Distributed Task Queue
Challenge
Scaling a task queue to reliably handle bursts and sustained loads of 1M+ tasks/day while avoiding head-of-line blocking and maintaining steady worker utilization.
Solution
Introduced partitioned queues, adaptive rate limiting, and prioritized batching; used a hybrid in-memory/Redis-backed index to reduce scheduling overhead and achieve 35% throughput improvement.