Engineering Team Health Metrics Beyond DORA (2026)
DORA metrics measure delivery speed. But delivery speed isn't team health. Here are the metrics that tell you how your engineering team is actually doing.
Tips, best practices, and insights on engineering management, team metrics, and shipping better software.
DORA metrics measure delivery speed. But delivery speed isn't team health. Here are the metrics that tell you how your engineering team is actually doing.
Most engineering status reports are too long, too technical, and ignored. Here's the 5-section structure that VPs actually read — or let AI write it for you.
An honest comparison of MergeScout and LinearB — features, pricing, setup, and which one fits your team size and needs.
Rework rate measures the percentage of PRs that need follow-up fixes after merging. It's your best proxy for bugs escaping code review.
90% of engineering teams use AI tools. Only 20% measure the impact. Here's how to track AI adoption — and what the data actually tells you.
DORA metrics are the gold standard for measuring software delivery. But they don't tell the whole story. Here's what engineering managers actually need to know.
Most engineering dashboards track the wrong things. Here are the metrics that drive behavior change — and the vanity metrics you should drop.
Every engineering metrics tool measures review speed. Almost none measure review quality. Here's what quality actually means in code reviews and how to track it.
An honest comparison of LinearB, Jellyfish, Swarmia, MergeScout, and Apache DevLake — what each does well, where they fall short, and which one fits your team.
PR review rounds — the number of back-and-forth cycles before a PR merges — is the most underrated engineering metric. Here's why it matters and how to cut rounds by 40%.
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