The plain-English version
A pipeline that processes new or changed data instead of rebuilding every result from scratch.
Why it matters
It can reduce repeated work, but needs a reliable way to identify changes.
Let’s make it click
An importer reads records updated since its last successful checkpoint and updates their stored versions.
Vibe Bro’s heads-up
Timestamps, late arrivals, deletions, and retries can create gaps or duplicates if the change-tracking contract is vague.
The docs behind it
Documentation links checked .
Editorial review · October 28, 2026
Supported: Incremental processing and late/deleted/retried-record caveats match change-tracking limitations.