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5 signs your test automation framework needs a rebuild:
After 8+ years in QA automation — including building frameworks for complex financial systems — I've seen the same warning signs over and over.
Here's when it's time to stop patching and start rebuilding:
1. Your tests pass locally but fail in CI
This usually means environment dependencies are baked into the tests themselves. A well-structured framework isolates these properly.
2. Only one person understands the framework
If your automation engineer leaves and the whole suite becomes unmaintainable — that's a design problem, not a people problem.
3. You're spending more time fixing tests than writing new ones
Flaky tests are a symptom of poor selector strategy, missing waits, or no retry logic. All fixable with the right architecture.
4. Adding a new test takes hours not minutes
Good frameworks use Page Object Model and reusable components. New tests should be quick to write, not a project in themselves.
5. You have no idea what your test coverage actually is
If you can't answer "what percentage of critical user journeys are covered" — you don't have a QA strategy, you have a collection of scripts.
Any of these sound familiar? Feel free to message me — happy to do a quick review of your setup.
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5 months ago, a client came to me with a problem.
Not just "we need a B2B ordering portal."
More like – "we had a team build it. It didn't work. Can you start over?"
That's a different kind of brief.
I said yes, opened Figma, and started from scratch.
50+ unique screens for OXGroup, a full B2B dealer ordering platform. Every flow, every state, every edge case was designed properly before a single line of code was written.
Then the previous dev team was out. My team was in.
Backend devs. Frontend devs. Me, somehow, as the PM now.
That last part still feels new. I've spent years living in Figma. Coordinating a full dev team, keeping scope tight, making calls under pressure, different muscle entirely.
Turns out I don't hate it.
1 week of AI development later, we have a live, working demo. Built from my Figma file using Claude Code as the foundation.
4 weeks, we will have a live, fully functional platform we can give access to our customers.
We're not done. Automation testing is next, to catch everything before the client does. Then PostHog goes in, so we have real analytics from launch, not assumptions.
The lesson I keep coming back to:
Good design doesn't save a bad process. But a good process makes design unbreakable.
Got a product that didn't survive its first dev team?
💌 DM me. That's kind of our thing now.
My first Framer template took almost 5 months to complete.
Scope creep, reiterations, client work, life stuff, etc. in between.
Yet, here we are.
looks fantastic 👌
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