Distributed systems often experience partial failures where one component fails while others still work.To handle failures gracefully, timeouts are a simple tool to prevent requests from waiting indefinitely.If a response is not received within a reasonable time, corrective action should be taken, such as returning an error or using a cached response.The key is to quickly detect failures and limit their impact on the system.