Hi @TheOC , thanks for the kind words. I did run into a bit of difficulty choosing the vector store—I went with Postgres/pgvector as a middle ground for response time and volume, with a path to scale later to Aurora. For the exam, they expect familiarity with using Delta tables. Also, there are other open-source vector databases to consider, and the choice should depend on each project’s context. Hope that helps!