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CPO · The Vision SetterProduct Lens27 Jun 2026

The Sunsetting Decision: Killing Features That Still Have Users

Every feature retained is a tax on every future decision. This paper studies when and how to sunset features that still have users but no longer earn their complexity.

The Hidden Liability on the Product Balance Sheet

A feature with users looks like an asset, and that is precisely the accounting error. The visible ledger shows engagement: someone opens the export dialog, someone toggles the legacy view. What the ledger omits is the carrying cost — every retained feature is a constraint on every subsequent decision. It widens the test matrix, occupies a slot in the navigation, constrains the data model, and claims a share of the limited attention any user can spend learning your product. The mechanism that makes sunsetting hard is that the benefit (usage) is measured and attributed to a name, while the cost (complexity) is diffuse, deferred, and paid by people who will never know which feature taxed them. A product that cannot retire anything compounds this liability until the cost of changing the system exceeds the value of any change worth making.

Usage Is Not the Question; Substitutability Is

The instinct to keep a feature because "it still has users" treats raw usage as the decision variable. It is the wrong one. The variable that governs a clean sunset is the cost a user bears when the feature disappears — and that cost is set by what they can do instead. A feature used by ten thousand people who each have a trivial workaround is cheaper to remove than one used by forty people for whom it is load-bearing and irreplaceable. Before deciding, separate the population:

Aggregate metrics blur these three into a single number that justifies inaction. The discipline is to refuse the aggregate and ask, for the dependent minority specifically, whether the job they are doing still deserves first-class support inside this product or belongs somewhere else entirely.

The Two Failure Modes Are Symmetric

There are two ways to get this wrong, and naming both prevents over-correcting from one into the other. The first is hoarding: every feature survives because someone, somewhere, would complain, so the product accretes into an unnavigable museum where the cost of the next decision keeps rising. The second, the over-reaction to the first, is amputation: a team newly converted to simplicity cuts a load-bearing feature, discovers it was holding up the workflows of its most committed users, and converts loyalty into a migration to a competitor. The asymmetry that matters is that hoarding fails slowly and quietly while amputation fails fast and loudly — which is exactly why disciplined teams drift toward hoarding. The remedy is not courage; it is a sunset that is engineered rather than announced.

Sunsetting Is a Migration, Not an Event

The decision implication is that a sunset's quality is determined almost entirely by what you build for the people you are removing it from. A defensible sunset names the destination before it names the deadline: the replacement path, the export, the equivalent job done elsewhere. It deprecates in stages — first to new users, then by removing discoverability, then by removing the feature — so that the dependent minority has both warning and a road out. It treats the loudest objection as data about a real job to be re-homed, not as a veto. The product organization that can do this acquires a capability most never develop: the ability to spend down its own complexity deliberately, which is the only thing that keeps the cost of future decisions from rising without bound. A team that can only add is not actually deciding what the product is; it is merely recording every request it ever received. The mandate of the Product Lens is to keep the surface small enough that the next decision is still cheap to make — and that mandate is unenforceable without the will to remove what people are still using.

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