Feature flags let you decouple deployment from release — ship code behind toggles, test with targeted user groups, and roll back instantly without redeploying. While hosted services like LaunchDarkly dominate the enterprise space, self-hosted alternatives offer full data control, no per-seat pricing, and unlimited feature flags.
In this guide, we compare the three most mature open-source feature flag platforms: Unleash, Flagsmith, and Flipt. Each takes a different approach to feature management, and the right choice depends on your architecture, team size, and rollout requirements.
Why Self-Host Feature Flag Management?
Running feature flags on your own infrastructure solves several problems that hosted platforms introduce:
- Data sovereignty: Feature flag evaluations, user targeting data, and rollout metrics never leave your network. This matters for regulated industries and privacy-conscious organizations.
- No per-seat or per-evaluation pricing: Open-source platforms are free regardless of how many developers, environments, or flag evaluations you run.
- Lower latency: Hosting the flag server next to your application services eliminates network hops, reducing evaluation latency from 50-200ms (cloud-hosted) to under 5ms (local).
- Offline resilience: Self-hosted SDKs cache flag state locally, so your applications continue functioning even if the feature flag server goes down.
- Custom integrations: Full access to the database and APIs lets you integrate with internal tooling, audit systems, and custom deployment pipelines.
For teams that already manage their own infrastructure, self-hosted feature flags are a natural fit. The three platforms below all support Docker Compose deployment, REST APIs, and SDKs across major programming languages.
Unleash: The Battle-Tested Platform
Unleash is the oldest and most widely adopted open-source feature flag platform, with over 13,400 GitHub stars and active development from the Unleash company. It supports a comprehensive strategy system for flag rollouts.
Key features:
- Advanced activation strategies: Gradual rollouts, user segments, IP-based targeting, application-specific flags, and A/B testing
- Multiple API tokens: Granular access control with frontend, backend, and environment-scoped tokens
- Extensive SDK ecosystem: 15+ official SDKs covering Go, Java, Python, Node.js, Ruby, PHP, .NET, and mobile platforms
- Built-in metrics: SDKs report usage metrics back to the server for flag health monitoring
- Project and environment isolation: Organize flags by project with separate environments (development, staging, production)
Unleash requires PostgreSQL as its backing store. The server is built on Node.js and exposes both a management UI and REST APIs.
Unleash Docker Compose Deployment
The official docker-compose.yml bundles Unleash server with PostgreSQL:
| |
Start with docker compose up -d and access the UI at http://localhost:4242.
Flagsmith: Full-Stack Feature Management with Remote Config
Flagsmith combines feature flags with remote configuration in a single Django-based platform. With over 6,300 GitHub stars, it offers a particularly developer-friendly experience.
Key features:
- Feature flags + remote config: Store arbitrary configuration values alongside boolean toggles, eliminating the need for a separate config service
- Identity-based targeting: Target individual users, user segments, and percentage splits with rich attribute matching
- Multi-tenancy: Built-in organization and project support for teams managing multiple applications
- Audit logging: Full change history for every flag modification, including who changed what and when
- Server-side and client-side SDKs: 12+ SDKs with server-side evaluation and client-side SDK options for web and mobile
- Webhook integrations: Real-time notifications to Slack, Microsoft Teams, and custom endpoints on flag changes
- Prometheus metrics: Built-in metrics endpoint for monitoring flag evaluations and API latency
Flagsmith uses PostgreSQL for primary storage and can optionally store analytics data in Postgres for built-in dashboards.
Flagsmith Docker Compose Deployment
Flagsmith’s docker-compose.yml includes the API server, web UI, task processor, and PostgreSQL:
| |
Access the Flagsmith dashboard at http://localhost:8000.
Flipt: Git-Native Feature Management
Flipt takes a fundamentally different approach: feature flags are defined as YAML files and versioned in Git, making the entire configuration auditable and reviewable through standard code review workflows. With nearly 4,800 GitHub stars, it appeals to teams that want their flag configuration treated like infrastructure-as-code.
Key features:
- Git-native configuration: Define flags in YAML files stored in Git repositories, with changes going through standard PR workflows
- OpenFeature native: First-class support for the OpenFeature specification, making it vendor-neutral and SDK-agnostic
- Multiple storage backends: SQLite (default for standalone), PostgreSQL, MySQL, and Git as configuration sources
- Single binary deployment: Written in Go, Flipt compiles to a single binary with no external dependencies when using SQLite
- Flag variants and segments: Support for boolean flags, string/integer variants, and segment-based targeting rules
- REST and gRPC APIs: Dual API support makes integration straightforward for both modern and legacy systems
- UI dashboard: Built-in web UI for flag management alongside the Git-based workflow
Flipt’s architecture is notably simpler than Unleash and Flagsmith — a single Go binary handles everything, and the SQLite default means you can run it without any external database.
Flipt Docker Compose Deployment
For production deployments, Flipt can run as a single container with persistent volume for SQLite storage:
| |
And a sample flipt.yml configuration:
| |
For PostgreSQL-backed deployments, add these environment variables:
| |
Feature Flag Platforms Comparison
| Feature | Unleash | Flagsmith | Flipt |
|---|---|---|---|
| GitHub Stars | 13,425 | 6,324 | 4,781 |
| Language | Node.js (TypeScript) | Python (Django) | Go |
| Database | PostgreSQL (required) | PostgreSQL (required) | SQLite, PostgreSQL, MySQL |
| Minimum Setup | 2 containers (server + DB) | 3 containers (API + processor + DB) | 1 container (standalone) |
| Default Port | 4242 | 8000 | 8080 |
| Flag Types | Boolean, gradual rollout, A/B | Boolean, multivariate, remote config | Boolean, string, integer variants |
| Targeting | Segments, gradual rollout, user ID | Identity targeting, segments, percentage | Segments, percentage rollout |
| SDKs | 15+ official | 12+ official | 8+ official + OpenFeature |
| OpenFeature | Partial | Partial | Full native support |
| Git Integration | Via API import | Manual export/import | Native Git storage backend |
| Audit Log | Yes (event log) | Yes (full audit trail) | Via Git history |
| Prometheus Metrics | Yes | Yes | Yes |
| Webhooks | Yes | Yes (Slack, Teams, custom) | Yes |
| Multi-environment | Yes (built-in) | Yes (environments per project) | Yes (via separate namespaces) |
| License | Apache 2.0 | BSD 3-Clause | Apache 2.0 |
Choosing the Right Platform
Pick Unleash if:
- You need the most mature platform with the largest SDK ecosystem
- Your team wants advanced activation strategies (A/B testing, gradual rollouts with stickiness)
- You already run PostgreSQL and don’t mind a two-container setup
- You want built-in metrics collection from SDK clients
Pick Flagsmith if:
- You need remote configuration alongside feature flags (eliminating a separate config service)
- Audit logging and change tracking are critical for compliance
- You want webhook notifications for flag changes
- Your team prefers Django/Python-based tooling
Pick Flipt if:
- You want feature flag configuration versioned in Git (infrastructure-as-code approach)
- You prefer a single-binary deployment with minimal infrastructure
- OpenFeature compliance is important for vendor neutrality
- Your team values simple, self-contained deployments (SQLite default)
- You need gRPC API support alongside REST
Installation and Quick Start Guide
Installing Unleash
| |
Installing Flagsmith
| |
Installing Flipt
| |
FAQ
What are feature flags and why do teams use them?
Feature flags (also called feature toggles) are a software development technique that lets you enable or disable functionality without deploying new code. Teams use them for controlled rollouts, A/B testing, killing switches for risky features, and decoupling deployment from release. This means you can ship code to production daily while controlling exactly when users see new features.
Can I migrate between these platforms?
Migration is possible but requires some work. All three platforms offer REST APIs for importing and exporting flag definitions. The most portable approach is to use the OpenFeature specification as an abstraction layer — Flipt has native OpenFeature support, and Unleash and Flagsmith offer partial compatibility. If you anticipate switching platforms, building your application against OpenFeature SDKs makes migration significantly easier.
Do these platforms work without internet access?
Yes. All three are fully self-hosted and operate entirely within your infrastructure. The SDKs cache flag state locally and can fall back to cached values if the server becomes unreachable. This makes them suitable for air-gapped environments, private clouds, and on-premises deployments with no external connectivity.
How do these platforms handle high-traffic flag evaluation?
All three platforms are designed for high-throughput flag evaluation. Unleash SDKs poll the server periodically (default: 10-15 seconds) and cache results in memory, so each application instance evaluates flags locally without hitting the server on every request. Flagsmith uses a similar polling pattern with configurable intervals. Flipt supports both polling and streaming evaluation modes. For extremely high-traffic scenarios, all three can be load-balanced behind a reverse proxy.
Which platform is best for a small team just getting started?
Flipt is the easiest to get started with because it requires only a single container with no external database dependency. The SQLite default means you can have a working feature flag server running in under a minute. Unleash is also straightforward with its two-container Docker Compose setup. Flagsmith requires more infrastructure (API server, task processor, and database) but offers the richest feature set out of the box.
Are these platforms production-ready?
All three are used in production by thousands of organizations. Unleash has the longest track record and is backed by a commercial company that offers enterprise support. Flagsmith similarly offers a hosted version and enterprise features. Flipt is community-driven but used in production by companies that value its Git-native approach. For any of the three, ensure you configure proper authentication, use TLS, and set up monitoring and backups for your database.
For related reading, see our webhook management comparison (Svix vs Convoy vs Hook0) for complementary deployment tooling, the progressive delivery guide (Argo Rollouts vs Flagger) for feature rollout strategies, and our config management comparison (Apollo vs Nacos vs Consul KV) for infrastructure configuration patterns.