Co-authors: Liangzhao Zeng, Ting Yu (Cliff) Leung, Jimmy Hong, and Kevin Lau Introduction Data is at the heart of all our products and decisions at LinkedIn and the quality of our data is vital to our success. While not an uncommon problem, our scale, hundreds of thousands of pipelines and streams as well as over an exabyte of data in our data lake alone,...