diff --git a/.gitignore b/.gitignore
index 1b409d1d..f94335a6 100644
--- a/.gitignore
+++ b/.gitignore
@@ -61,3 +61,6 @@ bazel-*
 tpcc/profiling/
 ldbc/profiling/
 *.json
+
+# OpenStack credentials
+openrc.sh
diff --git a/tool/mongodb/install-driver.sh b/tool/mongodb/install-driver.sh
index 8ee8e920..fd8a52a1 100755
--- a/tool/mongodb/install-driver.sh
+++ b/tool/mongodb/install-driver.sh
@@ -2,6 +2,8 @@ set -eu
 
 echo 'installing driver...'
 sudo apt update -y
-sudo apt install -y python3-pip
-python3 -m pip install pymongo
-echo 'installing driver done'
\ No newline at end of file
+sudo apt install -y python3-pip python3-venv
+if [ ! -x venv ]; then python3 -m venv venv; fi
+. venv/bin/activate
+pip install pymongo
+echo 'installing driver done'
diff --git a/tool/neo4j/install-driver.sh b/tool/neo4j/install-driver.sh
index 5c19f012..2fd62a98 100755
--- a/tool/neo4j/install-driver.sh
+++ b/tool/neo4j/install-driver.sh
@@ -1,4 +1,7 @@
 set -eu
 
-sudo apt install -y python3-pip
+sudo apt update -y
+sudo apt install -y python3-pip python3-venv
+if [ ! -x venv ]; then python3 -m venv venv; fi
+. venv/bin/activate
 pip install neo4j
diff --git a/tool/neo4j/install-server.sh b/tool/neo4j/install-server.sh
index d3dc385b..4fb68b19 100755
--- a/tool/neo4j/install-server.sh
+++ b/tool/neo4j/install-server.sh
@@ -10,5 +10,5 @@ echo 'deb [signed-by=/etc/apt/keyrings/neotechnology.gpg] https://debian.neo4j.c
 sudo apt update -y
 sudo apt install -y neo4j=1:$SERVER_VERSION
 
-sudo update-java-alternatives --jre --set java-1.21.0-openjdk-amd64
+# sudo update-java-alternatives --jre --set java-1.21.0-openjdk-amd64
 sudo sed -i 's/#dbms.security.auth_enabled=.*/dbms.security.auth_enabled=false/' /etc/neo4j/neo4j.conf
diff --git a/tool/ovh/clone-repo.sh b/tool/ovh/clone-repo.sh
new file mode 100755
index 00000000..901235ea
--- /dev/null
+++ b/tool/ovh/clone-repo.sh
@@ -0,0 +1,7 @@
+set -eu
+
+tool/ovh/ssh-exec.sh "'git clone https://github.com/typedb/typedb-benchmark.git'"
+if [ $# -eq 1 ]; then
+  REF=$1
+  tool/ovh/ssh-exec.sh "'cd typedb-benchmark && git fetch origin $REF && git checkout $REF'"
+fi
diff --git a/tool/ovh/create.sh b/tool/ovh/create.sh
new file mode 100755
index 00000000..1b9cd71c
--- /dev/null
+++ b/tool/ovh/create.sh
@@ -0,0 +1,12 @@
+set -eu
+
+openstack server create "$MACHINE_NAME" \
+    --key-name "$OS_KEY_ID" \
+    --flavor "$MACHINE_TYPE" \
+    --image "$IMAGE" \
+    --network Ext-Net
+
+for _ in `seq 60`; do
+    STATUS=$(openstack server show "$MACHINE_NAME" |& grep '\bstatus' | awk '{print $4}')
+    if [[ $STATUS == "ACTIVE" ]]; then break; fi
+done
diff --git a/tool/ovh/download-result.sh b/tool/ovh/download-result.sh
new file mode 100755
index 00000000..767aa3ba
--- /dev/null
+++ b/tool/ovh/download-result.sh
@@ -0,0 +1,6 @@
+openstack server ssh $MACHINE_NAME -4 --address-type Ext-Net -- -i $OS_PRIVATE_KEY -l ubuntu -o StrictHostKeychecking=no "cat ~/typedb-benchmark/results.log" > result-$MACHINE_NAME.log
+# resolve typedb folder using glob '*', as there's exactly one typedb folder
+if [[ $DB =~ typedb ]]; then
+    openstack server ssh $MACHINE_NAME -4 --address-type Ext-Net -- -i $OS_PRIVATE_KEY -l ubuntu -o StrictHostKeychecking=no "cat ~/typedb-benchmark/typedb-all-linux-x86_64-*/log" > result-$MACHINE_NAME-server.log
+fi
+
diff --git a/tool/ovh/profile.sh b/tool/ovh/profile.sh
new file mode 100755
index 00000000..2ff70577
--- /dev/null
+++ b/tool/ovh/profile.sh
@@ -0,0 +1,45 @@
+set -eu
+
+# TPCC config
+DB=${DB:-typedb3}
+source tool/$DB/config.sh # export the DB server and driver version
+SCALE_FACTOR=${SCALE_FACTOR:-1} # 0.5, 1
+WAREHOUSES=${WAREHOUSES:-1} # 1, 5, 10, --- 100, 300, 500, 1000
+CLIENTS=${CLIENTS:-1} # 4, 8, 16, 32, 48, 64
+DURATION=${DURATION:-600}
+
+# machine config
+MACHINE_TYPE=b2-15
+
+# cloud provider config
+if [ ! -v OS_TENANT_ID -o ! -v OS_TENANT_NAME ]; then
+    echo "OS_TENANT_ID and OS_TENANT_NAME must be set; download and source openrc.sh"
+    exit 1
+fi
+
+if [ ! -v OS_USERNAME -o ! -v OS_PASSWORD ]; then
+    echo "OS_USERNAME and OS_PASSWORD must be set; download and source openrc.sh"
+    exit 1
+fi
+
+if [ ! -v OS_KEY_ID -o ! -v OS_PRIVATE_KEY ]; then
+    echo "OS_KEY_ID and OS_PRIVATE_KEY must be set"
+    exit 1
+fi
+
+PROJECT=vaticle-engineers
+ZONE=europe-west2-c
+IMAGE="Ubuntu 24.10"
+IMAGE_PROJECT=vaticle-factory-prod
+
+# four digit random number with zero padding
+ID=0000$RANDOM
+ID=${ID:(-4)}
+
+# extrapolation
+DB_SHORT="${DB:0:1}${DB: -1}"
+SERVER_VERSION_SHORT=${SERVER_VERSION:0:4}
+SERVER_VERSION_SHORT=${SERVER_VERSION_SHORT//\./-} # replace '.'s in version with hyphens
+DRIVER_VERSION_SHORT="eac3" # TODO: update according to DRIVER_VERSION
+BENCH_ID=$USER-$DB_SHORT-$SERVER_VERSION_SHORT-$DRIVER_VERSION_SHORT-$MACHINE_TYPE-sf$SCALE_FACTOR-w$WAREHOUSES-c$CLIENTS-dur$DURATION-$ID
+MACHINE_NAME=$BENCH_ID
diff --git a/tool/ovh/ssh-exec.sh b/tool/ovh/ssh-exec.sh
new file mode 100755
index 00000000..431b18b3
--- /dev/null
+++ b/tool/ovh/ssh-exec.sh
@@ -0,0 +1,3 @@
+set -eu
+
+openstack server ssh $MACHINE_NAME -4 --address-type Ext-Net -- -i $OS_PRIVATE_KEY -l ubuntu -o StrictHostKeychecking=no "$@"
diff --git a/tool/ovh/ssh.sh b/tool/ovh/ssh.sh
new file mode 100755
index 00000000..244abab9
--- /dev/null
+++ b/tool/ovh/ssh.sh
@@ -0,0 +1,3 @@
+set -eu
+
+openstack server ssh $MACHINE_NAME -4 --address-type Ext-Net -- -i $OS_PRIVATE_KEY -l ubuntu
diff --git a/tool/ovh/tpcc.sh b/tool/ovh/tpcc.sh
new file mode 100755
index 00000000..1ef76e66
--- /dev/null
+++ b/tool/ovh/tpcc.sh
@@ -0,0 +1,57 @@
+set -euo allexport
+
+usage() {
+    echo "Usage: $0 [-d <neo4j|mongodb|postgres|typedb2|typedb3>] [-s SCALE_FACTOR] [-w WAREHOUSES] [-c CLIENTS] [-t DURATION] [-k]" 1>&2
+    echo "Default: $0 -d typedb3 -s 1 -w 1 -c 1 -t 600" 1>&2
+    echo "-d DATABASE       target database"
+    echo "-s SCALE_FACTOR   benchmark scale factor"
+    echo "-w WAREHOUSES     number of warehouses"
+    echo "-c CLIENTS        number of clients"
+    echo "-t DURATION       how long to run the execution portion of the benchmark (seconds)"
+    echo "-k                keep the server instance (default: deletes)"
+    exit 1
+}
+
+KEEP_SERVER=
+while getopts ":d:w:c:s:t:k" opt; do
+    case $opt in
+        d) DB="$OPTARG" ;;
+        s) SCALE_FACTOR="$OPTARG" ;;
+        w) WAREHOUSES="$OPTARG" ;;
+        c) CLIENTS="$OPTARG" ;;
+        t) DURATION="$OPTARG" ;;
+        k) KEEP_SERVER=1 ;;
+        *) usage ;;
+    esac
+done
+
+source tool/ovh/profile.sh
+
+echo Machine name: $MACHINE_NAME
+
+function cleanup {
+    tool/ovh/download-result.sh
+
+    if [[ -z $KEEP_SERVER ]]; then 
+        openstack server delete $MACHINE_NAME
+    fi
+}
+trap cleanup ERR
+trap cleanup EXIT
+
+tool/ovh/create.sh
+sleep 40
+tool/ovh/clone-repo.sh $(git rev-parse HEAD)
+
+tool/ovh/ssh-exec.sh "'cd typedb-benchmark && tool/$DB/setup.sh'"
+tool/ovh/ssh-exec.sh "'cd typedb-benchmark && tool/postgres/setup.sh'"
+
+tool/ovh/ssh-exec.sh "'
+    cd typedb-benchmark && . venv/bin/activate &&
+        nohup tool/execute-tpcc.sh --no-execute --reset --scalefactor=$SCALE_FACTOR --warehouses=$WAREHOUSES --clients=$CLIENTS --duration=$DURATION --verify $DB & wait \$!
+    '"
+
+tool/ovh/ssh-exec.sh "'
+    cd typedb-benchmark && . venv/bin/activate &&
+        nohup tool/execute-tpcc.sh --no-load --scalefactor=$SCALE_FACTOR --warehouses=$WAREHOUSES --clients=$CLIENTS --duration=$DURATION --verify $DB & wait \$!
+    '"
diff --git a/tool/ovh/watch.sh b/tool/ovh/watch.sh
new file mode 100755
index 00000000..4d327b9f
--- /dev/null
+++ b/tool/ovh/watch.sh
@@ -0,0 +1,3 @@
+set -eu
+
+tool/ovh/ssh-exec.sh "tail -n +1 -F typedb-benchmark/results.log"
diff --git a/tool/postgres/install-driver.sh b/tool/postgres/install-driver.sh
index 600bfafc..028f58c5 100755
--- a/tool/postgres/install-driver.sh
+++ b/tool/postgres/install-driver.sh
@@ -2,6 +2,8 @@ set -eu
 
 echo 'installing driver...'
 sudo apt update -y
-sudo apt install -y python3-pip
+sudo apt install -y python3-pip python3-venv
+if [ ! -x venv ]; then python3 -m venv venv; fi
+. venv/bin/activate
 pip install psycopg2-binary
 echo 'installing driver done'
diff --git a/tool/run_batched.sh b/tool/run_batched.sh
new file mode 100755
index 00000000..050fadb7
--- /dev/null
+++ b/tool/run_batched.sh
@@ -0,0 +1,20 @@
+#!/bin/bash
+
+# usage: for ...; do echo cmd; done | run_batched.sh
+
+MAX_JOBS=8
+
+while true; do
+    CUR_JOBS=$(jobs | wc -l)
+    if ((CUR_JOBS < MAX_JOBS)); then
+        read cmd || break
+        echo "$cmd"
+        bash -c "$cmd" &
+    else
+        sleep 60
+    fi
+done
+
+echo "scheduled all jobs"
+
+wait $(jobs -p)
diff --git a/tool/typedb2/install-driver.sh b/tool/typedb2/install-driver.sh
index d6a39f57..289bc7b8 100755
--- a/tool/typedb2/install-driver.sh
+++ b/tool/typedb2/install-driver.sh
@@ -3,5 +3,7 @@ set -eu
 source tool/typedb2/config.sh
 
 sudo apt update -y
-sudo apt install -y python3-pip
-pip install typedb-driver=="$DRIVER_VERSION"
\ No newline at end of file
+sudo apt install -y python3-pip python3-venv
+if [ ! -x venv ]; then python3 -m venv venv; fi
+. venv/bin/activate
+pip install typedb-driver=="$DRIVER_VERSION"
diff --git a/tool/typedb3/config.sh b/tool/typedb3/config.sh
index c98f5118..ce9d188b 100755
--- a/tool/typedb3/config.sh
+++ b/tool/typedb3/config.sh
@@ -1,4 +1,4 @@
 set -eu
 
-SERVER_VERSION=3.1.0
-DRIVER_VERSION=3.1.0
+SERVER_VERSION=3.2.0
+DRIVER_VERSION=3.2.0
diff --git a/tool/typedb3/install-driver.sh b/tool/typedb3/install-driver.sh
index 6f1b29cf..4d695658 100755
--- a/tool/typedb3/install-driver.sh
+++ b/tool/typedb3/install-driver.sh
@@ -3,5 +3,7 @@ set -eu
 source tool/typedb3/config.sh
 
 sudo apt update -y
-sudo apt install -y python3-pip
+sudo apt install -y python3-pip python3-venv
+if [ ! -x venv ]; then python3 -m venv venv; fi
+. venv/bin/activate
 pip install typedb-driver=="$DRIVER_VERSION" --extra-index-url https://repo.typedb.com/public/public-snapshot/python/simple/
diff --git a/tool/typedb3/start-server.sh b/tool/typedb3/start-server.sh
index 284e2c85..75fb0915 100755
--- a/tool/typedb3/start-server.sh
+++ b/tool/typedb3/start-server.sh
@@ -5,7 +5,7 @@ source tool/typedb3/config.sh
 # start server
 DISTRIBUTION="typedb-all-linux-x86_64"
 DISTRIBUTION_DIR="$DISTRIBUTION-$SERVER_VERSION"
-tmux new-session -d -s "typedb" "./$DISTRIBUTION_DIR/typedb server > ./$DISTRIBUTION_DIR/log"
+tmux new-session -d -s "typedb" "./$DISTRIBUTION_DIR/typedb server --diagnostics.reporting.metrics false > ./$DISTRIBUTION_DIR/log"
 
 # wait until ready
 set +e
diff --git a/tpcc/pytpcc/drivers/mongodbdriver.py b/tpcc/pytpcc/drivers/mongodbdriver.py
index 2741cd98..597aa001 100644
--- a/tpcc/pytpcc/drivers/mongodbdriver.py
+++ b/tpcc/pytpcc/drivers/mongodbdriver.py
@@ -198,8 +198,8 @@ class MongodbDriver(AbstractDriver):
     DEFAULT_CONFIG = {
         "uri":              ("The mongodb connection string or URI", "mongodb://localhost:27017"),
         "name":             ("Database name", "tpcc"),
-        "denormalize":      ("If true, data will be denormalized using MongoDB schema design best practices", False),
-        "notransactions":   ("If true, transactions will not be used (benchmarking only)", True),
+        "denormalize":      ("If true, data will be denormalized using MongoDB schema design best practices", True),
+        "notransactions":   ("If true, transactions will not be used (benchmarking only)", False),
         "findandmodify":    ("If true, all things to update will be fetched via findAndModify", True),
         "secondary_reads":  ("If true, we will allow secondary reads", True),
         "retry_writes":     ("If true, we will enable retryable writes", True),
@@ -231,7 +231,7 @@ def __init__(self, ddl, shared_event=None, worker_id=0):
         self.retry_writes = True
         self.read_concern = "majority"
         self.write_concern = pymongo.write_concern.WriteConcern(w=1)
-        self.denormalize = False
+        self.denormalize = True
         self.output = open('results.json','a')
         self.result_doc = {}
         self.warehouses = 0