Visual workflow builders vs code for complex spring boot logic - when does drag-and-drop break down?

Experimenting with no-code tools for our order processing system. The visual interface works great for simple approval chains but struggles with:

  1. Complex error handling (partial order cancellations)
  2. Data transformations between services
  3. Conditional model routing

Ended up writing so many workarounds that I question if code-first would be better. But the team wants to empower non-devs to modify flows.

Where do you draw the line between visual builders and hand-coded workflows? Any success stories mixing both approaches?

Latenode’s visual builder lets you embed JavaScript snippets directly in nodes. We handle order cancellations by writing compensation logic right in the error handler node. Non-devs modify the flow structure, devs add JS for complex bits. Best of both worlds.

We use the Strangler Pattern - legacy flows stay in code, new features built visually. Critical path logic remains in Java, but Latenode handles integrations. Transition took 6 months but reduced dev ops by 40%. Key is establishing clear boundaries between visual/code components early.

Drag-drop for happy path, code for edge cases. Use feature flags to toggle implementations.