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Work in Small Batches

Small batches make failure cheap and learning fast.

FlowAutomationDelivery

Heuristic

Deliver small, incremental changes to reduce risk and accelerate learning.

Hook

Big releases do not just fail bigger, they fail later.

Problem

Large changes hide risk. They take longer to review, are harder to test, and make it difficult to pinpoint what caused a failure. When everything ships at once, learning slows because feedback arrives too late to be useful.

Why it matters

Small batches reduce blast radius and make testing, deployment, and rollback simpler. They also shorten the learning loop so you can adapt faster.

Signals you are here

  • PRs regularly take days to review
  • Releases feel stressful and require coordination
  • Incidents are hard to diagnose because many things changed
  • Teams delay shipping until everything is ready

Anti-patterns

  • Bundling unrelated work into one release
  • Long-lived branches
  • Optimizing for big bang launches
  • Treating release day as a special event

Try this

  • Slice work vertically so each change delivers value
  • Feature flags to decouple deploy from release
  • Trunk-based development
  • CI checks that keep changes shippable
  • Release frequently with boring, repeatable steps

Example

A team ships once a month. An outage happens and no one knows which of the 200 commits caused it. They move to weekly, then daily releases with smaller PRs. Incidents become easier to diagnose, and rollbacks become routine instead of dramatic.

Reflection prompt

Look at your last release: how many unrelated changes were bundled together? Split one next time.

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