Control Plane vs. Data Plane: Who owns what?

Joni Collinge — Mon, 12 Oct 2026 13:49:46 +0000

A lot of confusion when evaluating cloud platforms comes from the lack of clarity surrounding two terms: control plane and data plane.

In reality, the distinction is simple.

The data plane handles runtime execution: processing your requests, running workflows and agents, and interacting with application state and dependencies.

The control plane manages the platform: provisioning resources, distributing configuration, managing upgrades and exposing operational controls.

Why does this matter?

“Where does my data go?” Understand what the data plane processes, where it runs, what it stores and what crosses the boundary to the vendor.

“What happens when the vendor has an outage?” Understand whether the data plane can continue running independently if the control plane becomes unavailable. A management API going down shouldn't necessarily mean your running workflows stop.

“What does BYOC actually mean?” It depends on the architecture. Your data plane might run in your cloud account while the vendor operates the control plane remotely. Or you might operate both yourself. Those are materially different deployment models.

You don't need to understand every detail of a vendor's internals. You need one clear diagram showing both planes, where they run, and what crosses the boundary between them.

If a vendor can't explain that clearly, it's worth asking why.

Here's how we've mapped it across all five of Diagrid Catalyst's deployment models: https://www.diagrid.io/blog/catalyst-deployment-models

DEV Community: Joni Collinge

Control Plane vs. Data Plane: Who owns what?

Why does this matter?