10x PostgreSQL performance boost on AWS RDS via ML-driven tuning

Midwest Tape (distributor for Hoopla) was hitting performance ceilings on their RDS PostgreSQL production database during peak demand.

By using an ML-driven tuning agent, they were able to identify bottlenecks in server-key parameters that manual inspection missed. In a 4-hour session, they achieved a 10x boost in query performance (75ms to 7ms).

This aligns with the "Autonomous Postgres" trend—moving the burden of tuning from the DBA to agents.

Working for almost 15 yrs in the PostgreSQL world, this is the answer to the gap: how do you automatically optimize your Postgres instance in an efficient way? Which is also CISO approved! Well, having an actionable AI optimization solution that does the work... this a fantastic solution for many Postgres users in any platform or any Postgres flavor. Just to avoid any confusion, we are talking here about true optimization and not monitoring.

Unbelievable result. A real 10× latency improvement on production RDS Postgres, with zero downtime and no code changes, is exactly where database ops should be heading.