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Code & Deliverynoun · /dɑːrk lɔːntʃ/

dark launch

In simple English

A dark launch allows your team to deploy code to production and gather real-world usage data before making it available to everyone. Instead of releasing to all users at once, you release to a small percentage—perhaps 1% or 5%—who use the feature unknowingly or in a hidden state. This approach reduces the risk of major bugs affecting your entire user base and gives you time to fix issues discovered during real usage. Dark launches are common in large tech companies where downtime or bugs can impact millions of users. For example, you might dark launch a new search algorithm to 2% of users, monitor performance metrics like latency and error rates, and only expand to more users once you are confident it works well. It combines the benefits of staging environments (controlled testing) with production reality (actual user behavior and load). The term comes from the idea that the feature is turned on or lives in production but remains invisible or off to most users—a launch that happens in the dark.

What does dark launch mean and how is it used to safely deploy new features in production?

At a glanceCEFR B2
Commonness4/5
Versatility4/5
FormalityCasualFormalNeutral
Spoken ↔ WrittenSpokenWrittenBoth
Directness ↔ DiplomaticDirectDiplomaticDirect
RegionUS and UK
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Say it like this

Let us dark launch this feature first and monitor the metrics.
We should do a dark launch to catch any edge cases before going live.
The dark launch showed us a critical performance issue we need to fix.

Real examples

in a standup

"Yesterday we dark launched the recommendation engine to 3% of users, and so far the latency looks good."

in a code review

"This feature flag will allow us to dark launch the new checkout flow without affecting existing users."

in a team meeting

"Before we dark launch, we need to set up dashboards to monitor error rates and user conversion."

Don't say this

Handle with care. Do not confuse with a cancelled or secret launch. Dark launch is a deliberate, controlled release of features to a subset of users.

We cancelled the launch and went dark with the project.
We cancelled the public launch and are doing a dark launch to a subset of users instead.Dark launch is not about hiding a project or cancelling it—it is about controlled, limited release to production.
Dark launch means the feature is secret and only employees can see it.
Dark launch means the feature is released to a small percentage of real users without their knowledge, hidden behind a flag.Dark launch involves real users, not just internal testing. It is production traffic, not a secret internal-only feature.
We will dark launch after we finish all testing.
We will dark launch to test in production with real users before we make it available to everyone.The whole point of dark launching is to test in production with real user behavior and traffic, not after testing is complete.

Other forms

noun

dark launch

"The dark launch helped us identify performance bottlenecks."

verb

dark launch (verb form)

"We will dark launch the API to enterprise customers next month."

Often used with

do a dark launchThe most common way to express the action: 'Let us do a dark launch first.'
dark launch to X% of usersUsed to specify the audience size: 'We are dark launching to 10% of users.'
dark launch with feature flagsFeature flags are the technical mechanism that enables dark launches.
monitor a dark launchEssential to watch metrics and user behavior during a dark launch.
expand the dark launchGradual rollout: 'Once metrics look good, we will expand the dark launch to 25%.'

Similar words

gradual rolloutSimilar concept but emphasizes the phased increase rather than the hidden aspect.
canary deploymentA canary deployment is similar but typically refers to routing a small percentage of traffic to a new version without feature flags.
shadow launchSometimes used interchangeably, but shadow launch may imply the feature runs in parallel without affecting users.

Opposites

big bang launchfull releaseimmediate public launch

Practice

Try it

4 quick exercises

Pick the most natural phrasing

1. Your team wants to test a new feature safely in production. How do you say it?

Complete the sentence

2. We are planning to _______ the new dashboard to 5% of our user base next week.

Spot the mistake

3. Which sentence uses dark launch incorrectly?

Rewrite naturally

4. Rewrite this sentence using dark launch: 'We need to release this carefully to some real users first to make sure it works before giving it to everyone.'

Questions

Quick poll

Have you said "dark launch" in a standup this week?

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