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Best Feature Flagging and Experimentation Platforms (September 2026)

This ranking looks at platforms used to control feature rollouts and run experiments across web, mobile, and server-side applications. Placement was determined by the depth of targeting and rollout controls, quality of experiment analysis tooling, ease of SDK integration, and clarity of pricing across usage tiers.

10 tools rankedMaintained by Software Index
  1. 1Top pickKameleoon logoKameleoonkameleoon.comBest for Mid-size to large product and marketing teams
  2. 2GrowthBook logoGrowthBookgrowthbook.ioBest for Engineering teams needing flags and A/B testing
  3. 3AB Tasty logoAB Tastyabtasty.comBest for Product teams running experimentation and phased rollouts

At a glance

All 10 tools in this ranking, in order.

#ToolDetails
1Kameleoon logoKameleoonkameleoon.comDetails ↓
2GrowthBook logoGrowthBookgrowthbook.ioDetails ↓
3AB Tasty logoAB Tastyabtasty.comDetails ↓
4DevCycle logoDevCycledevcycle.comDetails ↓
5LaunchDarkly logoLaunchDarklylaunchdarkly.comDetails ↓
6ConfigCat logoConfigCatconfigcat.comDetails ↓
7Optimizely logoOptimizelyoptimizely.comDetails ↓
8Amplitude logoAmplitudeamplitude.comDetails ↓
9Eppo logoEppogeteppo.comDetails ↓
10Statsig logoStatsigstatsig.comDetails ↓

The 10 best Feature Flags tools

Feature flagging and experimentation platforms.

  1. 1Kameleoon logo

    Kameleoon

    Top pick

    kameleoon.com

    Best for Mid-size to large product and marketing teams

    Kameleoon is an experience optimization platform that combines A/B testing, feature flagging, and AI-driven personalization. It allows product and engineering teams to control feature rollouts, run experiments, and target specific audience segments across web and mobile applications. The platform includes tools for progressive rollouts, targeting rules, and integration with analytics and CDP systems to measure the impact of feature changes. Kameleoon is generally suited to marketing, product, and development teams within mid-size to large organizations looking to combine experimentation with feature management in a single platform.

    • Feature flagging & rollouts
    • A/B testing integration
    • Audience targeting & personalization
    Ranked #1 of 10 in Feature Flags · Kameleoon profileVisit kameleoon.com
  2. 2GrowthBook logo

    GrowthBook

    Free plan

    growthbook.io

    Best for Engineering teams needing flags and A/B testing

    GrowthBook is an open-source feature flagging and experimentation platform that lets engineering and product teams manage feature rollouts and run A/B tests. It supports SDKs for multiple languages and frameworks, allowing teams to target flags to specific user segments and analyze experiment results using their own data warehouse. GrowthBook can be self-hosted or used as a managed cloud service, giving teams flexibility over data control and infrastructure. It suits engineering-driven organizations that want to combine feature flag management with statistical experimentation without relying on a fully proprietary hosted stack.

    • Feature flag targeting
    • A/B experiment analysis
    • Self-hosted or cloud deployment
    Ranked #2 of 10 in Feature Flags · GrowthBook profileVisit growthbook.io
  3. 3AB Tasty logo

    abtasty.com

    Best for Product teams running experimentation and phased rolloutsFree trial

    AB Tasty is an experience optimization platform that includes feature flagging and progressive rollout capabilities alongside its core A/B testing and personalization tools. Teams can toggle features on or off, target releases to specific user segments, and monitor the impact of new functionality before full deployment. The platform combines experimentation data with feature management, allowing product and engineering teams to coordinate releases with marketing and UX experiments. It is typically used by mid-size to large organizations running structured experimentation programs across web and mobile applications.

    • Feature flagging
    • Progressive rollouts
    • A/B testing integration
    Ranked #3 of 10 in Feature Flags · AB Tasty profileVisit abtasty.com
  4. 4DevCycle logo

    devcycle.com

    Best for Software engineering teams managing feature releasesFree trial

    DevCycle is a feature flag management platform aimed at software development teams that need to control feature releases across web, mobile, and backend applications. It provides SDKs for a range of programming languages and frameworks, allowing developers to toggle features, run targeted rollouts, and manage flags through a central dashboard. The platform supports user targeting, environment management, and integrations with existing development workflows, making it suited to engineering teams looking to decouple deployment from release and reduce risk when shipping new functionality.

    • Multi-language SDKs
    • Targeted rollouts
    • Centralized flag dashboard
    Ranked #4 of 10 in Feature Flags · DevCycle profileVisit devcycle.com
  5. 5LaunchDarkly logo

    launchdarkly.com

    Best for Engineering teams managing continuous software releasesFree trial

    LaunchDarkly is a feature management platform that lets development teams control the release of features through flags without deploying new code. It supports progressive rollouts, targeting rules based on user attributes, A/B experimentation, and kill switches to disable features quickly if issues arise. The platform integrates with common CI/CD pipelines and provides SDKs for multiple programming languages, enabling engineering teams to decouple deployment from release. It is commonly used by software teams seeking to reduce release risk and manage feature visibility across web, mobile, and server applications.

    • Feature flag targeting
    • Progressive rollouts
    • A/B experimentation
    Ranked #5 of 10 in Feature Flags · LaunchDarkly profileVisit launchdarkly.com
  6. 6ConfigCat logo

    ConfigCat

    Free plan

    configcat.com

    Best for Software teams needing multi-language flag support

    ConfigCat is a feature flag management service that lets development teams turn features on or off without redeploying code. It supports targeting rules based on user attributes, percentage rollouts, and A/B testing scenarios. SDKs are available for a wide range of programming languages and platforms, allowing integration into web, mobile, and backend applications. A dashboard provides a central place to manage flags across environments and products. ConfigCat is suited to software teams of varying sizes that want to decouple deployment from release and control feature exposure gradually.

    • Percentage rollouts
    • User targeting rules
    • Multi-platform SDKs
    Ranked #6 of 10 in Feature Flags · ConfigCat profileVisit configcat.com
  7. 7Optimizely logo

    optimizely.com

    Best for Mid-size to large product and engineering teamsFree trial

    Optimizely provides a feature flagging and experimentation platform that lets engineering and product teams control feature rollouts, run A/B tests, and manage progressive delivery without redeploying code. Its feature management tools support targeting rules, gradual rollouts, and kill switches, integrated with experimentation and analytics capabilities from its broader digital experience platform. It suits mid-size to large organizations that want to combine feature flagging with experimentation and personalization across web and product teams, particularly those already using Optimizely's experimentation or content management products.

    • Feature flag targeting
    • Progressive rollouts
    • Integrated A/B testing
    Ranked #7 of 10 in Feature Flags · Optimizely profileVisit optimizely.com
  8. 8Amplitude logo

    amplitude.com

    Best for Product teams using analytics-driven experimentationFree trial

    Amplitude is a digital analytics platform that also offers Amplitude Experiment, a feature flagging and experimentation tool integrated with its product analytics suite. It allows teams to toggle features, run A/B tests, and target releases to specific user segments while analyzing the impact on user behavior in the same platform. This tight coupling with analytics suits product and growth teams that want to tie feature rollouts directly to usage and conversion data rather than managing flags as a standalone system.

    • Feature flagging
    • A/B testing
    • User segmentation targeting
    Ranked #8 of 10 in Feature Flags · Amplitude profileVisit amplitude.com
  9. 9Eppo logo

    geteppo.com

    Best for Product and data teams running data-driven experimentsFree trial

    Eppo is a feature flagging and experimentation platform that combines flag management with statistical analysis for A/B testing. It connects directly to a company's data warehouse, allowing experiment results to be computed on existing data rather than a separate event pipeline. Eppo supports gradual feature rollouts, targeting rules, and analysis of experiment impact on business metrics. The platform is aimed at product and data teams that already maintain a structured data warehouse and want feature flagging combined with rigorous experimentation workflows, rather than a standalone flag toggle tool.

    • Feature flag management
    • Warehouse-native experimentation
    • Statistical analysis of metrics
    Ranked #9 of 10 in Feature Flags · Eppo profileVisit geteppo.com
  10. 10Statsig logo

    Statsig

    Free plan

    statsig.com

    Best for Product and engineering teams running experiments

    Statsig is a feature management and experimentation platform that combines feature flags with A/B testing, analytics, and progressive rollouts. It allows engineering and product teams to toggle features, target specific user segments, and measure the impact of changes through built-in statistical analysis. The platform supports server-side and client-side SDKs across multiple languages, along with session replay and automated monitoring for detecting regressions. Statsig is suited for product and engineering teams that want to pair release control with experimentation and data analysis in a single tool, rather than using separate systems.

    • Feature flags & rollouts
    • A/B testing & experimentation
    • Analytics and monitoring
    Ranked #10 of 10 in Feature Flags · Statsig profileVisit statsig.com

Frequently asked

What is the best Feature Flags tool right now?
Kameleoon tops this ranking, followed by GrowthBook and AB Tasty. The full order, with what each tool is for, is on this page.
How many Feature Flags tools does this ranking cover?
10 tools are ranked here, from 1 to 10: Kameleoon, GrowthBook, AB Tasty, DevCycle, LaunchDarkly, ConfigCat, Optimizely, Amplitude, Eppo, Statsig.
How does Software Index decide the order?
Position reflects our editorial read of how well a tool fits the mainstream buyer in this category. Software Index is funded by listings, so companies can pay to appear or to upgrade how their entry is shown.

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