_options({"flattening_enabled": True})
+
+    assert (
+        exc.value.errors[0]
+        == "flattening_max_depth is required when flattening is enabled"
+    )
diff --git a/tests/core/test_io.py b/tests/core/test_io.py
index a48a785df..4f8b20199 100644
--- a/tests/core/test_io.py
+++ b/tests/core/test_io.py
@@ -6,6 +6,7 @@
 import io
 import itertools
 import json
+import logging
 from contextlib import nullcontext, redirect_stdout
 from textwrap import dedent
 
@@ -83,6 +84,29 @@ def test_listen_unknown_message():
         reader.listen(input_lines)
 
 
+def test_listen_error(caplog: pytest.LogCaptureFixture):
+    class ErrorReader(DummyReader):
+        def _process_record_message(self, message_dict: dict) -> None:  # noqa: ARG002
+            msg = "Bad record"
+            raise ValueError(msg)
+
+    message = RecordMessage(
+        stream="users",
+        record={"id": 1, "value": 1.23},
+    )
+
+    input_lines = io.StringIO(json.dumps(message.to_dict()) + "\n")
+
+    reader = ErrorReader()
+    with caplog.at_level(logging.DEBUG), pytest.raises(ValueError, match="Bad record"):
+        reader.listen(input_lines)
+
+    assert caplog.records
+
+    message = caplog.records[0].message
+    assert "Failed while processing Singer message" in message
+
+
 def test_write_message():
     writer = SingerWriter()
     message = RecordMessage(
diff --git a/tests/core/test_jsonschema_helpers.py b/tests/core/test_jsonschema_helpers.py
index 15a63ec2c..0e3d9bc49 100644
--- a/tests/core/test_jsonschema_helpers.py
+++ b/tests/core/test_jsonschema_helpers.py
@@ -8,7 +8,6 @@
 from textwrap import dedent
 
 import pytest
-from jsonschema import Draft6Validator
 
 from singer_sdk.helpers._typing import (
     JSONSCHEMA_ANNOTATION_SECRET,
@@ -27,6 +26,7 @@
 )
 from singer_sdk.tap_base import Tap
 from singer_sdk.typing import (
+    DEFAULT_JSONSCHEMA_VALIDATOR,
     AllOf,
     AnyType,
     ArrayType,
@@ -161,7 +161,8 @@ def test_to_json():
             "required": [
                 "test_property"
             ],
-            "additionalProperties": false
+            "additionalProperties": false,
+            "$schema": "https://json-schema.org/draft/2020-12/schema"
         }""",
     )
 
@@ -172,6 +173,7 @@ def test_any_type(caplog: pytest.LogCaptureFixture):
     )
     with caplog.at_level(WARNING):
         assert schema.to_dict() == {
+            "$schema": "https://json-schema.org/draft/2020-12/schema",
             "type": "object",
             "properties": {
                 "any_type": {
@@ -252,6 +254,17 @@ def test_property_description():
     }
 
 
+def test_property_title():
+    title = "My Test Property"
+    prop = Property("test_property", StringType, title=title)
+    assert prop.to_dict() == {
+        "test_property": {
+            "type": ["string", "null"],
+            "title": title,
+        },
+    }
+
+
 @pytest.mark.parametrize(
     "json_type,expected_json_schema",
     [
@@ -932,7 +945,7 @@ def test_discriminated_union():
         ),
     )
 
-    validator = Draft6Validator(th.to_dict())
+    validator = DEFAULT_JSONSCHEMA_VALIDATOR(th.to_dict())
 
     assert validator.is_valid(
         {
diff --git a/tests/core/test_mapper.py b/tests/core/test_mapper.py
index 2d691725b..0ade78823 100644
--- a/tests/core/test_mapper.py
+++ b/tests/core/test_mapper.py
@@ -23,6 +23,7 @@
     ArrayType,
     BooleanType,
     CustomType,
+    DateTimeType,
     IntegerType,
     NumberType,
     ObjectType,
@@ -610,7 +611,7 @@ class MappedStream(Stream):
 
     name = "mystream"
     schema = PropertiesList(
-        Property("email", StringType),
+        Property("email", StringType, required=True),
         Property("count", IntegerType),
         Property(
             "user",
@@ -626,6 +627,7 @@ class MappedStream(Stream):
                 Property("some_numbers", ArrayType(NumberType())),
             ),
         ),
+        Property("joined_at", DateTimeType),
     ).to_dict()
 
     def get_records(self, context):  # noqa: ARG002
@@ -637,6 +639,7 @@ def get_records(self, context):  # noqa: ARG002
                 "sub": {"num": 1, "custom_obj": CustomObj("hello")},
                 "some_numbers": [Decimal("3.14"), Decimal("2.718")],
             },
+            "joined_at": "2022-01-01T00:00:00Z",
         }
         yield {
             "email": "bob@example.com",
@@ -646,6 +649,7 @@ def get_records(self, context):  # noqa: ARG002
                 "sub": {"num": 2, "custom_obj": CustomObj("world")},
                 "some_numbers": [Decimal("10.32"), Decimal("1.618")],
             },
+            "joined_at": "2022-01-01T00:00:00Z",
         }
         yield {
             "email": "charlie@example.com",
@@ -655,8 +659,12 @@ def get_records(self, context):  # noqa: ARG002
                 "sub": {"num": 3, "custom_obj": CustomObj("hello")},
                 "some_numbers": [Decimal("1.414"), Decimal("1.732")],
             },
+            "joined_at": "2022-01-01T00:00:00Z",
         }
 
+    def get_batches(self, batch_config, context):  # noqa: ARG002
+        yield batch_config.encoding, ["file:///tmp/stream.json.gz"]
+
 
 class MappedTap(Tap):
     """A tap with mapped streams."""
@@ -752,6 +760,71 @@ def discover_streams(self):
             "aliased_stream.jsonl",
             id="aliased_stream",
         ),
+        pytest.param(
+            {"mystream": {"__alias__": "aliased_stream"}},
+            {
+                "flattening_enabled": False,
+                "flattening_max_depth": 0,
+                "batch_config": {
+                    "encoding": {"format": "jsonl", "compression": "gzip"},
+                    "storage": {"root": "file:///tmp"},
+                },
+            },
+            "aliased_stream_batch.jsonl",
+            id="aliased_stream_batch",
+        ),
+        pytest.param(
+            {"mystream": {"__alias__": "aliased.stream"}},
+            {"flattening_enabled": False, "flattening_max_depth": 0},
+            "aliased_stream_not_expr.jsonl",
+            id="aliased_stream_not_expr",
+        ),
+        pytest.param(
+            {"mystream": {"__alias__": "'__stream_name__'"}},
+            {"flattening_enabled": False, "flattening_max_depth": 0},
+            "aliased_stream_quoted.jsonl",
+            id="aliased_stream_quoted",
+        ),
+        pytest.param(
+            {"mystream": {"source_table": "__stream_name__"}},
+            {"flattening_enabled": False, "flattening_max_depth": 0},
+            "builtin_variable_stream_name.jsonl",
+            id="builtin_variable_stream_name",
+        ),
+        pytest.param(
+            {"mystream": {"__alias__": "'aliased_' + __stream_name__"}},
+            {"flattening_enabled": False, "flattening_max_depth": 0},
+            "builtin_variable_stream_name_alias.jsonl",
+            id="builtin_variable_stream_name_alias",
+        ),
+        pytest.param(
+            {"mystream": {"__alias__": "__stream_name__.upper()"}},
+            {"flattening_enabled": False, "flattening_max_depth": 0},
+            "builtin_variable_stream_name_alias_expr.jsonl",
+            id="builtin_variable_stream_name_alias_expr",
+        ),
+        pytest.param(
+            {
+                "mystream": {
+                    "email": "self.upper()",
+                    "__else__": None,
+                }
+            },
+            {"flattening_enabled": False, "flattening_max_depth": 0},
+            "builtin_variable_self.jsonl",
+            id="builtin_variable_self",
+        ),
+        pytest.param(
+            {
+                "mystream": {
+                    "email": "_['email'].upper()",
+                    "__else__": None,
+                }
+            },
+            {"flattening_enabled": False, "flattening_max_depth": 0},
+            "builtin_variable_underscore.jsonl",
+            id="builtin_variable_underscore",
+        ),
         pytest.param(
             {},
             {"flattening_enabled": True, "flattening_max_depth": 0},
@@ -837,6 +910,59 @@ def discover_streams(self):
             "fake_credit_card_number.jsonl",
             id="fake_credit_card_number",
         ),
+        pytest.param(
+            {
+                "mystream": {
+                    "email": "Faker.seed(email) or fake.email()",
+                    "__else__": None,
+                },
+            },
+            {
+                "flattening_enabled": False,
+                "flattening_max_depth": 0,
+                "faker_config": {
+                    "locale": "en_US",
+                },
+            },
+            "fake_email_seed_class.jsonl",
+            id="fake_email_seed_class",
+            marks=pytest.mark.filterwarnings(
+                "default:Class 'Faker' is deprecated:DeprecationWarning"
+            ),
+        ),
+        pytest.param(
+            {
+                "mystream": {
+                    "email": "fake.seed_instance(email) or fake.email()",
+                    "__else__": None,
+                },
+            },
+            {
+                "flattening_enabled": False,
+                "flattening_max_depth": 0,
+                "faker_config": {
+                    "locale": "en_US",
+                },
+            },
+            "fake_email_seed_instance.jsonl",
+            id="fake_email_seed_instance",
+        ),
+        pytest.param(
+            {
+                "mystream": {
+                    "joined_date": "datetime.datetime.fromisoformat(joined_at).date()",
+                    "joined_timestamp": "float(datetime.datetime.fromisoformat(joined_at).timestamp())",  # noqa: E501
+                    "some_datetime": "datetime.datetime.fromisoformat(config['some_date_string'])",  # noqa: E501
+                },
+            },
+            {
+                "stream_map_config": {
+                    "some_date_string": "2024-10-10T10:10:10Z",
+                },
+            },
+            "dates.jsonl",
+            id="dates",
+        ),
     ],
 )
 def test_mapped_stream(
diff --git a/tests/core/test_metrics.py b/tests/core/test_metrics.py
index c78969f86..b0de4c9bb 100644
--- a/tests/core/test_metrics.py
+++ b/tests/core/test_metrics.py
@@ -1,6 +1,7 @@
 from __future__ import annotations
 
 import logging
+import os
 
 import pytest
 import time_machine
@@ -18,6 +19,8 @@ def __str__(self) -> str:
 
 
 def test_meter():
+    pid = os.getpid()
+
     class _MyMeter(metrics.Meter):
         def __enter__(self):
             return self
@@ -27,11 +30,14 @@ def __exit__(self, exc_type, exc_val, exc_tb):
 
     meter = _MyMeter(metrics.Metric.RECORD_COUNT)
 
-    assert meter.tags == {}
+    assert meter.tags == {metrics.Tag.PID: pid}
 
     stream_context = {"parent_id": 1}
     meter.context = stream_context
-    assert meter.tags == {metrics.Tag.CONTEXT: stream_context}
+    assert meter.tags == {
+        metrics.Tag.CONTEXT: stream_context,
+        metrics.Tag.PID: pid,
+    }
 
     meter.context = None
     assert metrics.Tag.CONTEXT not in meter.tags
@@ -39,6 +45,7 @@ def __exit__(self, exc_type, exc_val, exc_tb):
 
 def test_record_counter(caplog: pytest.LogCaptureFixture):
     caplog.set_level(logging.INFO, logger=metrics.METRICS_LOGGER_NAME)
+    pid = os.getpid()
     custom_object = CustomObject("test", 1)
 
     with metrics.record_counter(
@@ -68,6 +75,7 @@ def test_record_counter(caplog: pytest.LogCaptureFixture):
         assert point.tags == {
             metrics.Tag.STREAM: "test_stream",
             metrics.Tag.ENDPOINT: "test_endpoint",
+            metrics.Tag.PID: pid,
             "custom_tag": "pytest",
             "custom_obj": custom_object,
         }
@@ -79,6 +87,7 @@ def test_record_counter(caplog: pytest.LogCaptureFixture):
 
 def test_sync_timer(caplog: pytest.LogCaptureFixture):
     caplog.set_level(logging.INFO, logger=metrics.METRICS_LOGGER_NAME)
+    pid = os.getpid()
     traveler = time_machine.travel(0, tick=False)
     traveler.start()
 
@@ -100,6 +109,7 @@ def test_sync_timer(caplog: pytest.LogCaptureFixture):
     assert point.tags == {
         metrics.Tag.STREAM: "test_stream",
         metrics.Tag.STATUS: "succeeded",
+        metrics.Tag.PID: pid,
         "custom_tag": "pytest",
     }
 
diff --git a/tests/core/test_sql_typing.py b/tests/core/test_sql_typing.py
index 4248ea06d..8b6ff1a96 100644
--- a/tests/core/test_sql_typing.py
+++ b/tests/core/test_sql_typing.py
@@ -49,7 +49,8 @@ def test_convert_jsonschema_type_to_sql_type(
     jsonschema_type: dict,
     sql_type: sa.types.TypeEngine,
 ):
-    result = th.to_sql_type(jsonschema_type)
+    with pytest.warns(DeprecationWarning):
+        result = th.to_sql_type(jsonschema_type)
     assert isinstance(result, sql_type.__class__)
     assert str(result) == str(sql_type)
 
@@ -70,5 +71,7 @@ def test_convert_sql_type_to_jsonschema_type(
     sql_type: sa.types.TypeEngine,
     is_of_jsonschema_type: dict,
 ):
-    result = th.to_jsonschema_type(sql_type)
+    with pytest.warns(DeprecationWarning):
+        result = th.to_jsonschema_type(sql_type)
+
     assert result == is_of_jsonschema_type
diff --git a/tests/core/test_state_handling.py b/tests/core/test_state_handling.py
index f58a0128b..85fd4812f 100644
--- a/tests/core/test_state_handling.py
+++ b/tests/core/test_state_handling.py
@@ -3,6 +3,7 @@
 from __future__ import annotations
 
 import logging
+import uuid
 
 import pytest
 
@@ -155,3 +156,21 @@ def test_null_replication_value(caplog):
     ), "State should not be updated."
     assert caplog.records[0].levelname == "WARNING"
     assert "is null" in caplog.records[0].message
+
+
+def test_uuidv7_replication_value():
+    stream_state = {
+        "replication_key": "id",
+        "replication_key_value": "01931c63-b14e-7ff3-8621-e577ed392dc8",
+    }
+    new_string_val = "01931c63-b14e-7ff3-8621-e578edbca9a3"
+
+    _state.increment_state(
+        stream_state,
+        latest_record={"id": uuid.UUID(new_string_val)},
+        replication_key="id",
+        is_sorted=True,
+        check_sorted=True,
+    )
+
+    assert stream_state["replication_key_value"] == new_string_val
diff --git a/tests/core/test_streams.py b/tests/core/test_streams.py
index 592f921e6..6dabf1f28 100644
--- a/tests/core/test_streams.py
+++ b/tests/core/test_streams.py
@@ -5,6 +5,7 @@
 import datetime
 import logging
 import typing as t
+import urllib.parse
 
 import pytest
 import requests
@@ -15,8 +16,7 @@
 )
 from singer_sdk.helpers._classproperty import classproperty
 from singer_sdk.helpers._compat import datetime_fromisoformat as parse
-from singer_sdk.helpers.jsonpath import _compile_jsonpath, extract_jsonpath
-from singer_sdk.pagination import first
+from singer_sdk.helpers.jsonpath import _compile_jsonpath
 from singer_sdk.streams.core import REPLICATION_FULL_TABLE, REPLICATION_INCREMENTAL
 from singer_sdk.streams.graphql import GraphQLStream
 from singer_sdk.streams.rest import RESTStream
@@ -24,6 +24,8 @@
 from tests.core.conftest import SimpleTestStream
 
 if t.TYPE_CHECKING:
+    import requests_mock
+
     from singer_sdk import Stream, Tap
     from tests.core.conftest import SimpleTestTap
 
@@ -42,22 +44,16 @@ class RestTestStream(RESTStream):
     ).to_dict()
     replication_key = "updatedAt"
 
+
+class RestTestStreamLegacyPagination(RestTestStream):
+    """Test RESTful stream class with pagination."""
+
     def get_next_page_token(
         self,
-        response: requests.Response,
-        previous_token: str | None,  # noqa: ARG002
-    ) -> str | None:
-        if not self.next_page_token_jsonpath:
-            return response.headers.get("X-Next-Page", None)
-
-        all_matches = extract_jsonpath(
-            self.next_page_token_jsonpath,
-            response.json(),
-        )
-        try:
-            return first(all_matches)
-        except StopIteration:
-            return None
+        response: requests.Response,  # noqa: ARG002
+        previous_token: int | None,
+    ) -> int:
+        return previous_token + 1 if previous_token is not None else 1
 
 
 class GraphqlTestStream(GraphQLStream):
@@ -110,6 +106,43 @@ def test_stream_apply_catalog(stream: Stream):
     assert stream.forced_replication_method == REPLICATION_FULL_TABLE
 
 
+def test_stream_apply_catalog__singer_standard(stream: Stream):
+    """Applying a catalog to a stream should overwrite fields."""
+    assert stream.primary_keys == []
+    assert stream.replication_key == "updatedAt"
+    assert stream.replication_method == REPLICATION_INCREMENTAL
+    assert stream.forced_replication_method is None
+
+    stream.apply_catalog(
+        catalog=Catalog.from_dict(
+            {
+                "streams": [
+                    {
+                        "tap_stream_id": stream.name,
+                        "stream": stream.name,
+                        "schema": stream.schema,
+                        "metadata": [
+                            {
+                                "breadcrumb": [],
+                                "metadata": {
+                                    "table-key-properties": ["id"],
+                                    "replication-key": "newReplicationKey",
+                                    "forced-replication-method": REPLICATION_FULL_TABLE,
+                                },
+                            },
+                        ],
+                    },
+                ],
+            },
+        ),
+    )
+
+    assert stream.primary_keys == ["id"]
+    assert stream.replication_key == "newReplicationKey"
+    assert stream.replication_method == REPLICATION_FULL_TABLE
+    assert stream.forced_replication_method == REPLICATION_FULL_TABLE
+
+
 @pytest.mark.parametrize(
     "stream_name,forced_replication_method,bookmark_value,expected_starting_value",
     [
@@ -141,6 +174,18 @@ def test_stream_apply_catalog(stream: Stream):
             parse(CONFIG_START_DATE).replace(tzinfo=datetime.timezone.utc),
             id="datetime-repl-key-old-bookmark",
         ),
+        pytest.param(
+            "test",
+            None,
+            "2021-01-02T00:00:00-08:00",
+            datetime.datetime(
+                2021,
+                1,
+                2,
+                tzinfo=datetime.timezone(datetime.timedelta(hours=-8)),
+            ),
+            id="datetime-repl-key-recent-bookmark-tz-aware",
+        ),
         pytest.param(
             "unix_ts",
             None,
@@ -304,6 +349,21 @@ def test_jsonpath_rest_stream(tap: Tap, path: str, content: str, result: list[di
     assert list(records) == result
 
 
+def test_legacy_pagination(tap: Tap):
+    """Validate legacy pagination is handled correctly."""
+    stream = RestTestStreamLegacyPagination(tap)
+
+    with pytest.deprecated_call():
+        stream.get_new_paginator()
+
+    page: int | None = None
+    page = stream.get_next_page_token(None, page)
+    assert page == 1
+
+    page = stream.get_next_page_token(None, page)
+    assert page == 2
+
+
 def test_jsonpath_graphql_stream_default(tap: Tap):
     """Validate graphql JSONPath, defaults to the stream name."""
     content = """{
@@ -425,11 +485,8 @@ def test_next_page_token_jsonpath(
     RestTestStream.next_page_token_jsonpath = path
     stream = RestTestStream(tap)
 
-    with pytest.warns(DeprecationWarning):
-        paginator = stream.get_new_paginator()
-
+    paginator = stream.get_new_paginator()
     next_page = paginator.get_next(fake_response)
-
     assert next_page == result
 
 
@@ -472,6 +529,45 @@ def calculate_test_cost(
         assert f"Total Sync costs for stream {stream.name}" in record.message
 
 
+def test_non_json_payload(tap: Tap, requests_mock: requests_mock.Mocker):
+    """Test non-JSON payload is handled correctly."""
+
+    def callback(request: requests.PreparedRequest, context: requests_mock.Context):  # noqa: ARG001
+        assert request.headers["Content-Type"] == "application/x-www-form-urlencoded"
+        assert request.body == "my_key=my_value"
+
+        data = urllib.parse.parse_qs(request.body)
+
+        return {
+            "data": [
+                {"id": 1, "value": f"{data['my_key'][0]}_1"},
+                {"id": 2, "value": f"{data['my_key'][0]}_2"},
+            ]
+        }
+
+    class NonJsonStream(RestTestStream):
+        payload_as_json = False
+        http_method = "POST"
+        path = "/non-json"
+        records_jsonpath = "$.data[*]"
+
+        def prepare_request_payload(self, context, next_page_token):  # noqa: ARG002
+            return {"my_key": "my_value"}
+
+    stream = NonJsonStream(tap)
+
+    requests_mock.post(
+        "https://example.com/non-json",
+        json=callback,
+    )
+
+    records = list(stream.request_records(None))
+    assert records == [
+        {"id": 1, "value": "my_value_1"},
+        {"id": 2, "value": "my_value_2"},
+    ]
+
+
 @pytest.mark.parametrize(
     "input_catalog,selection",
     [
diff --git a/tests/core/test_typing.py b/tests/core/test_typing.py
index 5043c75e1..c6919a81d 100644
--- a/tests/core/test_typing.py
+++ b/tests/core/test_typing.py
@@ -313,9 +313,19 @@ def test_conform_primitives():
 
     assert _conform_primitive_property(None, {"type": "boolean"}) is None
     assert _conform_primitive_property(0, {"type": "boolean"}) is False
+    assert (
+        _conform_primitive_property(
+            0, {"anyOf": [{"type": "boolean"}, {"type": "integer"}]}
+        )
+        == 0
+    )
+    assert _conform_primitive_property(0, {"type": ["boolean", "integer"]}) == 0
     assert _conform_primitive_property(1, {"type": "boolean"}) is True
+    assert _conform_primitive_property(1, {"type": ["boolean", "null"]}) is True
+    assert _conform_primitive_property(1, {"type": ["boolean"]}) is True
 
 
+@pytest.mark.filterwarnings("ignore:Use `JSONSchemaToSQL` instead.:DeprecationWarning")
 @pytest.mark.parametrize(
     "jsonschema_type,expected",
     [
@@ -336,6 +346,10 @@ def test_conform_primitives():
             sa.types.DATETIME,
         ),
         ({"anyOf": [{"type": "integer"}, {"type": "null"}]}, sa.types.INTEGER),
+        (
+            {"type": ["array", "object", "boolean", "null"]},
+            sa.types.VARCHAR,
+        ),
     ],
 )
 def test_to_sql_type(jsonschema_type, expected):
diff --git a/tests/samples/conftest.py b/tests/samples/conftest.py
index 90cb80dec..6580c0d0c 100644
--- a/tests/samples/conftest.py
+++ b/tests/samples/conftest.py
@@ -29,14 +29,15 @@ def _sqlite_sample_db(sqlite_connector):
                     f"""
                     CREATE TABLE t{t} (
                         c1 int PRIMARY KEY NOT NULL,
-                        c2 varchar(10) NOT NULL
+                        c2 varchar(10) NOT NULL,
+                        c3 text NOT NULL
                     )
                     """
                 ),
             )
             for x in range(100):
                 conn.execute(
-                    sa.text(f"INSERT INTO t{t} VALUES ({x}, 'x={x}')"),  # noqa: S608
+                    sa.text(f"INSERT INTO t{t} VALUES ({x}, 'x={x}', 'y={x}')"),  # noqa: S608
                 )
 
 
diff --git a/tests/samples/test_tap_csv.py b/tests/samples/test_tap_csv.py
new file mode 100644
index 000000000..cb16e0e0e
--- /dev/null
+++ b/tests/samples/test_tap_csv.py
@@ -0,0 +1,85 @@
+from __future__ import annotations
+
+import datetime
+
+import pytest
+
+from samples.sample_tap_csv.sample_tap_csv import SampleTapCSV
+from singer_sdk.testing import SuiteConfig, get_tap_test_class
+
+_TestCSVMerge = get_tap_test_class(
+    tap_class=SampleTapCSV,
+    config={
+        "path": "fixtures/csv",
+        "read_mode": "merge",
+        "stream_name": "people",
+        "delimiter": "\t",
+    },
+)
+
+
+class TestCSVMerge(_TestCSVMerge):
+    pass
+
+
+_TestCSVOneStreamPerFile = get_tap_test_class(
+    tap_class=SampleTapCSV,
+    config={
+        "path": "fixtures/csv",
+        "read_mode": "one_stream_per_file",
+        "delimiter": "\t",
+    },
+)
+
+
+class TestCSVOneStreamPerFile(_TestCSVOneStreamPerFile):
+    pass
+
+
+# Three days into the future.
+FUTURE = datetime.datetime.now(tz=datetime.timezone.utc) + datetime.timedelta(days=3)
+
+STATE = {
+    "bookmarks": {
+        "customers": {
+            "partitions": [
+                {
+                    "context": {"_sdc_path": "fixtures/csv/customers.csv"},
+                    "replication_key": "_sdc_modified_at",
+                    "replication_key_value": FUTURE.isoformat(),
+                }
+            ]
+        },
+        "employees": {
+            "partitions": [
+                {
+                    "context": {"_sdc_path": "fixtures/csv/employees.csv"},
+                    "replication_key": "_sdc_modified_at",
+                    "replication_key_value": FUTURE.isoformat(),
+                }
+            ]
+        },
+    }
+}
+
+
+_TestCSVOneStreamPerFileIncremental = get_tap_test_class(
+    tap_class=SampleTapCSV,
+    config={
+        "path": "fixtures/csv",
+        "read_mode": "one_stream_per_file",
+        "delimiter": "\t",
+    },
+    state=STATE,
+    suite_config=SuiteConfig(ignore_no_records=True),
+)
+
+
+class TestCSVOneStreamPerFileIncremental(_TestCSVOneStreamPerFileIncremental):
+    @pytest.mark.xfail(reason="No records are extracted", strict=True)
+    def test_tap_stream_transformed_catalog_schema_matches_record(self, stream: str):
+        super().test_tap_stream_transformed_catalog_schema_matches_record(stream)
+
+    @pytest.mark.xfail(reason="No records are extracted", strict=True)
+    def test_tap_stream_returns_record(self, stream: str):
+        super().test_tap_stream_returns_record(stream)
diff --git a/tests/samples/test_tap_sqlite.py b/tests/samples/test_tap_sqlite.py
index b019d9449..ff83de338 100644
--- a/tests/samples/test_tap_sqlite.py
+++ b/tests/samples/test_tap_sqlite.py
@@ -70,7 +70,7 @@ def test_sqlite_discovery(sqlite_sample_tap: SQLTap):
     sqlite_sample_tap.sync_all()
     stream = t.cast(SQLStream, sqlite_sample_tap.streams["main-t1"])
     schema = stream.schema
-    assert len(schema["properties"]) == 2
+    assert len(schema["properties"]) == 3
     assert stream.name == stream.tap_stream_id == "main-t1"
 
     md_map = MetadataMapping.from_iterable(stream.catalog_entry["metadata"])
@@ -90,13 +90,17 @@ def test_sqlite_discovery(sqlite_sample_tap: SQLTap):
 def test_sqlite_input_catalog(sqlite_sample_tap: SQLTap):
     sqlite_sample_tap.sync_all()
     stream = t.cast(SQLStream, sqlite_sample_tap.streams["main-t1"])
-    assert len(stream.schema["properties"]) == 2
-    assert len(stream.stream_maps[0].transformed_schema["properties"]) == 2
+    assert len(stream.schema["properties"]) == 3
+    assert len(stream.stream_maps[0].transformed_schema["properties"]) == 3
 
     for schema in [stream.schema, stream.stream_maps[0].transformed_schema]:
-        assert len(schema["properties"]) == 2
+        assert len(schema["properties"]) == 3
         assert schema["properties"]["c1"] == {"type": ["integer"]}
-        assert schema["properties"]["c2"] == {"type": ["string", "null"]}
+        assert schema["properties"]["c2"] == {
+            "type": ["string", "null"],
+            "maxLength": 10,
+        }
+        assert schema["properties"]["c3"] == {"type": ["string", "null"]}
         assert stream.name == stream.tap_stream_id == "main-t1"
 
     md_map = MetadataMapping.from_iterable(stream.catalog_entry["metadata"])
diff --git a/tests/samples/test_target_csv.py b/tests/samples/test_target_csv.py
index 3053590d8..7ada6c33f 100644
--- a/tests/samples/test_target_csv.py
+++ b/tests/samples/test_target_csv.py
@@ -3,6 +3,7 @@
 from __future__ import annotations
 
 import datetime
+import importlib.resources
 import json
 import shutil
 import typing as t
@@ -16,7 +17,6 @@
 from samples.sample_mapper.mapper import StreamTransform
 from samples.sample_tap_countries.countries_tap import SampleTapCountries
 from samples.sample_target_csv.csv_target import SampleTargetCSV
-from singer_sdk.helpers._compat import importlib_resources
 from singer_sdk.testing import (
     get_target_test_class,
     sync_end_to_end,
@@ -149,7 +149,7 @@ def test_target_batching():
 
 
 SAMPLE_FILENAME = (
-    importlib_resources.files("tests.samples") / "resources/messages.jsonl"
+    importlib.resources.files("tests.samples") / "resources/messages.jsonl"
 )
 EXPECTED_OUTPUT = """"id"	"name"
 1	"Chris"
diff --git a/tests/snapshots/countries_write_schemas/countries_write_schemas b/tests/snapshots/countries_write_schemas/countries_write_schemas
index 71a900f1b..f9783e51d 100644
--- a/tests/snapshots/countries_write_schemas/countries_write_schemas
+++ b/tests/snapshots/countries_write_schemas/countries_write_schemas
@@ -1,2 +1,2 @@
 {"type":"SCHEMA","stream":"continents","schema":{"properties":{"code":{"type":["string","null"]},"name":{"type":["string","null"]}},"type":"object"},"key_properties":["code"]}
-{"type":"SCHEMA","stream":"countries","schema":{"properties":{"code":{"type":["string","null"]},"name":{"type":["string","null"]},"native":{"type":["string","null"]},"phone":{"type":["string","null"]},"capital":{"type":["string","null"]},"currency":{"type":["string","null"]},"emoji":{"type":["string","null"]},"continent":{"properties":{"code":{"type":["string","null"]},"name":{"type":["string","null"]}},"type":["object","null"]},"languages":{"items":{"properties":{"code":{"type":["string","null"]},"name":{"type":["string","null"]}},"type":"object"},"type":["array","null"]}},"type":"object"},"key_properties":["code"]}
+{"type":"SCHEMA","stream":"countries","schema":{"properties":{"code":{"type":["string","null"]},"name":{"type":["string","null"]},"native":{"type":["string","null"]},"phone":{"type":["string","null"]},"capital":{"type":["string","null"]},"currency":{"type":["string","null"]},"emoji":{"type":["string","null"]},"continent":{"properties":{"code":{"type":["string","null"]},"name":{"type":["string","null"]}},"type":["object","null"]},"languages":{"items":{"properties":{"code":{"type":["string","null"]},"name":{"type":["string","null"]}},"type":"object"},"type":["array","null"]}},"type":"object","$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":["code"]}
diff --git a/tests/snapshots/mapped_stream/aliased_stream.jsonl b/tests/snapshots/mapped_stream/aliased_stream.jsonl
index 8956e8020..94f0a6b5b 100644
--- a/tests/snapshots/mapped_stream/aliased_stream.jsonl
+++ b/tests/snapshots/mapped_stream/aliased_stream.jsonl
@@ -1,6 +1,6 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"aliased_stream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
-{"type":"RECORD","stream":"aliased_stream","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"aliased_stream","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"aliased_stream","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"SCHEMA","stream":"aliased_stream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"RECORD","stream":"aliased_stream","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"aliased_stream","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"aliased_stream","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/aliased_stream_batch.jsonl b/tests/snapshots/mapped_stream/aliased_stream_batch.jsonl
new file mode 100644
index 000000000..8aac11990
--- /dev/null
+++ b/tests/snapshots/mapped_stream/aliased_stream_batch.jsonl
@@ -0,0 +1,5 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"aliased_stream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"BATCH","stream":"aliased_stream","encoding":{"format":"jsonl","compression":"gzip"},"manifest":["file:///tmp/stream.json.gz"]}
+{"type":"STATE","value":{}}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/aliased_stream_not_expr.jsonl b/tests/snapshots/mapped_stream/aliased_stream_not_expr.jsonl
new file mode 100644
index 000000000..5a96a8c5e
--- /dev/null
+++ b/tests/snapshots/mapped_stream/aliased_stream_not_expr.jsonl
@@ -0,0 +1,6 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"aliased.stream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"RECORD","stream":"aliased.stream","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"aliased.stream","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"aliased.stream","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/aliased_stream_quoted.jsonl b/tests/snapshots/mapped_stream/aliased_stream_quoted.jsonl
new file mode 100644
index 000000000..5855671d3
--- /dev/null
+++ b/tests/snapshots/mapped_stream/aliased_stream_quoted.jsonl
@@ -0,0 +1,6 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"__stream_name__","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"RECORD","stream":"__stream_name__","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"__stream_name__","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"__stream_name__","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/builtin_variable_self.jsonl b/tests/snapshots/mapped_stream/builtin_variable_self.jsonl
new file mode 100644
index 000000000..3338fa72e
--- /dev/null
+++ b/tests/snapshots/mapped_stream/builtin_variable_self.jsonl
@@ -0,0 +1,6 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"email":{"type":["string","null"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"RECORD","stream":"mystream","record":{"email":"ALICE@EXAMPLE.COM"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"BOB@EXAMPLE.COM"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"CHARLIE@EXAMPLE.COM"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/builtin_variable_stream_name.jsonl b/tests/snapshots/mapped_stream/builtin_variable_stream_name.jsonl
new file mode 100644
index 000000000..ec27eb117
--- /dev/null
+++ b/tests/snapshots/mapped_stream/builtin_variable_stream_name.jsonl
@@ -0,0 +1,6 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"joined_at":{"format":"date-time","type":["string","null"]},"source_table":{"type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"joined_at":"2022-01-01T00:00:00Z","source_table":"mystream"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"joined_at":"2022-01-01T00:00:00Z","source_table":"mystream"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"joined_at":"2022-01-01T00:00:00Z","source_table":"mystream"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/builtin_variable_stream_name_alias.jsonl b/tests/snapshots/mapped_stream/builtin_variable_stream_name_alias.jsonl
new file mode 100644
index 000000000..ee253c34d
--- /dev/null
+++ b/tests/snapshots/mapped_stream/builtin_variable_stream_name_alias.jsonl
@@ -0,0 +1,6 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"aliased_mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"RECORD","stream":"aliased_mystream","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"aliased_mystream","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"aliased_mystream","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/builtin_variable_stream_name_alias_expr.jsonl b/tests/snapshots/mapped_stream/builtin_variable_stream_name_alias_expr.jsonl
new file mode 100644
index 000000000..9b54b4c83
--- /dev/null
+++ b/tests/snapshots/mapped_stream/builtin_variable_stream_name_alias_expr.jsonl
@@ -0,0 +1,6 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"MYSTREAM","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"RECORD","stream":"MYSTREAM","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"MYSTREAM","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"MYSTREAM","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/builtin_variable_underscore.jsonl b/tests/snapshots/mapped_stream/builtin_variable_underscore.jsonl
new file mode 100644
index 000000000..3338fa72e
--- /dev/null
+++ b/tests/snapshots/mapped_stream/builtin_variable_underscore.jsonl
@@ -0,0 +1,6 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"email":{"type":["string","null"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"RECORD","stream":"mystream","record":{"email":"ALICE@EXAMPLE.COM"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"BOB@EXAMPLE.COM"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"CHARLIE@EXAMPLE.COM"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/changed_key_properties.jsonl b/tests/snapshots/mapped_stream/changed_key_properties.jsonl
index d90219138..eb5b9491f 100644
--- a/tests/snapshots/mapped_stream/changed_key_properties.jsonl
+++ b/tests/snapshots/mapped_stream/changed_key_properties.jsonl
@@ -1,5 +1,5 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"email_hash":{"type":["string","null"]}}},"key_properties":["email_hash"]}
+{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"email_hash":{"type":["string","null"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":["email_hash"]}
 {"type":"RECORD","stream":"mystream","record":{"email_hash":"c160f8cc69a4f0bf2b0362752353d060"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"email_hash":"4b9bb80620f03eb3719e0a061c14283d"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"email_hash":"426b189df1e2f359efe6ee90f2d2030f"},"time_extracted":"2022-01-01T00:00:00+00:00"}
diff --git a/tests/snapshots/mapped_stream/dates.jsonl b/tests/snapshots/mapped_stream/dates.jsonl
new file mode 100644
index 000000000..f022c8c60
--- /dev/null
+++ b/tests/snapshots/mapped_stream/dates.jsonl
@@ -0,0 +1,6 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"joined_at":{"format":"date-time","type":["string","null"]},"joined_date":{"type":["string","null"],"format":"date"},"joined_timestamp":{"type":["number","null"]},"some_datetime":{"type":["string","null"],"format":"date-time"}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"joined_at":"2022-01-01T00:00:00Z","joined_date":"2022-01-01","joined_timestamp":1640995200.0,"some_datetime":"2024-10-10T10:10:10+00:00"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"joined_at":"2022-01-01T00:00:00Z","joined_date":"2022-01-01","joined_timestamp":1640995200.0,"some_datetime":"2024-10-10T10:10:10+00:00"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"joined_at":"2022-01-01T00:00:00Z","joined_date":"2022-01-01","joined_timestamp":1640995200.0,"some_datetime":"2024-10-10T10:10:10+00:00"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/drop_property.jsonl b/tests/snapshots/mapped_stream/drop_property.jsonl
index 9b6c9b61a..a7ba3e35b 100644
--- a/tests/snapshots/mapped_stream/drop_property.jsonl
+++ b/tests/snapshots/mapped_stream/drop_property.jsonl
@@ -1,6 +1,6 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
-{"type":"RECORD","stream":"mystream","record":{"count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"mystream","record":{"count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"mystream","record":{"count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":[],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"RECORD","stream":"mystream","record":{"count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/drop_property_null_string.jsonl b/tests/snapshots/mapped_stream/drop_property_null_string.jsonl
index 9b6c9b61a..a7ba3e35b 100644
--- a/tests/snapshots/mapped_stream/drop_property_null_string.jsonl
+++ b/tests/snapshots/mapped_stream/drop_property_null_string.jsonl
@@ -1,6 +1,6 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
-{"type":"RECORD","stream":"mystream","record":{"count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"mystream","record":{"count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"mystream","record":{"count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":[],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"RECORD","stream":"mystream","record":{"count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/fake_credit_card_number.jsonl b/tests/snapshots/mapped_stream/fake_credit_card_number.jsonl
index 6db048524..b816de5c1 100644
--- a/tests/snapshots/mapped_stream/fake_credit_card_number.jsonl
+++ b/tests/snapshots/mapped_stream/fake_credit_card_number.jsonl
@@ -1,5 +1,5 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"cc":{"type":["string","null"]}}},"key_properties":[]}
+{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"cc":{"type":["string","null"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
 {"type":"RECORD","stream":"mystream","record":{"cc":"4201040137208265027"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"cc":"675987782884"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"cc":"502011811259"},"time_extracted":"2022-01-01T00:00:00+00:00"}
diff --git a/tests/snapshots/mapped_stream/fake_email_seed_class.jsonl b/tests/snapshots/mapped_stream/fake_email_seed_class.jsonl
new file mode 100644
index 000000000..74e528641
--- /dev/null
+++ b/tests/snapshots/mapped_stream/fake_email_seed_class.jsonl
@@ -0,0 +1,6 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"email":{"type":["string","null"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"RECORD","stream":"mystream","record":{"email":"zwells@example.org"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"josephcunningham@example.com"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"lydia62@example.net"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/fake_email_seed_instance.jsonl b/tests/snapshots/mapped_stream/fake_email_seed_instance.jsonl
new file mode 100644
index 000000000..74e528641
--- /dev/null
+++ b/tests/snapshots/mapped_stream/fake_email_seed_instance.jsonl
@@ -0,0 +1,6 @@
+{"type":"STATE","value":{}}
+{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"email":{"type":["string","null"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"RECORD","stream":"mystream","record":{"email":"zwells@example.org"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"josephcunningham@example.com"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"lydia62@example.net"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/flatten_all.jsonl b/tests/snapshots/mapped_stream/flatten_all.jsonl
index 79f981ac5..922f1934a 100644
--- a/tests/snapshots/mapped_stream/flatten_all.jsonl
+++ b/tests/snapshots/mapped_stream/flatten_all.jsonl
@@ -1,6 +1,6 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user__id":{"type":["integer","null"]},"user__sub__num":{"type":["integer","null"]},"user__sub__custom_obj":{"type":["string","null"]},"user__some_numbers":{"type":["string","null"]}},"type":"object"},"key_properties":[]}
-{"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user__id":1,"user__sub__num":1,"user__sub__custom_obj":"obj-hello","user__some_numbers":"[3.14,2.718]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user__id":2,"user__sub__num":2,"user__sub__custom_obj":"obj-world","user__some_numbers":"[10.32,1.618]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user__id":3,"user__sub__num":3,"user__sub__custom_obj":"obj-hello","user__some_numbers":"[1.414,1.732]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user__id":{"type":["integer","null"]},"user__sub__num":{"type":["integer","null"]},"user__sub__custom_obj":{"type":["string","null"]},"user__some_numbers":{"type":["string","null"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user__id":1,"user__sub__num":1,"user__sub__custom_obj":"obj-hello","user__some_numbers":"[3.14,2.718]","joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user__id":2,"user__sub__num":2,"user__sub__custom_obj":"obj-world","user__some_numbers":"[10.32,1.618]","joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user__id":3,"user__sub__num":3,"user__sub__custom_obj":"obj-hello","user__some_numbers":"[1.414,1.732]","joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/flatten_depth_0.jsonl b/tests/snapshots/mapped_stream/flatten_depth_0.jsonl
index aaec30f1b..b526731b5 100644
--- a/tests/snapshots/mapped_stream/flatten_depth_0.jsonl
+++ b/tests/snapshots/mapped_stream/flatten_depth_0.jsonl
@@ -1,6 +1,6 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
-{"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/flatten_depth_1.jsonl b/tests/snapshots/mapped_stream/flatten_depth_1.jsonl
index 4dd18f86d..efadf1c48 100644
--- a/tests/snapshots/mapped_stream/flatten_depth_1.jsonl
+++ b/tests/snapshots/mapped_stream/flatten_depth_1.jsonl
@@ -1,6 +1,6 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user__id":{"type":["integer","null"]},"user__sub":{"type":["string","null"]},"user__some_numbers":{"type":["string","null"]}},"type":"object"},"key_properties":[]}
-{"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user__id":1,"user__sub":"{\"num\":1,\"custom_obj\":\"obj-hello\"}","user__some_numbers":"[3.14,2.718]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user__id":2,"user__sub":"{\"num\":2,\"custom_obj\":\"obj-world\"}","user__some_numbers":"[10.32,1.618]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user__id":3,"user__sub":"{\"num\":3,\"custom_obj\":\"obj-hello\"}","user__some_numbers":"[1.414,1.732]"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user__id":{"type":["integer","null"]},"user__sub":{"type":["string","null"]},"user__some_numbers":{"type":["string","null"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user__id":1,"user__sub":"{\"num\":1,\"custom_obj\":\"obj-hello\"}","user__some_numbers":"[3.14,2.718]","joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user__id":2,"user__sub":"{\"num\":2,\"custom_obj\":\"obj-world\"}","user__some_numbers":"[10.32,1.618]","joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user__id":3,"user__sub":"{\"num\":3,\"custom_obj\":\"obj-hello\"}","user__some_numbers":"[1.414,1.732]","joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/keep_all_fields.jsonl b/tests/snapshots/mapped_stream/keep_all_fields.jsonl
index 7c9d13622..33df3a6f8 100644
--- a/tests/snapshots/mapped_stream/keep_all_fields.jsonl
+++ b/tests/snapshots/mapped_stream/keep_all_fields.jsonl
@@ -1,6 +1,6 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"email_hash":{"type":["string","null"]}},"type":"object"},"key_properties":[]}
-{"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"email_hash":"c160f8cc69a4f0bf2b0362752353d060"},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"email_hash":"4b9bb80620f03eb3719e0a061c14283d"},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"email_hash":"426b189df1e2f359efe6ee90f2d2030f"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"joined_at":{"format":"date-time","type":["string","null"]},"email_hash":{"type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"joined_at":"2022-01-01T00:00:00Z","email_hash":"c160f8cc69a4f0bf2b0362752353d060"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"joined_at":"2022-01-01T00:00:00Z","email_hash":"4b9bb80620f03eb3719e0a061c14283d"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"joined_at":"2022-01-01T00:00:00Z","email_hash":"426b189df1e2f359efe6ee90f2d2030f"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/map_and_flatten.jsonl b/tests/snapshots/mapped_stream/map_and_flatten.jsonl
index 5bc3b7f42..6be3ac645 100644
--- a/tests/snapshots/mapped_stream/map_and_flatten.jsonl
+++ b/tests/snapshots/mapped_stream/map_and_flatten.jsonl
@@ -1,6 +1,6 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user__id":{"type":["integer","null"]},"user__sub__num":{"type":["integer","null"]},"user__sub__custom_obj":{"type":["string","null"]},"user__some_numbers":{"type":["string","null"]},"email_hash":{"type":["string","null"]}},"type":"object"},"key_properties":["email_hash"]}
-{"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user__id":1,"user__sub__num":1,"user__sub__custom_obj":"obj-hello","user__some_numbers":"[3.14,2.718]","email_hash":"c160f8cc69a4f0bf2b0362752353d060"},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user__id":2,"user__sub__num":2,"user__sub__custom_obj":"obj-world","user__some_numbers":"[10.32,1.618]","email_hash":"4b9bb80620f03eb3719e0a061c14283d"},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user__id":3,"user__sub__num":3,"user__sub__custom_obj":"obj-hello","user__some_numbers":"[1.414,1.732]","email_hash":"426b189df1e2f359efe6ee90f2d2030f"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user__id":{"type":["integer","null"]},"user__sub__num":{"type":["integer","null"]},"user__sub__custom_obj":{"type":["string","null"]},"user__some_numbers":{"type":["string","null"]},"joined_at":{"format":"date-time","type":["string","null"]},"email_hash":{"type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":["email_hash"]}
+{"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user__id":1,"user__sub__num":1,"user__sub__custom_obj":"obj-hello","user__some_numbers":"[3.14,2.718]","joined_at":"2022-01-01T00:00:00Z","email_hash":"c160f8cc69a4f0bf2b0362752353d060"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user__id":2,"user__sub__num":2,"user__sub__custom_obj":"obj-world","user__some_numbers":"[10.32,1.618]","joined_at":"2022-01-01T00:00:00Z","email_hash":"4b9bb80620f03eb3719e0a061c14283d"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user__id":3,"user__sub__num":3,"user__sub__custom_obj":"obj-hello","user__some_numbers":"[1.414,1.732]","joined_at":"2022-01-01T00:00:00Z","email_hash":"426b189df1e2f359efe6ee90f2d2030f"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/no_map.jsonl b/tests/snapshots/mapped_stream/no_map.jsonl
index aaec30f1b..b526731b5 100644
--- a/tests/snapshots/mapped_stream/no_map.jsonl
+++ b/tests/snapshots/mapped_stream/no_map.jsonl
@@ -1,6 +1,6 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
-{"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"SCHEMA","stream":"mystream","schema":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":"object","required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"RECORD","stream":"mystream","record":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"joined_at":"2022-01-01T00:00:00Z"},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/non_pk_passthrough.jsonl b/tests/snapshots/mapped_stream/non_pk_passthrough.jsonl
index 78d332dce..4d9439007 100644
--- a/tests/snapshots/mapped_stream/non_pk_passthrough.jsonl
+++ b/tests/snapshots/mapped_stream/non_pk_passthrough.jsonl
@@ -1,5 +1,5 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"count":{"type":["integer","null"]}}},"key_properties":[]}
+{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"count":{"type":["integer","null"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
 {"type":"RECORD","stream":"mystream","record":{"count":21},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"count":13},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"count":19},"time_extracted":"2022-01-01T00:00:00+00:00"}
diff --git a/tests/snapshots/mapped_stream/only_mapped_fields.jsonl b/tests/snapshots/mapped_stream/only_mapped_fields.jsonl
index df053aa52..ef70c9aac 100644
--- a/tests/snapshots/mapped_stream/only_mapped_fields.jsonl
+++ b/tests/snapshots/mapped_stream/only_mapped_fields.jsonl
@@ -1,5 +1,5 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"email_hash":{"type":["string","null"]},"fixed_count":{"type":["integer","null"]}}},"key_properties":[]}
+{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"email_hash":{"type":["string","null"]},"fixed_count":{"type":["integer","null"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
 {"type":"RECORD","stream":"mystream","record":{"email_hash":"c160f8cc69a4f0bf2b0362752353d060","fixed_count":20},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"email_hash":"4b9bb80620f03eb3719e0a061c14283d","fixed_count":12},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"email_hash":"426b189df1e2f359efe6ee90f2d2030f","fixed_count":18},"time_extracted":"2022-01-01T00:00:00+00:00"}
diff --git a/tests/snapshots/mapped_stream/only_mapped_fields_null_string.jsonl b/tests/snapshots/mapped_stream/only_mapped_fields_null_string.jsonl
index df053aa52..ef70c9aac 100644
--- a/tests/snapshots/mapped_stream/only_mapped_fields_null_string.jsonl
+++ b/tests/snapshots/mapped_stream/only_mapped_fields_null_string.jsonl
@@ -1,5 +1,5 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"email_hash":{"type":["string","null"]},"fixed_count":{"type":["integer","null"]}}},"key_properties":[]}
+{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"email_hash":{"type":["string","null"]},"fixed_count":{"type":["integer","null"]}},"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
 {"type":"RECORD","stream":"mystream","record":{"email_hash":"c160f8cc69a4f0bf2b0362752353d060","fixed_count":20},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"email_hash":"4b9bb80620f03eb3719e0a061c14283d","fixed_count":12},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"RECORD","stream":"mystream","record":{"email_hash":"426b189df1e2f359efe6ee90f2d2030f","fixed_count":18},"time_extracted":"2022-01-01T00:00:00+00:00"}
diff --git a/tests/snapshots/mapped_stream/record_to_column.jsonl b/tests/snapshots/mapped_stream/record_to_column.jsonl
index 622f5f23b..599edbb9a 100644
--- a/tests/snapshots/mapped_stream/record_to_column.jsonl
+++ b/tests/snapshots/mapped_stream/record_to_column.jsonl
@@ -1,6 +1,6 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"_data":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":["object","null"]}}},"key_properties":[]}
-{"type":"RECORD","stream":"mystream","record":{"_data":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]}}},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"mystream","record":{"_data":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]}}},"time_extracted":"2022-01-01T00:00:00+00:00"}
-{"type":"RECORD","stream":"mystream","record":{"_data":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]}}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"SCHEMA","stream":"mystream","schema":{"type":"object","properties":{"_data":{"properties":{"email":{"type":["string"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]},"joined_at":{"format":"date-time","type":["string","null"]}},"type":["object","null"],"required":["email"],"$schema":"https://json-schema.org/draft/2020-12/schema"}},"$schema":"https://json-schema.org/draft/2020-12/schema"},"key_properties":[]}
+{"type":"RECORD","stream":"mystream","record":{"_data":{"email":"alice@example.com","count":21,"user":{"id":1,"sub":{"num":1,"custom_obj":"obj-hello"},"some_numbers":[3.14,2.718]},"joined_at":"2022-01-01T00:00:00Z"}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"_data":{"email":"bob@example.com","count":13,"user":{"id":2,"sub":{"num":2,"custom_obj":"obj-world"},"some_numbers":[10.32,1.618]},"joined_at":"2022-01-01T00:00:00Z"}},"time_extracted":"2022-01-01T00:00:00+00:00"}
+{"type":"RECORD","stream":"mystream","record":{"_data":{"email":"charlie@example.com","count":19,"user":{"id":3,"sub":{"num":3,"custom_obj":"obj-hello"},"some_numbers":[1.414,1.732]},"joined_at":"2022-01-01T00:00:00Z"}},"time_extracted":"2022-01-01T00:00:00+00:00"}
 {"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/sourced_stream_1.jsonl b/tests/snapshots/mapped_stream/sourced_stream_1.jsonl
index d5dac940b..501a51ab6 100644
--- a/tests/snapshots/mapped_stream/sourced_stream_1.jsonl
+++ b/tests/snapshots/mapped_stream/sourced_stream_1.jsonl
@@ -1,6 +1,6 @@
 {"type":"STATE","value":{}}
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diff --git a/tests/snapshots/mapped_stream/sourced_stream_1_null_string.jsonl b/tests/snapshots/mapped_stream/sourced_stream_1_null_string.jsonl
index d5dac940b..501a51ab6 100644
--- a/tests/snapshots/mapped_stream/sourced_stream_1_null_string.jsonl
+++ b/tests/snapshots/mapped_stream/sourced_stream_1_null_string.jsonl
@@ -1,6 +1,6 @@
 {"type":"STATE","value":{}}
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 {"type":"STATE","value":{"bookmarks":{"mystream":{}}}}
diff --git a/tests/snapshots/mapped_stream/sourced_stream_2.jsonl b/tests/snapshots/mapped_stream/sourced_stream_2.jsonl
index 530c2c31f..8226cb510 100644
--- a/tests/snapshots/mapped_stream/sourced_stream_2.jsonl
+++ b/tests/snapshots/mapped_stream/sourced_stream_2.jsonl
@@ -1,6 +1,6 @@
 {"type":"STATE","value":{}}
-{"type":"SCHEMA","stream":"sourced_stream_2","schema":{"properties":{"email":{"type":["string","null"]},"count":{"type":["integer","null"]},"user":{"properties":{"id":{"type":["integer","null"]},"sub":{"properties":{"num":{"type":["integer","null"]},"custom_obj":{"type":["string","null"]}},"type":["object","null"]},"some_numbers":{"items":{"type":["number"]},"type":["array","null"]}},"type":["object","null"]}},"type":"object"},"key_properties":[]}
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