We’ve rolled out a major upgrade to our entire suite of database connectors. This update brings consistency, intelligence, and flexibility to how you can set up and manage data replication pipelines.
Whether you're working with a database like Azure or the underlying databases of Oracle, NetSuite, Salesforce etc, you now get a unified experience with smarter defaults and more powerful capabilities built in.
Before this update, working with database connectors often meant:
These friction points made scaling and maintaining pipelines across multiple databases unnecessarily time-consuming — especially for teams working across multiple clouds and tech stacks.
Each feature now works the same across all database connectors:
Set up and replicate tables with one consistent, intuitive flow — no need to learn the quirks of each database.
Easily configure CDC (Change Data Capture) and update logic — just a few clicks to set it up.
Maintain data consistency across systems and locations. Ideal for compliance, recovery, or real-time sync.
Need to reload historical data or perform a clean sync? You can now do this reliably and with minimal effort.
Filter, join, aggregate, and clean your data directly in the pipeline — without having to wait for a separate transformation step on your side.
Don’t remember the syntax differences for SuiteQL, SOQL, PGSQL (etc)? The built-in AI assistant helps you generate, edit, and troubleshoot SQL on the fly.
This upgrade applies to all database connectors, including:
You now get the same setup experience and capabilities across the board.
No action is required for existing flows — they’ll keep working exactly as before.
However, we encourage you to:
We’re expanding this unified pipeline experience to non-database sources, giving you the same transformation power and consistency across APIs, files, and cloud apps.
We’d love to hear how you’re using the new features.
Share feedback, ideas, or success stories with us — right from the platform or through our budding community.