CI/CD & GitOps Practical By Samson Tanimawo, PhD Published Feb 16, 2026 4 min read

Trunk-Based Development

Single mainline; short-lived branches.

Idea

Most software teams have a Git workflow built around long-lived feature branches: the developer creates a branch, works on it for days or weeks, eventually opens a PR, deals with merge conflicts, and finally lands on main. Trunk-based development inverts this: there is one mainline, branches are short-lived (hours, not weeks), and integration happens continuously rather than at the end. The model is what makes high-velocity engineering organizations actually high-velocity.

What trunk-based development actually means:

The model is simple to describe and demanding to operate. Most teams that adopt it report higher velocity, lower defect rates, and dramatically less integration pain. The cost is the discipline required to maintain main as always-deployable.

Benefit

The benefits of trunk-based development compound across the engineering lifecycle. Faster feedback, fewer conflicts, higher confidence in main, and a deploy rhythm that no long-branch model can match.

The benefits are real and measurable. Engineering organizations that have switched from feature-branch to trunk-based development almost universally report higher velocity and lower incident rate within a quarter.

Require

Trunk-based development is not free. It requires specific engineering disciplines that most teams need to invest in before adopting. Trying to do trunk-based development without these prerequisites produces a broken main branch and a worse developer experience than where they started.

Trunk-based development is the engineering rhythm that high-performing organizations converge on. The prerequisites are real, the transition is non-trivial, and the result is dramatically better velocity. Nova AI Ops tracks the metrics that matter for trunk-based development (PR size, merge cadence, CI duration and reliability, rollback time) and surfaces the leading indicators that distinguish a team operating it well from a team struggling against it.