Designing High-Throughput Systems: Tradeoffs, Patterns, and Practical Lessons

When I needed to run migrations across thousands of tenant databases, the system worked—but it didn’t scale. What started as a straightforward solution quickly became a throughput problem. This post explores how identifying bottlenecks, not just adding tools, led to a shift from a sequential process to a scalable, high-throughput system.