PostgreSQL Meets Django!

Dear Illinois Prairie PUG members, We received multiple positive reviews after our July meetup, so in August, we are going to have two talks again! If you are wondering why we are having a meetup at the end of August, it's because [Djangocon.US](https://2026.djangocon.us/) is coming to Chicago! The event will take place on August 24-28 at Voco Downtown Chicago, and we wanted to use this opportunity to have a joint event. If you know any Django developers who might be interested, please invite them! We really liked Zach's presentation about pg_schema, and on August 26, we will hear from him again. He will present the talk **The Database flywheel.** The second talk will be presented by Aayush Gauda: **Can PostgreSQL Reduce Repeated Quantum Computation? Caching Quantum Simulation Workloads**. *Agenda* 5:20 - doors open 5:30 - pizza arrives 6:00 - 6:10 - Hettie. Opening remarks 6:10- 6:40 - Zach. The Database flywheel. 6:45 - 7:15 Aayush. Can PostgreSQL Reduce Repeated Quantum Computation? 7:15 - 7:50 - Open discussion and networking 7:50 - 8:00 - Cleanup time and closing **Speaker**: Zach Paden Zach Paden is a tech lead at Symetra with experience ranging from scrappy startups and consulting to large regulated enterprises. His work spans data platform, analytics and application development where he’s seen more than his fair share of projects get bogged down or catch on fire due to their schema management practices. **Talk Title:** **T***he Database flywheel* **Talk description** Devs often think a lot about how to have CICD when it comes to their application itself, but often rely on a shared dev DB to actually test code. We'll discuss how you can shift this left so that your database changes can be tested and validated BEFORE hitting any long-running instance. **Speaker:** Aayush Gauba Aayush Gauba is a researcher and open-source contributor whose work spans mathematics and physics. He serves as the Marketing Chair for DjangoCon US 2026 and organizes PyData St. Louis. He has presented at conferences including PyCon US, DjangoCon US, and PyData, and is passionate about building practical AI systems and supporting open source communities. **Talk title:** Can PostgreSQL Reduce Repeated Quantum Computation? Caching Quantum Simulation Workloads. **Talk description** Quantum simulations are often computationally expensive, yet many scientific and engineering workflows repeatedly evaluate identical or nearly identical simulation inputs. This talk explores whether PostgreSQL can serve as a persistent caching layer for these workloads, allowing previously computed quantum simulation results to be reused instead of recomputed. We’ll look at how PostgreSQL features such as indexing, JSONB, generated columns, and efficient query planning can be leveraged to identify cache hits, discuss the tradeoffs between storage and computation, and examine scenarios where database-backed caching provides meaningful performance improvements. The session will also cover cache invalidation strategies, reproducibility considerations, and practical system design for integrating PostgreSQL into scientific computing pipelines. The talk is intended for developers, database practitioners, and researchers interested in using PostgreSQL beyond traditional transactional workloads, demonstrating how it can play a role in accelerating computational research. ***Notes about our new venue*.** We are delighted to have an independent venue for the first time since I am hosting the meetups, and hope that this will be our permanent home. And as you all know, with more freedom comes more responsibilities. \- You will notice the change in the RSVP form\. \- We are thankful to our hosts and promise to be responsible\. \- We comply with the [PostgreSQL Code of Conduct](https://www.postgresql.org/about/policies/coc/). \- We do not want to waste food\, so please indicate your dietary preferences\. \- We will not close RSVPs on the morning of the meetup\, but please do your best t