Harness
APIHarness is an AI-powered software delivery platform covering CI/CD, feature flags, cloud cost management, and chaos engi
www.harness.ioLast updated: April 2026
Harness is an AI-powered software delivery platform covering CI/CD, feature flags, cloud cost management, and chaos engineering in one unified platform.
About
Harness is an AI-powered software delivery platform that provides a comprehensive suite of capabilities for continuous integration, continuous delivery, feature flags, cloud cost management, chaos engineering, internal developer portals, and security testing. Founded in 2017, Harness has built a reputation for making the software delivery process faster, more reliable, and more efficient through intelligent automation and AI assistance.
Harness CD (Continuous Delivery) is the flagship deployment component, providing sophisticated deployment capabilities for Kubernetes, traditional VMs, cloud functions, and managed cloud services. It supports advanced deployment strategies including blue-green, canary, rolling, and traffic-shifting deployments, with automated verification that uses AI to detect anomalies in metrics and logs after each deployment. If a deployment causes performance degradation, Harness automatically rolls back to the previous version without human intervention.
Harness CI (Continuous Integration) provides a cloud-native build system that runs pipelines in ephemeral Kubernetes pods or Docker containers. Pipelines are defined in YAML with a visual editor for users who prefer a no-code approach. The Test Intelligence feature uses AI to analyze code changes and run only the tests that are relevant to the changed code, dramatically reducing test execution time for large test suites.
Feature Flags in Harness provide a full-featured feature management platform for controlling feature rollouts and A/B experiments. Flags can be toggled per user segment, percentage of users, or individual accounts, enabling gradual rollouts, instant rollbacks, and controlled experiments. SDKs are available for all major languages and frameworks.
Harness Cloud Cost Management (CCM) provides visibility and optimization recommendations for cloud spending across AWS, Azure, and Google Cloud. The platform identifies idle resources, right-sizing opportunities, commitment discount opportunities, and budget anomalies, and can automatically enforce cost policies to prevent runaway spending.
Harness Chaos Engineering is a platform for running controlled chaos experiments to identify weaknesses in infrastructure and applications before they cause production incidents. Pre-built experiments cover scenarios such as pod disruption, network latency injection, CPU stress, and database failure, and custom experiments can be defined for specific failure scenarios.
Harness Internal Developer Portal (IDP) is a service catalog and developer experience platform that aggregates service information, documentation, deployment status, and tooling into a single interface for developers. Built on the Backstage framework, the IDP reduces the cognitive overhead of navigating complex microservice environments.
The AI Development Assistant in Harness uses LLMs to generate pipeline configurations, diagnose deployment failures, suggest remediation steps, and provide contextual help throughout the delivery workflow, significantly reducing the expertise required to configure and manage complex delivery pipelines.
Positioning
Harness is a comprehensive software delivery platform that uses AI and machine learning to automate and optimize the entire CI/CD pipeline. Founded by Jyoti Bansal (who previously founded AppDynamics), Harness brings enterprise-grade deployment intelligence to continuous delivery — automatically detecting deployment failures, rolling back bad releases, and optimizing cloud costs.
The platform goes beyond basic CI/CD with modules for feature flags, cloud cost management, service reliability, security testing, and chaos engineering. This breadth makes Harness a unified software delivery platform rather than just a pipeline tool, competing with the combined functionality of multiple point solutions.
What You Get
- Continuous Integration
Container-native CI with intelligent test selection that uses ML to run only the tests affected by code changes, cutting build times dramatically. - Continuous Delivery
GitOps and pipeline-based deployment to Kubernetes, serverless, VMs, and traditional infrastructure with canary, blue-green, and rolling strategies. - Feature Flags
Decouple deployment from release with feature flags that support gradual rollouts, A/B testing, and instant kill switches. - Cloud Cost Management
Visibility into Kubernetes and cloud spending with AI-powered recommendations for rightsizing, spot instances, and idle resource cleanup. - Security Testing Orchestration
Integrate SAST, DAST, SCA, and container scanning into pipelines with unified vulnerability management and governance policies.
Core Areas
CI/CD Automation
Build, test, and deploy software with AI-assisted pipelines that detect anomalies and auto-remediate deployment failures.
Developer Experience
Reduce pipeline configuration toil with templates, YAML-as-code, and a developer portal for service onboarding.
Cloud Financial Management
Track, optimize, and govern cloud spending across AWS, Azure, and GCP with automated savings recommendations.
Platform Engineering
Provide self-service infrastructure and deployment capabilities to development teams through an internal developer platform.
Why It Matters
Software delivery at scale involves coordinating dozens of tools, environments, and approval processes — and a single bad deployment can mean millions in lost revenue. Harness applies machine learning to this problem, using deployment metrics, log analysis, and APM data to verify releases automatically and roll back failures before users notice.
For enterprises running hundreds of microservices, Harness replaces a fragile patchwork of Jenkins scripts, Argo configurations, and manual runbooks with a single platform that governs the full lifecycle from commit to production.
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