diff --git a/hugosite/content/posts/variable-management-django-upsun.md b/hugosite/content/posts/variable-management-django-upsun.md
index d1390bd..570d77e 100644
--- a/hugosite/content/posts/variable-management-django-upsun.md
+++ b/hugosite/content/posts/variable-management-django-upsun.md
@@ -6,13 +6,13 @@ draft = false
 
 ## Why Upsun for Django?
 
-Upsun stands out as a comprehensive platform for Django developers that addresses many common pain points in Django deployment and development.
+[Upsun](https://upsun.com) stands out as a comprehensive platform for Django developers that addresses many common pain points in Django deployment and development.
 
-- Ready-to-use services: Redis, PostgreSQL, Kafka, Elastic Search, Open Search and more
+- Ready-to-use services: [Redis, PostgreSQL](https://robertdouglass.github.io/on_upsun/posts/install-django-postgresql-pgvector-upsun/), Kafka, Elastic Search, Open Search and more
 - Environment cloning for testing and development (great for teams working together)
-- Infrastructure as code for version-controlled server setups
-- Local development boost through service tunneling
-- Integrated Blackfire profiling for performance optimization
+- Infrastructure-as-code for version-controlled server setups
+- [Local development boost through service tunneling](https://robertdouglass.github.io/on_upsun/posts/develop-locally-django-postgresql-redis-upsun/)
+- Integrated [Blackfire profiling](https://blog.blackfire.io/understanding-monitoring-traces-extended-traces-and-profiles.html) for performance optimization
 
 These features collectively create an ecosystem that streamlines Django development, from local coding to production deployment.
 
@@ -76,7 +76,7 @@ DATABASES = {
 }
 ```
 
-This setup automatically configures your database connection based on the current environment, eliminating the need for manual configuration across different deployments.
+This setup automatically configures your database connection based on the current environment, eliminating the need for manual configuration across different deployments. You will see similar code in the `settings_psh.py` file that gets generated by the `upsun project:init` command. [See this example](https://github.com/robertDouglass/on_upsun/blob/main/02_install_django_postgresql_pgvector_upsun/myproject/myproject/settings_psh.py). 
 
 ## Managing Sensitive Data: OPENAI_API_KEY