Subbu has  designed and built the Realtime Ingestion and indexing mechanisms (segment completion, auto-segment size tuning, realtime off-heap dictionary, auto-healing, etc.). In addition, Subbu has contributed to many other areas of Pinot such as helix/pinot controller separation, moving from Restlet to Jersey framework, etc. More recently, he has built the compatibility test framework to test cross-release compatibility.