A webhook is not a data source
Workbench brings GitLab changes into an open browser in under five seconds. The webhook accelerates the route, while truth stays in GitLab and the local projection stays disposable.
· 12 min
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CI/CD Analytics: Where Pipeline Time Really Goes
A slow or failed pipeline is only a symptom. Workbench connects wasted runner time, job trends, and pipeline waterfalls in one investigation – from the aggregate signal to the exact merge request attempt.
· 7 min
Never Release to Test: Why we had to shift CI and AI agent governance left
16,300 CI minutes in a single week, 18.9% complete waste, and 22 release attempts for a single app: Why releases were abused as test environments, how AI agents silently ignore uninitialised standards, and how a three-tiered filter solved the problem.
· 5 min
Boards: a kanban that doesn't know where its cards are
Every board eventually fails the same way – it remembers which column a card is in, and from then on that memory has to be maintained. Workbench never records it: columns are rules, evaluated on read.
· 10 min
Workbench: a delivery index that is allowed to be wrong
We built a multi-tenant view across several GitLab instances without becoming a second source of truth. The design rule that made it work: the local database is disposable, and reconciliation – not webhooks – is what makes it correct.
· 6 min
Env Manager: a secrets store that cannot read its own secrets
A security review pointed out that our secrets manager trusted its own administrators. The fix was zero-knowledge end-to-end encryption – and the honest part of the design is the list of three places where the server still sees plaintext, and why we accepted each one.
· 6 min
Observability: the read model that acts
Workbench could drop its database and rebuild it. This one polls Graylog and files GitLab issues – and a side effect has no upstream. Why dry-run became a database column, why the dashboard has no delete button, and why the safety guard sits at the HTTP boundary rather than in configuration.
· 6 min