tl;dr:LinkedIn introduced Couchbase as a centralized storage tier cache to address scaling concerns. Challenges arose due to the cache not being backed by primary storage. The blog post discusses the decision, challenges faced, and solutions employed to achieve high cache hit rate, reduced latencies, and cost savings.