> For the complete documentation index, see [llms.txt](https://developer.harness.io/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://developer.harness.io/roadmap/feature-management-and-experimentation.md).

# Feature Management & Experimentation

Explore planned Feature Management and Experimentation capabilities and enhancements.

This page tracks planned capabilities and enhancements for Feature Management and Experimentation.

SaaS release status: GA, SMP release status: Not yet planned

### Now

Q3 2026, Aug-Oct 2026

<table data-column-title-hidden data-view="cards" data-search="true"><thead><tr><th><select multiple><option value="configuration-management" label="Configuration Management" color="blue"></option><option value="better-together" label="Better Together" color="green"></option><option value="ai" label="AI" color="purple"></option><option value="dashboards" label="Dashboards" color="blue"></option><option value="sdk" label="SDK" color="orange"></option><option value="release-monitoring" label="Release Monitoring" color="red"></option><option value="api" label="API" color="blue"></option></select></th><th>Title</th><th>Description</th></tr></thead><tbody><tr><td><span data-option="configuration-management">Configuration Management</span></td><td><strong>Config Management</strong></td><td>Enterprise-grade configuration management with approvals, audit logging, impression tracking, schema validations, and real-time delivery.</td></tr><tr><td><span data-option="configuration-management">Configuration Management</span></td><td><strong>Measurement for Config Management</strong></td><td>Integration with Cloud Experimentation to track Config Management as assignment sources, enabling impact measurement and alerting capabilities.</td></tr><tr><td><span data-option="configuration-management">Configuration Management</span></td><td><strong>Governance for Config Management</strong></td><td>Granular control over Config Management through RBAC, OPA policy enforcement, and enhanced audit trails.</td></tr><tr><td><span data-option="better-together">Better Together</span></td><td><strong>Pipeline-gated flag changes</strong></td><td>Enforce strict release workflows by gating feature flag updates behind your pipelines, third-party integrations like ServiceNow, cross-system validations and more.</td></tr><tr><td><span data-option="configuration-management">Configuration Management</span></td><td><strong>AI Config Management</strong></td><td>Extended Config Management to include out-of-the-box templates for AI product configurations.</td></tr><tr><td><span data-option="configuration-management">Configuration Management, </span><span data-option="ai">AI</span></td><td><strong>Config Management, continued</strong></td><td>Continued expansion of Config Management across both standard and AI configs, including progressing AI Configs from alpha toward general availability.</td></tr><tr><td><span data-option="dashboards">Dashboards</span></td><td><strong>Harness dashboards for FME</strong></td><td>A unified set of dashboards that combine production activity and usage insights to keep teams aligned on system health and impact.</td></tr><tr><td><span data-option="release-monitoring">Release Monitoring</span></td><td><strong>Expanded guardrail metric insights</strong></td><td>Understand the impact of feature releases on guardrail metrics with causal insights for percentage-based rollouts and correlational insights for all other releases.</td></tr><tr><td><span data-option="api">API</span></td><td><strong>Programmatically manage experiments and metrics</strong></td><td>Enable CRUD capabilities for experiments and metrics using APIs and MCP, allowing for automated configuration and external integration.</td></tr></tbody></table>

### Next

Q4 2026, Nov-Jan 2027

<table data-column-title-hidden data-view="cards" data-search="true"><thead><tr><th><select multiple><option value="better-together" label="Better Together" color="green"></option><option value="experimentation" label="Experimentation" color="blue"></option><option value="targeting" label="Targeting" color="orange"></option><option value="sdk" label="SDK" color="purple"></option><option value="configuration-management" label="Configuration Management" color="blue"></option></select></th><th>Title</th><th>Description</th></tr></thead><tbody><tr><td><span data-option="better-together">Better Together</span></td><td><strong>Feature Flags as Code</strong></td><td>Manage the full lifecycle of flags directly from your codebase using GitX, enabling version-controlled configurations and code-reviewed releases.</td></tr><tr><td><span data-option="experimentation">Experimentation</span></td><td><strong>Additional data warehouse support</strong></td><td>Extend Warehouse Native Experimentation to support Databricks.</td></tr><tr><td><span data-option="experimentation">Experimentation</span></td><td><strong>CUPED for Cloud and WHN Experimentation</strong></td><td>Introduce CUPED to leverage pre-experiment data and reduce variance across cloud and warehouse-native experiments.</td></tr><tr><td><span data-option="targeting">Targeting, </span><span data-option="better-together">Better Together</span></td><td><strong>Flag prerequisites</strong></td><td>Top level flag dependencies enforced (new) as well as within rules (existing).</td></tr><tr><td><span data-option="experimentation">Experimentation</span></td><td><strong>Additional data warehouse support</strong></td><td>Extend Warehouse Native Experimentation to support Trino.</td></tr><tr><td><span data-option="better-together">Better Together</span></td><td><strong>Policy as code for experiments</strong></td><td>Leverage Harness Policy as Code to enforce governance policies on experiment changes.</td></tr><tr><td><span data-option="better-together">Better Together</span></td><td><strong>Unified billing and setting management</strong></td><td>Unified control plane for billing and subscription management with streamlined FME settings.</td></tr><tr><td><span data-option="experimentation">Experimentation, </span><span data-option="better-together">Better Together</span></td><td><strong>Experiment pipeline support</strong></td><td>Treat experiments as pipeline objects in Harness pipelines.</td></tr><tr><td><span data-option="sdk">SDK</span></td><td><strong>Expanded language support for SDKs</strong></td><td>Extend cross-platform coverage, including support for additional languages.</td></tr><tr><td><span data-option="configuration-management">Configuration Management</span></td><td><strong>Pipeline steps for Config Management</strong></td><td>Manage Config Management changes directly from Harness pipelines with dedicated pipeline steps.</td></tr><tr><td><span data-option="sdk">SDK</span></td><td><strong>Expanded thin client SDK support</strong></td><td>Expand remote evaluation (secure mode) support to additional thin client SDKs, including React.</td></tr></tbody></table>

### Later

Q1 2027+, Jan 2027 & beyond

<table data-column-title-hidden data-view="cards" data-search="true"><thead><tr><th><select multiple><option value="experimentation" label="Experimentation" color="blue"></option><option value="ai" label="AI" color="purple"></option><option value="sdk" label="SDK" color="orange"></option><option value="better-together" label="Better Together" color="green"></option><option value="audit-trail" label="Audit Trail" color="red"></option></select></th><th>Title</th><th>Description</th></tr></thead><tbody><tr><td><span data-option="experimentation">Experimentation</span></td><td><strong>Dimensional Analysis for WHN Experimentation</strong></td><td>Introduce dimensional analysis for Warehouse Native Experimentation (WHN) to uncover deeper trends and segment-level impact.</td></tr><tr><td><span data-option="ai">AI</span></td><td><strong>Experimentation Agents</strong></td><td>A suite of intelligent agents to automate the full experiment lifecycle, from hypothesis design and prioritization to results analysis and value realization.</td></tr><tr><td><span data-option="sdk">SDK</span></td><td><strong>Additional OpenFeature Provider support</strong></td><td>Expand multi-language support for vendor-agnostic feature management, including Ruby.</td></tr><tr><td><span data-option="better-together">Better Together</span></td><td><strong>Project movement support</strong></td><td>Allow FME projects to be moved from one Harness organization to another.</td></tr><tr><td><span data-option="audit-trail">Audit Trail</span></td><td><strong>Audit log unification with Harness Audit Trail</strong></td><td>Deliver FME audit logs and admin audit log events in Harness Audit Trail to support a single source of truth.</td></tr></tbody></table>

### Released

What has been released

<table data-column-title-hidden data-view="cards" data-search="true"><thead><tr><th><select multiple><option value="ai" label="AI" color="purple"></option><option value="better-together" label="Better Together" color="green"></option><option value="experimentation" label="Experimentation" color="blue"></option><option value="sdk" label="SDK" color="orange"></option><option value="monitoring" label="Monitoring" color="red"></option><option value="targeting" label="Targeting" color="blue"></option><option value="ai-agents" label="AI Agents" color="purple"></option></select></th><th>Title</th><th>Description</th></tr></thead><tbody><tr><td><span data-option="sdk">SDK</span></td><td><strong>Dart SDK support</strong></td><td>Extended cross-platform coverage with the introduction of the Dart Client SDK and an OpenFeature provider, enabling direct use in native Dart and Flutter applications.</td></tr><tr><td><span data-option="ai">AI</span></td><td><strong>Feature Flag Cleanup Agent</strong></td><td>Automate technical debt reduction with an agent that identifies and helps remove stale feature flags directly within the new UI experience.</td></tr><tr><td><span data-option="ai">AI</span></td><td><strong>AI chat for flag operations</strong></td><td>Perform CRUD operations, modify flag definitions, and check rollout status through a natural language interface powered by the Harness Model Context Protocol (MCP) Server.</td></tr><tr><td><span data-option="better-together">Better Together</span></td><td><strong>Harness multi-environment support</strong></td><td>Support for additional Harness environments, including EU and Single Tenancy.</td></tr><tr><td><span data-option="better-together">Better Together</span></td><td><strong>Metric checks in automated release pipelines</strong></td><td>Integrate built-in data checks in your pipelines to automatically validate release health based on performance metrics.</td></tr><tr><td><span data-option="better-together">Better Together</span></td><td><strong>Remote evaluation client-side SDKs</strong></td><td>The power of choice: Ensure rule privacy exactly where you need it with a cloud SDK engine that evaluates flags remotely for thin SDKs clients, eliminating rule exposure.</td></tr><tr><td><span data-option="better-together">Better Together</span></td><td><strong>Advanced configuration support for pipelines</strong></td><td>Enhanced pipeline support for segments, flag sets, impression toggles, and metadata for better release tracking.</td></tr><tr><td><span data-option="experimentation">Experimentation</span></td><td><strong>Additional data warehouse support</strong></td><td>Extend Warehouse Native Experimentation to support Google BigQuery.</td></tr><tr><td><span data-option="experimentation">Experimentation</span></td><td><strong>Warehouse Native Experimentation</strong></td><td>Run experiments directly in your data warehouse with Warehouse Native Experimentation, now generally available.</td></tr><tr><td><span data-option="better-together">Better Together</span></td><td><strong>Split integration into Harness</strong></td><td>Support for additional Harness environments, including Prod0, Prod3, and Prod4.</td></tr><tr><td><span data-option="sdk">SDK</span></td><td><strong>OpenFeature provider updates</strong></td><td>Ongoing support for OpenFeature providers in .NET, Python, React, and Angular.</td></tr><tr><td><span data-option="better-together">Better Together</span></td><td><strong>Granular permissions in RBAC</strong></td><td>Migrate permission management for FME object and environment-level permissions to Harness RBAC. Previously titled, Split integration into Harness, Part 2.</td></tr><tr><td><span data-option="monitoring">Monitoring</span></td><td><strong>Alert webhook</strong></td><td>Automate downstream processes based on FME data with alert webhooks.</td></tr><tr><td><span data-option="monitoring">Monitoring, </span><span data-option="experimentation">Experimentation</span></td><td><strong>Flag impressions properties bag</strong></td><td>Decorate impression records with properties to use in downstream processing. Support for the following SDKs and Split Proxy / Synchronizer is coming this quarter: Go, PHP Thin Client (via SplitD), .NET, and Flutter.</td></tr><tr><td><span data-option="sdk">SDK</span></td><td><strong>OpenFeature provider updates</strong></td><td>Ongoing support for OpenFeature providers in Android, iOS, Web, Angular, React, Java, Node.js, Python, .NET, and Go SDKs.</td></tr><tr><td><span data-option="sdk">SDK</span></td><td><strong>Harness Forward proxy for FME</strong></td><td>Centralize traffic going outside of a customer's cloud. Unlike the current Split Proxy, it does not require environment-specific configuration.</td></tr><tr><td><span data-option="experimentation">Experimentation</span></td><td><strong>Experiment entry event filter</strong></td><td>Define an entry event at the experiment level to filter exposures, ensuring sample sizes only reflect users who were exposed to your experiment.</td></tr><tr><td><span data-option="targeting">Targeting</span></td><td><strong>Fallback treatments</strong></td><td>A configuration option that lets you define a default treatment and optional configuration to be returned instead of the standard control.</td></tr><tr><td><span data-option="targeting">Targeting, </span><span data-option="better-together">Better Together</span></td><td><strong>Rule-based segments</strong></td><td>Assign feature availability for user groups based on different conditions, with all the power of FME targeting.</td></tr><tr><td><span data-option="targeting">Targeting</span></td><td><strong>Client side SDKs cache expiration</strong></td><td>Control when local cache on device expires.</td></tr><tr><td><span data-option="targeting">Targeting</span></td><td><strong>Flag impressions toggle</strong></td><td>Disable the flow of impressions for individual flags.</td></tr><tr><td><span data-option="experimentation">Experimentation</span></td><td><strong>Reimagined experimentation design</strong></td><td>New workflow for designing experiments, decoupling experimentation analysis from flag monitoring use cases.</td></tr><tr><td><span data-option="experimentation">Experimentation</span></td><td><strong>Reimagined experimentation dashboard</strong></td><td>Tabular experiment results dashboard + new features like comparison of multiple treatments &#x26; sample size visualization.</td></tr><tr><td><span data-option="experimentation">Experimentation</span></td><td><strong>Experiment sample population chart</strong></td><td>See accumulation of sample population over time. Identify unexpected assignment or traffic level changes.</td></tr><tr><td><span data-option="sdk">SDK</span></td><td><strong>Flag impressions properties bag</strong></td><td>Decorate impression records with properties to use in downstream processing. Supported in Browser, Android, iOS, JavaScript, React, React Native, Redux, Node.js, and Java SDKs.</td></tr><tr><td><span data-option="sdk">SDK</span></td><td><strong>Elixir SDK</strong></td><td>First of new SDKs to be added after joining Harness.</td></tr><tr><td><span data-option="ai-agents">AI Agents</span></td><td><strong>AI results interpretation conversation</strong></td><td>AI-generated metric results summary can be asked follow-up questions.</td></tr><tr><td><span data-option="targeting">Targeting</span></td><td><strong>Large segments</strong></td><td>New segment type enabling large-scale audience targeting up to 1M keys. Even higher limits available by request.</td></tr><tr><td><span data-option="better-together">Better Together</span></td><td><strong>Access Split from within Harness app</strong></td><td>Allow Harness customers to authenticate and access Split from the Harness application.</td></tr></tbody></table>

{% @harness-feedback/feedback module="roadmap" pagePath="roadmap/feature-management-and-experimentation" %}