Change Data Capture (CDC) is often presented as a straightforward pipeline: read a database transaction log, publish each change, and apply those changes to another system. That description is accurate, but it leaves out many of the decisions that determine whether the resulting data can be trusted. At Doximity, we already had a batch pipeline that periodically copied snapshots of application databases into our data warehouse. Those snapshots were reliable, but their freshness was measured in...