Designed a Sliding Window rate limiter protecting backend microservices from burst traffic. Offloaded all concurrent state-management to Redis using atomic Lua scripts on Sorted Sets, eliminating distributed race conditions without lock latency overhead. Validated with 1,000+ simultaneous threads via ExecutorService stress tests. Zero dropped limits.