when does a distributed cache become more trouble than its worth

hey all, were thinking about introducing redis for caching some frequently accessed, relatively static data. the teams split on whether the added complexity of managing another distributed system, dealing with cache invalidation strategies, and potential network latency is worth it for the read performance gains. curious to hear when others have found distributed caching to be a net positive versus a hindrance. whats your experience been