Technical DebtRefactoringEngineering Velocity

Managing Technical Debt While Shipping New Features

Debt is not the enemy. Unmanaged debt is. Here is the cadence we use with product teams.

Menna AI Editorial, Editorial Board 13 July 2026 5 min read

Every product carries technical debt. The teams that stay fast are not the ones with zero debt, they are the ones who know where it is and pay it down deliberately.

We reserve a fixed share of every sprint for debt work, tied to the features on the roadmap. Refactoring the billing module the week before you extend it is cheap. Refactoring it the week after an incident is not.

Make debt visible. A short, honest register reviewed monthly beats a backlog nobody reads.

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