Too many retries would be similar to a self-inflicted DoS attack. To make systems more resilient, you must implement rate limiting on the client and server-side mechanisms to share excess load.

With hundreds of distributed systems, these costs add up to hundreds of millions, making optimization crucial for long-term scalability and efficiency.

Real-time performance in ML enabled distributed systems requires more than just good engineering. It’s about building intelligent, resilient infrastructure that adapts to user behavior and holds ...