·3 min read
When workflow tools stop scaling
Visual builders are great until they aren't. Signals it's time to graduate parts of your stack to real code.
workflowsscaling
We use workflow tools
For the right job, a visual workflow tool gets you live in a day. We build with them, and with custom services — whatever fits the workflow.
Signals to graduate a workflow
- The same flow is edited every week and breaks every other week
- A single run touches money, identity, or compliance
- You need real retries, idempotency, or long-running state
- Debugging requires opening five tabs
What we usually do
Keep the simple flows where they are. Move the load-bearing ones into a small service with tests, logs, and an owner. The two layers talk over webhooks.



