Field notes for quality leaders
Release intelligence, packaged apps, architecture, agentic AI and the pitfalls that slow every test cycle. Filter by topic or search.
End-to-end handoffs: the accrual that never clears
Every module passed its tests, yet the receipt accrual never cleared. Why handoffs between modules and systems go untested, and how chain tests catch them.
Regression suites that only grow
Suites grow because adding feels safe and deleting feels risky. Why tag filters do not fix it, and how to select tests as a plan with a purpose and a budget.
Test data bottlenecks in shared environments
Shared test environments turn data into the slowest part of testing. Six provisioning strategies, when each fits, and how to stop tests colliding.
Flaky tests: classify failures by cause
Flaky is a symptom, not a diagnosis. How to classify every failed check by cause, from data and environment to timing and vendor change, using evidence.
Where requirements-to-test traceability breaks
A linked test is not a covered requirement. The five traceability gaps that hide in most matrices.
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