When Automation Creates More Work Than It Saves
Not every script deserves a permanent home in your toolchain. Here is how we decide what to automate — and what to leave alone.
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Practical writing from consulting work — automation judgment calls, pipeline performance, and how teams decide on tooling together.
Local Analytical Utilities Belong Beside Your Tooling Stack
Record-keeping helpers that run on a developer machine can complement CI metrics — as long as boundaries stay clear.
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CI Caching Without Surprise Invalidation
Cache keys that look clever in the pull request often punish the next team that touches the pipeline.
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Facilitating Tooling Decisions Across Squads
Platform teams rarely fail from a lack of options. They fail when every squad picks a different one.
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