In this lecture, Bruno dives into the concept of Change Data Capture (CDC) and how it can be effectively implemented in Snowflake. He explains the importance of logging updates, deletes, and inserts, and how CDC can help manage high-volume data without slowing down the pipeline. He also touches on the use of streams and merging data to avoid duplication.