LaunchDarkly's hosted platform against self-hosted Unleash for teams whose main need is release flags: targeting and gradual rollouts, SDK coverage, the Relay Proxy versus Unleash Edge, what Unleash Open Source limits to 1 project and 2 environments, and what the AGPLv3 change means for internal use.
LaunchDarkly against Flagsmith for teams that want flags plus remote config on their own PostgreSQL: Flagsmith's built-in LaunchDarkly importer, the Enterprise-only features such as RBAC and SAML, Helm and OpenShift deployment, and request-based versus connection-based pricing.
LaunchDarkly Experimentation against GrowthBook's warehouse-native A/B testing for teams that run experiments as much as releases: where the event data lives, statistics engines, LaunchDarkly Data Export versus querying the warehouse directly, and the gated features in each paid tier.
The scripted migration Unleash documents: exporting flags and segments with the LaunchDarkly REST API, mapping targeting rules to activation strategies, recreating context fields and segments first, running both systems in parallel, and avoiding re-bucketing of users in partial rollouts.
Using Flagsmith's built-in LaunchDarkly importer: what it copies (projects, environments, boolean and multivariate flags, archived flags), why to import into a fresh project because it overwrites data, what to check by hand, and swapping SDKs or moving to OpenFeature providers.
Using GrowthBook's two-step LaunchDarkly importer (fetch and preview, then import pending flags), what it tries to carry over, re-import behavior that creates new revisions, rate limits on large accounts, and replacing the LaunchDarkly SDK in each application.
Cost of ownership by component: LaunchDarkly's per-service-connection and per-MAU billing and Enterprise-only governance features against self-hosted Unleash, Flagsmith or GrowthBook infrastructure, paid seats where SSO or approvals are needed, implementation and the team that runs it.
What can leave LaunchDarkly and how: flag, segment, environment and project definitions through the versioned REST API with access tokens, evaluation and custom events through the Data Export add-on, and the gaps such as no historical backfill.
Why LaunchDarkly's flag management stays in its SaaS even with the Relay Proxy, what Enterprise-only offline mode does (serving flags from a file archive that must be refreshed), and how self-hosted Unleash or Flagsmith run the dashboard, API and SDK endpoints entirely inside an isolated network.
What LaunchDarkly's EU instance in AWS Frankfurt covers and what it does not: only new Enterprise accounts and trials, US-based monitoring and CDN delivery, and unsupported features, against self-hosted Unleash, Flagsmith or GrowthBook in an EU data center the customer controls.
For teams that want feature flags and product analytics in one tool: LaunchDarkly against self-hosted PostHog on flags, experiments and analytics, what PostHog's free self-hosted deployment is sized for, why PostHog does not support self-hosted instances, and when Unleash or GrowthBook fits better.
Replacing the Relay Proxy that serves flags inside your network: Unleash Edge, whose open-source version reaches end of life on December 31, 2026, against Flagsmith's Edge Proxy, plus what offline mode, an Enterprise feature in LaunchDarkly, looks like on a self-hosted flag server.
For teams paying for LaunchDarkly experiments and Data Export: running experiments in self-hosted GrowthBook against their own warehouse, which metrics move, what GrowthBook's free plan leaves for Enterprise (bandits, holdouts, sticky bucketing), and keeping flags in Unleash or Flagsmith if preferred.
For agencies and contractors deciding between LaunchDarkly's FedRAMP federal instance, with its .us endpoints, smaller integration list and Kinesis-only Data Export, and a flag server run inside their own authorization boundary, including who owns which controls in each model.
Using the CNCF OpenFeature API as a buffer: wrapping LaunchDarkly SDK calls behind OpenFeature with the LaunchDarkly provider, then switching to the Unleash, Flagsmith or GrowthBook provider, which SDK languages are covered, and what still changes at cutover such as targeting rules and user bucketing.