LinkedIn operates a large multi-tenant cluster that serves a business metrics dashboard, and noticed that their tables consisted of millions of small segments. This was leading to slow operations in Helix/Zookeeper, long running queries due to having too many tasks to process, as well as using more space because of a lack of compression.