One of the major themes for Infrastructure Engineering over the past couple years has been higher reliability and better operational efficiency. In a recent session with the Delta Lake project I was able to share the work led Kuntal Basu and a number of other people to dramatically improve the efficiency and reliability of our online data ingestion pipeline.