Stop Duplicating Logic. Shift It Left

When upstream teams change their query logic, downstream consumers pay the price—unless the data contract lives in the stream. Brandon Brown of SecurityScorecard explains why shifting data logic left, not copying it, is the only architecture that scales. #datastreaming #shiftleft #ApacheKafka #platformengineering #realtimedata