Feature flag rollouts that stick

A practical rollout recipe we use to ship risky changes with confidence and keep flags tidy afterward.

Colored switches on a control panel

Feature flags are great until they are not. A sloppy rollout can hide broken behavior or leave cruft in your codebase for months. This is the checklist we lean on to keep flags disciplined and short-lived.

Create the flag with an expiry plan

  • Define the owner, removal date, and cleanup steps in the flag description.
  • Add a tracking card in the delivery board with a reminder two weeks before expiry.
  • Prefer boolean flags for risky toggles and multivariate flags for gradual exposure.

Engineers reviewing a rollout plan

Ship with guardrails

  1. Roll out to internal users first, validating metrics and logs while error budgets stay healthy.
  2. Expand to 5–10% of traffic using automated canary analysis where possible.
  3. Bake for at least one peak traffic window before going broader.

Observe, then remove

We watch three signals during the rollout: error rate deltas, latency percentiles, and key business conversions. Once the flag hits 100% for a full day without regression, we schedule the removal PR immediately.

Keeping a tight loop around flags reduces surprise outages and keeps the codebase lean.