cache invalidation strategies for real-time data

hey everyone, im wrestling with cache invalidation for a system that needs near real-time updates. time-based expiration is too slow, and write-through is causing performance bottlenecks. are there any techniques or patterns youve found effective for keeping caches fresh without sacrificing too much speed or complexity, especially when dealing with rapidly changing data like stock prices or live event statuses?