How has the cloud changed data analytics? Carl and Richard chat with Vishwas Lele about his latest work taking a developer's view of data analytics - without upsetting the DBAs too much! Vishwas talks about how the cloud has changed bringing disparate data sources together for analytics. With the cloud's compute-on-demand, you don't need to do many transformations of data as it's loaded - but you can test it! This leads to a conversation of how CI/CD techniques can be applied to data to make for accurate data analytics - make your ingestion pipeline smart!