---
title: Harness Platform Reviews
meta_title: 'Harness Platform Reviews 2026: Details, Pricing, & Features | G2'
meta_description: Filter 331 reviews by the users' company size, role or industry
  to find out how Harness Platform works for a business like yours.
aggregate_rating:
  rating_value: 4.6
  review_count: 331
  scale: '5'
date_modified: '2026-09-22'
parent_category:
  name: CI/CD Tools
  url: https://www.g2.com/categories/ci-cd-tools
---


# Harness Platform Reviews
**Vendor:** Harness  
**Category:** [Continuous Delivery Tools](https://www.g2.com/categories/continuous-delivery-tools)  
**Average Rating:** 4.6/5.0  
**Total Reviews:** 331  
**AI Verified:** At least 10 G2 reviewers have confirmed using this product&#39;s AI features and functionality.
## About Harness Platform
Simplify your developer experience with the world&#39;s first AI-augmented software delivery platform. Upgrade your software delivery with Harness&#39; innovative CI/CD, Feature Flags, Infrastructure as Code Management, and Chaos Engineering tools. We are a software delivery platform that helps developers and infrastructure engineers build and ship code for cloud and on-premise projects. We automate the continuous integration and continuous delivery (CI/CD) process to help teams build faster, ship more frequently, and improve quality, efficiency, and governance. We help companies in four key areas: Number one, we accelerate innovation through DevOps modernization. We provide an approach for software delivery that automates processes, reduces manual interventions, consolidates tools, and accelerates time-to-market for new products, features, and fixes. Number two, we improve developer experience. We give you the ability to attract, retain, and onboard high-caliber engineering talent while fostering a culture of continuous innovation and improvement. Number three, we secure software delivery. We give you the ability to integrate security into every phase of the SDLC. And last but not least is, we optimize cloud costs. We give you the ability to eliminate waste and to ensure that appropriate cloud resources are allocated at the right place at the right time.



## Harness Platform Pros & Cons
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.

**What users like:**

- Users find the **ease of use** of Harness Platform essential for streamlining their development projects effectively. (113 reviews)
- Users highlight the **easy integration** and comprehensive documentation of Harness Platform, streamlining project implementation and feature management. (72 reviews)
- Users value the **ease of managing feature flags** across environments, enhancing flexibility and control in deployment. (49 reviews)
- Users appreciate the **easy setup** of Harness Platform, allowing quick implementation of feature flags and A/B testing. (40 reviews)
- Users find the **easy integrations** in Harness Platform enhance their workflow and improve productivity significantly. (31 reviews)
- Users appreciate the **intuitive user interface** of Harness Platform, enabling quick integrations and streamlined deployments. (30 reviews)
- Integrations (28 reviews)
- Useful (27 reviews)
- Implementation Ease (24 reviews)
- A/B Testing (23 reviews)

**What users dislike:**

- Users note the **missing features** in Harness Platform, particularly regarding multiple filters and flexibility compared to other tools. (23 reviews)
- Users find the **activation and deactivation clarity lacking** , causing confusion in managing feature flags effectively. (20 reviews)
- Users express frustration over **limited features** , including SDK options and difficulties with traffic splitting and flag management. (20 reviews)
- Users note a **steep learning curve** with Harness Platform, requiring time to master its extensive features and tools. (17 reviews)
- Users criticize the **poor UI** of Harness Platform, finding it difficult to manage feature flags effectively. (16 reviews)
- Complexity (15 reviews)
- Steep Learning Curve (14 reviews)
- Users face challenges with **removing obsolete feature flags** in Split.io, complicating updates and user management. (13 reviews)
- Not User-Friendly (13 reviews)
- User Difficulty (13 reviews)

## Harness Platform Reviews
  ### 1. Streamlines CI/CD with Comprehensive Integration

**Rating:** 4.0/5.0 stars

**Reviewed by:** Sanjoy S. | Senior Software Engineer, Information Technology and Services, Enterprise (> 1000 emp.)

**Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user.

**Validated Reviewer:** Validated through LinkedIn

**Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review.

**Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review.

**Reviewed Date:** August 28, 2026

**Describe the project or task Harness Platform helped with:**

The Harness Platform offers a comprehensive suite of tools for automating CI/CD processes. It provides a user-friendly interface for managing deployments, integrates seamlessly with popular version control systems like Git, and offers robust logging and monitoring capabilities to ensure smooth operations.

**What do you like best about Harness Platform?**

I like the Harness Platform's execution view because it provides a clear picture of each step and the entire process, which makes tracking deployments easier. The execution logs are particularly helpful for troubleshooting as they allow me to quickly identify and fix failed steps. The integration with Git is another feature I appreciate, as it keeps deployments connected with code changes and simplifies managing different environments from the same pipeline. Overall, these features save me a lot of time, especially during troubleshooting.

**What do you dislike about Harness Platform?**

I find the learning curve challenging when setting up more complex pipelines. There are a few configuration options that take time to understand how different stages, services, and environments fit together. Also, for a pipeline with a lot of steps, finding the exact configuration can sometimes take a few clicks.

**Recommendations to others considering Harness Platform:**

To improve the user experience, consider providing more detailed documentation and tutorials for setting up complex pipelines. Additionally, implementing a search feature within the configuration options could help users find specific settings more efficiently.

**What problems is Harness Platform solving and how is that benefiting you?**

I use Harness Platform to automate deployments, reducing manual effort and ensuring consistent build and deployment processes. It integrates well with Git, simplifies troubleshooting with execution logs, and centralizes views for managing pipelines, environments, and configurations.

  ### 2. Harness Simplifies CI/CD with Visual Pipelines, Smooth Integrations, and Safer Deployments

**Rating:** 4.0/5.0 stars

**Reviewed by:** Muhammed A. | Technical Project Manager , Logistics and Supply Chain, Mid-Market (51-1000 emp.)

**Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user.

**Validated Reviewer:** Validated through LinkedIn

**Incentivized:** This reviewer was offered a nominal incentive as thanks for completing this review.

**Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal incentive as thanks for completing this review.

**G2 Icon:** Our network of Icons are G2 members who are recognized for their outstanding contributions and commitment to helping others through their expertise.

**Reviewed Date:** August 05, 2026

**What do you like best about Harness Platform?**

Harness has made our CI/CD pipeline significantly more manageable, with a visual pipeline builder that makes it easy to see the full deployment flow without digging through complex YAML configurations for every change. Automated rollback capabilities have given us more confidence deploying changes to production, since a failed deployment can be caught and reverted quickly without manual intervention. Integration with our existing tools, like Docker and our Git repositories, was smooth, and built-in deployment strategies like canary releases have made rolling out changes more gradually and safely compared to our previous manual deployment process.

**What do you dislike about Harness Platform?**

The initial setup and configuration took more time than expected, especially getting pipelines properly structured to match our existing workflow rather than adapting our process entirely to the tool's defaults. Pricing scales with usage and features, which can get expensive as pipeline complexity and deployment frequency grow. Some of the more advanced features have a learning curve, and troubleshooting pipeline failures occasionally required digging through logs more than expected before the root cause became clear.

**What problems is Harness Platform solving and how is that benefiting you?**

Harness has replaced a more manual, error-prone deployment process with a structured, automated CI/CD pipeline that reduces the risk of pushing broken changes to production. This has improved deployment confidence significantly, since automated rollback and gradual rollout strategies catch issues before they affect all users, rather than relying on manual monitoring after every release.

  ### 3. Harness Makes CI/CD Organized with Clean Workflows and Easy Deployment Automation

**Rating:** 4.5/5.0 stars

**Reviewed by:** Harshul S. | Sr tech support, Information Services, Enterprise (> 1000 emp.)

**Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user.

**Validated Reviewer:** Validated through LinkedIn

**Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review.

**Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review.

**G2 Icon:** Our network of Icons are G2 members who are recognized for their outstanding contributions and commitment to helping others through their expertise.

**Reviewed Date:** August 03, 2026

**What do you like best about Harness Platform?**

What I like best about the Harness Platform is how much it simplifies deployment and pipeline automation. The workflows feel clean, the UI is easy to follow, and it removes a lot of the manual steps that usually slow teams down. It’s reliable, and it makes CI/CD feel more organized.

**What do you dislike about Harness Platform?**

The main drawback is that some parts of the platform feel a bit complex when you’re trying to set up advanced pipelines. A few configurations aren’t immediately intuitive, and I sometimes need extra trial‑and‑error to get things working the way I want. The UI is good overall, but certain sections could be more streamlined.

**What problems is Harness Platform solving and how is that benefiting you?**

Harness solves the problem of managing complex CI/CD pipelines without relying on a lot of manual scripting or scattered tools. It brings deployments, automation, and governance into one place, which makes it easier to keep workflows consistent. The benefit for me is smoother releases, fewer errors, and less time spent troubleshooting pipeline issues.

  ### 4. Empowers Deployment with Clear Visibility

**Rating:** 3.5/5.0 stars

**Reviewed by:** Irfaana H. | Product and Member Support, Small-Business (50 or fewer emp.)

**Validated Reviewer:** Validated through a business email account

**Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review.

**Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review.

**Reviewed Date:** September 15, 2026

**What do you like best about Harness Platform?**

I like how much control and visibility Harness Platform gives me during the deployment process without requiring manual management at every step. The automation is a big plus, reducing human error and repetitive tasks. I also appreciate that Harness consolidates various functionalities, so I don't have to switch between different tools. The deployment pipelines, dashboards, and automated verification capabilities are particularly valuable for me, with the visual pipelines making it easy to follow each stage of the deployment. Initial setup was easy, and having a better view of each deployment stage helps me identify failures faster.

**What do you dislike about Harness Platform?**

For me, personally, the learning curve with Harness Platform is a bit steep. It has a lot of functionality, which is great, but it can feel quite overwhelming when you're still getting familiar with it. Some of the terminology, configuration options, and more advanced features took me a while to understand. I'd suggest a more structured onboarding experience based on what someone actually wants to accomplish. Instead of introducing a new user to a large number of features at once, it could guide them through specific workflows tailored to their needs, like building a deployment pipeline or setting up CI.

**What problems is Harness Platform solving and how is that benefiting you?**

Harness Platform makes software deployments easier to manage and more consistent by improving visibility into deployment stages. It helps identify failures faster, reduces manual errors with automation, and consolidates functionality so I don't have to switch between tools.

  ### 5. Consolidated CI/CD with excellent deployment verification, but steep setup

**Rating:** 5.0/5.0 stars

**Reviewed by:** Raj C. | Senior Software Engineer, Information Technology and Services, Mid-Market (51-1000 emp.)

**Validated Reviewer:** Validated through LinkedIn

**Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review.

**Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review.

**Reviewed Date:** September 02, 2026

**Describe the project or task Harness Platform helped with:**

The service task involves setting up and configuring the Harness platform to streamline CI/CD processes. This includes integrating with existing tools, setting up the configuration hierarchy, and training the team on new workflows. The goal is to achieve seamless deployment automation with enhanced security and compliance features.

**What do you like best about Harness Platform?**

Managing our deployment pipelines used to involve cobbling together external secret managers, manual testing scripts, and custom rollout workflows for Kubernetes. Harness consolidated our Continuous Integration, Continuous Delivery, and Feature Flags into a single control plane. What really stands out for my daily workflow is the Pipeline Studio, which allows us to easily toggle between a visual GUI and the underlying YAML configuration. We use this to construct complex deployment stages while managing all of our pipelines as code via Git sync. The CD module's continuous verification capabilities have been incredibly valuable for our team. Instead of manually checking performance dashboards after a canary deployment, Harness automatically analyzes logs and metrics, triggering safe rollbacks without human intervention if an anomaly is detected. Additionally, the Test Intelligence feature in the CI module has cut our build times significantly by only running the specific unit tests that are impacted by the code changes in a pull request.

**What do you dislike about Harness Platform?**

The initial rollout requires a massive mental shift because you are adopting an entirely new operating model, not just a simple deployment tool. Learning the configuration hierarchy of Accounts, Organizations, Projects, Connectors, and Resource Groups takes considerable time. Furthermore, the Harness Delegates—the lightweight workers installed inside our own cluster to execute deployment tasks—are still infrastructure that our engineering team has to monitor, scale, and upgrade. This adds an element of operational overhead that you might not immediately expect from a managed SaaS product.

**Recommendations to others considering Harness Platform:**

To ease the transition, consider starting with a pilot project to familiarize your team with the new system. Leverage the extensive documentation and community forums to address any initial challenges. Regular training sessions can also help in understanding the configuration hierarchy and operational nuances. Additionally, setting up automated alerts for the Harness Delegates can preemptively address potential issues, ensuring smoother operations.

**What problems is Harness Platform solving and how is that benefiting you?**

We are solving the problem of deployment anxiety and inconsistent pipeline governance. By using the platform's Open Policy Agent (OPA) integration, our platform engineering group can automatically enforce security guardrails and compliance policies as code across all pipelines. This benefits me directly because I no longer have to wait on manual security approvals or worry about violating compliance standards; if my code passes the automated CI checks and OPA policies, it promotes straight to our staging environment and eventually production, drastically reducing our cycle times.

  ### 6. Great platform for handling deployments across teams

**Rating:** 4.0/5.0 stars

**Reviewed by:** Harsita S. | Technical Manager, Mid-Market (51-1000 emp.)

**Validated Reviewer:** Validated through LinkedIn

**Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review.

**Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review.

**Reviewed Date:** September 02, 2026

**What do you like best about Harness Platform?**

Harness has allowed us to standardize how we handle our deployment process. It also allows us to have more control over our releases. The management feature I like the most is having visibility into the status of our pipelines and if/where failures happen without having to manually keep track of updates from team members. It's decreased our release mix-ups and helped our dev and DevOps teams work together more efficiently.

**What do you dislike about Harness Platform?**

There is some initial learning curve as the platform has a lot of modules and configurable options. New team members will likely need some ramp-up time before feeling comfortable. Certain screens can also feel cluttered when you're only looking for basic deployment info.

**What problems is Harness Platform solving and how is that benefiting you?**

I really like how visible Harness makes our deployment pipelines. As a manager, I can glance and see what builds have been pushed to staging or production, where something in a pipeline failed, and if anyone needs my input. It's helped us standardize our releases when we have multiple developers updating the same application.

  ### 7. Made Deployments Consistent and Repeatable

**Rating:** 5.0/5.0 stars

**Reviewed by:** Kritika M. | Senior Software Engineer, Mid-Market (51-1000 emp.)

**Validated Reviewer:** Validated through LinkedIn

**Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review.

**Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review.

**Reviewed Date:** September 01, 2026

**What do you like best about Harness Platform?**

One of the things I quickly saw with Harness was consistency. Being able to track a deployment through its lifecycle has become much easier. Previously our build and deployment process was partially controlled in scripts and different tools. When something went wrong it was sometimes not the best experience to debug. With Harness I can look at the pipeline stages and usually diagnose where it failed without having to search multiple locations. Another big win has been reusing pipeline configurations. As our projects expand this has proven invaluable.

**What do you dislike about Harness Platform?**

Harness packs a lot of features into the product which is both a positive and a bit daunting. When I first got started I found myself spending some time learning about connectors, delegates, environments and pipeline configuration. For small projects some of this can feel like overkill. Once you have everything configured up front though your day-to-day is much easier.

**What problems is Harness Platform solving and how is that benefiting you?**

The biggest improvement we have seen is how repeatable builds and deployments are. Developers don’t have to rely on someone remembering to execute a step in a deployment or running a script. We can build, test, and promote changes through our pipeline consistently. Failed deployments have also been easier to debug as there is a record of what occurred at each stage.

  ### 8. Clear Deployment Visibility and Easy Rollbacks with Harness

**Rating:** 4.0/5.0 stars

**Reviewed by:** Anvi M. | Quality Engineer, Mid-Market (51-1000 emp.)

**Validated Reviewer:** Validated through LinkedIn

**Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review.

**Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review.

**Reviewed Date:** August 30, 2026

**What do you like best about Harness Platform?**

I enjoy being able to see into what is really going on when we hit deploy. As someone in QA, I don't just want to know that the tests passed - I want to know what build was released, what was different about it, and if the deployment fully completed. Harness allows me to track that information easily. Rolling back is helpful too if we discover something wasn't quite right after the initial release.

**What do you dislike about Harness Platform?**

There's some learning involved for sure. Coming from a testing background, pipelines and deployment settings can be overwhelming at first. Certain screens offer way more options than what I would typically use on a day-to-day basis for QA. After getting the pipelines configured correctly, usage is pretty simple.

**What problems is Harness Platform solving and how is that benefiting you?**

My biggest takeaway is that there are less surprises with releases. We can tie in our automated checks to the deployment process and be made aware of failures much earlier. It also helps with getting QA, devs, and DevOps on the same page with a single view of what happened.

  ### 9. Provides visibility into software delivery.

**Rating:** 4.0/5.0 stars

**Reviewed by:** Seema  S. | Product Manager, Mid-Market (51-1000 emp.)

**Validated Reviewer:** Validated through LinkedIn

**Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review.

**Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review.

**Reviewed Date:** August 29, 2026

**What do you like best about Harness Platform?**

I love having deployment activity, pipeline status, and release information all in one place. As someone who coordinates between developers, QA, and product releases, it makes it very easy for me to see what is ready, what is stalled, and where deployment efforts need to be focused. I can discuss release status with engineering teams without having to send repeated reminders for manual updates.

**What do you dislike about Harness Platform?**

I would say that the platform can feel a bit complex when you first start using it, given the wide range of features and configuration options available.

**What problems is Harness Platform solving and how is that benefiting you?**

Harness helps us maintain better consistency in our software releases and provides greater visibility across the development and deployment stages. It has been incredibly helpful for our organization, especially since we have multiple teams working on the same SaaS product. I can effectively track release progress, identify potential delays early, and confidently align product timelines with the engineering team. This has reduced the need for manual follow-ups and simplified the process of forecasting monthly release plans.

  ### 10. Unified software delivery with intelligent rollbacks

**Rating:** 5.0/5.0 stars

**Reviewed by:** Yogesh S. | Software Engineer, Mid-Market (51-1000 emp.)

**Validated Reviewer:** Validated through LinkedIn

**Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review.

**Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review.

**Reviewed Date:** August 26, 2026

**What do you like best about Harness Platform?**

Harness acts as a comprehensive software delivery platform that governs the entire after code lifecycle in one system, effectively replacing a stack of stitched together point tools. When managing the backend architecture for our Python Flask microservices and MySQL databases, the Continuous Integration (CI) and Continuous Delivery (CD) automation drastically simplifies the deployment process. The platform offers AI assisted deployment verification, which automatically monitors the health of a release by validating logs and metrics, triggering an intelligent rollback at the first sign of failure. Furthermore, the Test Intelligence feature is incredibly valuable because it runs only the automated tests that a specific code change can affect, keeping our feedback loops exceptionally fast.

**What do you dislike about Harness Platform?**

Because the platform covers so many dimensions of software delivery including cloud cost management, chaos engineering, and feature management the sheer volume of capabilities can be overwhelming to navigate at first. Establishing the initial role based access control (RBAC) and policy as code governance frameworks across multiple environments requires a steep learning curve and significant upfront configuration.

**What problems is Harness Platform solving and how is that benefiting you?**

Prior to using Harness, coordinating cross-service releases and manually verifying deployments was a major operational bottleneck. By supplying automated CI/CD pipelines and native GitOps support for cloud-native architectures, the platform entirely eliminates the need to write and maintain custom deployment scripts. This end-to-end automation drastically reduces our deployment risks and allows the engineering team to focus entirely on building core application logic rather than fighting infrastructure pipelines.

  ### 11. Harness Streamlines Software Delivery with Easy Automation and Clear Deployment Visibility

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.)

This reviewer's identity has been verified by our review moderation team. They have asked not to show their 
name, job title, or picture.


**Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user.

**Validated Reviewer:** Validated through a business email account

**Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review.

**Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review.

**Reviewed Date:** August 22, 2026

**What do you like best about Harness Platform?**

I’ve had a great experience working with the Harness platform. It brings different parts of the software delivery process together in one place. Harness is easy to use and navigate, and its automation helps reduce a lot of repetitive work. On top of that, I really like the visibility it provides into deployments, which makes it easier to track issues and understand what’s happening without jumping between multiple tools.

**What do you dislike about Harness Platform?**

For experienced users, this platform is easy to use. However, for someone who is new to it, it may take some time to get familiar with all of its features and settings.

**What problems is Harness Platform solving and how is that benefiting you?**

The main problem it has solved for us is simplifying and automating our software delivery process, particularly deployments and release management. It has reduced manual effort and made it easier to track what’s being deployed and when. Overall, having both visibility and automation in one platform saves time, lowers the risk of deployment mistakes, and keeps the process more consistent from release to release.

  ### 12. Clear, End-to-End Visibility for Deployments and Pipeline Troubleshooting

**Rating:** 4.5/5.0 stars

**Reviewed by:** Cun j. | Sr. Consultant, Enterprise (> 1000 emp.)

**Validated Reviewer:** Validated through LinkedIn

**Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate.

**Reviewed Date:** August 20, 2026

**What do you like best about Harness Platform?**

What I like most is that it gives me a pretty clear view of the whole deployment process. As a data engineer, I can easily see where a pipeline is, check the logs when something fails, and troubleshoot without having to jump between too many different tools. I don't really have much visibility into the cost as a day-to-day user, but I think it's providing good value for the team. It makes deployments across different environments easier and more consistent, and management seems to be happy with the overall value.

**What do you dislike about Harness Platform?**

Sometimes the deployment process can be a bit slow, especially the security and validation checks. They can take longer than expected, and it’s not always clear what it’s waiting for, which can make troubleshooting a little difficult.

**What problems is Harness Platform solving and how is that benefiting you?**

It helps streamline my daily deployment process. I can load code from Bitbucket and use Harness to deploy it across different environments in a consistent way. It saves me time, reduces manual steps, and gives me visibility into the deployment status and logs when I need to troubleshoot issues.

  ### 13. Harness Platform: Reliable Rollbacks and Compliance Enhancements

**Rating:** 4.0/5.0 stars

**Reviewed by:** Suman S. | Executive – Commercial and Procurement Operations, Mid-Market (51-1000 emp.)

**Validated Reviewer:** Validated through LinkedIn

**Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review.

**Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review.

**Reviewed Date:** August 13, 2026

**What do you like best about Harness Platform?**

I find the automatic canary rollback especially valuable as it catches bad deploys and rolls them back on its own before anyone gets paged. The built-in audit trails and approvals make compliance much less painful and are a huge help. I also appreciate the first-class support for blue/green and canary deployments, which used to take us days to script by hand. The visual pipeline builder simplifies the setup process, letting people get a working pipeline going before needing to deal with YAML. Overall, the setup was easier than I expected, with certain features being quick to implement.

**What do you dislike about Harness Platform?**

I find templating across different service types to be fiddly, more than it should be. The pricing adds up fast, especially once you start stacking modules, and I've found that you have to negotiate to get real savings. The log viewer/search feels sluggish on large pipeline runs, which is a friction point I hit regularly. None of these are dealbreakers, just annoyances I come across often.

**What problems is Harness Platform solving and how is that benefiting you?**

Harness Platform resolved the '2am deploy fail' issue with canary rollback, consolidates pipeline logic for new hires, and reduces audit overhead with built-in trails. It facilitates self-service deployments with control. It hasn't fixed messy architecture or cost visibility, those are still on us.

  ### 14. The Harness Platform standardizes cloud deployments.

**Rating:** 4.5/5.0 stars

**Reviewed by:** Ranjit P. | Cloud Engineer, Information Technology and Services, Mid-Market (51-1000 emp.)

**Validated Reviewer:** Validated through LinkedIn

**Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review.

**Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review.

**Reviewed Date:** September 01, 2026

**What do you like best about Harness Platform?**

The Harness Platform truly enables you to improve your deployment workflows. I really appreciate the high level of customization available for CI/CD processes. You can track releases as they move through various environments and automate repetitive tasks. As someone working with cloud-based infrastructure and containers, the visibility the Harness Platform provides into every deployment is excellent-especially when troubleshooting issues.

**What do you dislike about Harness Platform?**

The platform is feature-rich, though the initial setup can feel somewhat complex or labor-intensive due to the wide range of available options.

**What problems is Harness Platform solving and how is that benefiting you?**

We use Harness to reduce the manual effort involved in deployments and to standardize our release processes. The Harness Platform gives teams greater control over their CI/CD pipelines. This makes it easier to identify failed deployments and allows teams to deploy rapidly across cloud and Kubernetes environments. It minimizes configuration errors and results in more reliable deployments.

  ### 15. Harness Boosts Developer Productivity with an All-in-One Delivery Ecosystem

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Oil & Energy | Mid-Market (51-1000 emp.)

This reviewer's identity has been verified by our review moderation team. They have asked not to show their 
name, job title, or picture.


**Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user.

**Validated Reviewer:** Validated through a business email account

**Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review.

**Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review.

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**Reviewed Date:** August 06, 2026

**What do you like best about Harness Platform?**

The best thing I liked about this Harness platform is that they are testing and security, feature management, and cloud cost management, which are well-suited for our developers' productivity, and it has been clubbed with a single ecosystem. It also helped our engineering teams to automate our releases faster while maintaining better governance and disability and we were able to control across the software delivery life cycle as well. Their system architecture was also properly designed and well defined, which was very helpful when pitching with our non-technical cross-functional team as well. Overall, this has improved our software development life cycle very effectively, and the performance of our software team has improved.

**What do you dislike about Harness Platform?**

This platform sometimes feels complex due to its initial setup because it has many modules on configuration options. Having dedicated onboarding support would be very helpful and teams may also need some time to understand their pipelines, permissions, integrations and other governance workflows before even getting full value from the platform. The 3rd-party integration is OK, but would have been made better.

**What problems is Harness Platform solving and how is that benefiting you?**

This platform helps us in solving the challenge of slow and manual, and inconsistent software delivery. This platform also helped us by automating and building the test and deployment for our security and cost optimisation process. Yes, it helped our team to release faster and reduce manual errors by improving compliance and increasing our developer productivity. So this has reduced our software development timeline and increased our effectiveness high.

  ### 16. The Harness platform simplifies continuous integration and delivery.

**Rating:** 4.5/5.0 stars

**Reviewed by:** Krutika G. | Lead SDET, Enterprise (> 1000 emp.)

**Validated Reviewer:** Validated through LinkedIn

**Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review.

**Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review.

**Reviewed Date:** September 02, 2026

**Describe the project or task Harness Platform helped with:**

The service task overview provides a comprehensive look at the various tasks involved in maintaining and optimizing the Harness platform. It includes detailed descriptions of routine maintenance activities, troubleshooting steps, and best practices for ensuring optimal performance.

**What do you like best about Harness Platform?**

The Harness platform streamlines CI/CD workflows and provides clear visibility into deployments. It automates repetitive tasks, reducing the effort required to maintain pipelines across different environments. As part of the QA and automation team, I find the Harness platform instrumental in driving greater automation in our delivery processes and enhancing consistency across releases.

**What do you dislike about Harness Platform?**

Some advanced configurations-such as building complex pipelines or setting up initial integrations-can be challenging and may require a learning curve.

**Recommendations to others considering Harness Platform:**

To improve user experience, providing detailed documentation and tutorials for advanced configurations would be beneficial. Additionally, offering community forums or support channels could help users overcome challenges more efficiently.

**What problems is Harness Platform solving and how is that benefiting you?**

The Harness platform automates software delivery, reducing the effort involved in building, testing, and deploying applications. It makes release processes more streamlined and consistent while providing better visibility into your pipelines. Harness enables automation teams to seamlessly integrate CI/CD tasks with automated tests, allowing them to detect defects early and release software with confidence.

  ### 17. Streamlines frontend deployments significantly.

**Rating:** 5.0/5.0 stars

**Reviewed by:** Priya P. | Frontend Developer, Mid-Market (51-1000 emp.)

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**Reviewed Date:** September 02, 2026

**What do you like best about Harness Platform?**

Like how Harness maintains organization with the deployment process. As someone who works on the frontend, I primarily care if my build passed and what is deploying to staging/prod, Harness makes that super easy to track. Pipeline view is very straight forward. Didn't have to coordinate with DevOps team as much for simple releases.

**What do you dislike about Harness Platform?**

Some of the dashboard can be overwhelming at first due to the amount of options. Some of the setup for smaller projects can feel like overkill.

**What problems is Harness Platform solving and how is that benefiting you?**

Harness has allowed our team to standardize how we build and release frontend changes. I can easily see if a deployment failed, double check pipeline status, and know the exact version that made it to each environment. Released things more smoothly and caught small errors.

  ### 18. It simplifies the process of deploying applications and getting them into production.

**Rating:** 4.5/5.0 stars

**Reviewed by:** Subham   P. | Frontend Developer, Mid-Market (51-1000 emp.)

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**Reviewed Date:** September 06, 2026

**What do you like best about Harness Platform?**

I really appreciate how the Harness Platform streamlines CI/CD processes and application deployment. Its user interface is intuitive and provides a clear view of the deployment stages. This makes deploying different application versions much easier and more practical, as it eliminates the need to worry about the manual effort typically involved in application releases.

**What do you dislike about Harness Platform?**

Understanding the initial configuration takes a bit of time, as we had to set up more advanced pipelines and integrations within the system.

**What problems is Harness Platform solving and how is that benefiting you?**

Overall, the Harness Platform simplifies and standardizes the automation of build, deployment, and release processes while reducing repetitive development tasks. It helps development teams overcome challenges in the release process and saves valuable time for developers, allowing them to focus more on development and improvement activities.

  ### 19. Cloud Deployment Made Simple and Straightforward.

**Rating:** 5.0/5.0 stars

**Reviewed by:** Soniya C. | senior cloud engineer, Enterprise (> 1000 emp.)

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**Reviewed Date:** September 01, 2026

**What do you like best about Harness Platform?**

Harness Platform has allowed us to consolidate CI/CD automation, governance, and release management into a single workflow. Building pipelines is flexible and there are many integrations with cloud platforms and repos to help manage deployments to multiple environments. Visibility into the deployment status and execution history helps with troubleshooting issues.

**What do you dislike about Harness Platform?**

The complete platform offerings might take a while for new team members to understand because there are so many modules and configuration options.

**What problems is Harness Platform solving and how is that benefiting you?**

Automates and removes reliance on human steps in your deployment process. Helps teams standardize release pipelines. Previously, we had to manage multiple deployment processes which required additional scripting and monitoring. Harness allows you to have more control, automation and consistency. This allows for faster delivery with less operational mistakes.

  ### 20. Streamlined Deployments and Better CI/CD Automation

**Rating:** 4.0/5.0 stars

**Reviewed by:** Tanika S. | Salesforce Developer 2, Mid-Market (51-1000 emp.)

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**Reviewed Date:** August 29, 2026

**What do you like best about Harness Platform?**

It simplifies and automates the deployment process. It reduces manual work, makes pipelines easier to manage, and provides clear visibility into deployments and their current status.

**What do you dislike about Harness Platform?**

It feels a little overwhelming at first, especially when setting up more complex pipelines. There are quite a few configuration options, so the learning curve can be a bit steep for new users.

**What problems is Harness Platform solving and how is that benefiting you?**

It solves the challenges around manual deployments, pipeline management, and tracking releases. It gives us a more automated and consistent deployment process.

  ### 21. Intuitive Internal Developer Portal with an Excellent Visual CI/CD Pipeline Editor

**Rating:** 5.0/5.0 stars

**Reviewed by:** dnyaneshwar g. | UI/UX Database Developer, Mid-Market (51-1000 emp.)

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**Reviewed Date:** August 18, 2026

**What do you like best about Harness Platform?**

I like their internal developer portal, since I use it most of the time. In particular, the visual editor for the CI/CD pipeline is the best part for me. It’s very intuitive, helps me create pipelines quickly, and makes everything easy to understand.

**What do you dislike about Harness Platform?**

The developer API reference documentation could be improved. Some information is unclear or incomplete for certain APIs: https://apidocs.harness.io/

**What problems is Harness Platform solving and how is that benefiting you?**

I worked on the migration of 60+ marketing websites, and Harness helped automate the infrastructure setup and deployments, making the whole process much faster.

  ### 22. Automatic monitoring that accurately detects problems

**Rating:** 5.0/5.0 stars

**Reviewed by:** Bryan  J. | Practicante de calidad, Automotive, Mid-Market (51-1000 emp.)

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**AI Translated:** This review has been translated from Spanish; Castilian using AI.

**Reviewed Date:** August 19, 2026

**What do you like best about Harness Platform?**

THE ABILITY IT HAS TO DETECT PROBLEMS THROUGH ITS AUTOMATIC MONITORING

**What do you dislike about Harness Platform?**

AS OF TODAY THERE IS NOTHING I DISLIKE

**What problems is Harness Platform solving and how is that benefiting you?**

THE AUTOMATIC ERROR CHECKING WHICH SAVES ME TIME AND MAKES ME MORE PRODUCTIVE

  ### 23. Best-in-Class AI-Powered SDLC with Secure Cloud Deployments

**Rating:** 4.0/5.0 stars

**Reviewed by:** Bharath D. | Staff Incident Management , Computer Software, Enterprise (> 1000 emp.)

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**Reviewed Date:** August 06, 2026

**What do you like best about Harness Platform?**

its best in class AI Powered SDLC approach, keeping the lightweight runner [ delegate ] actively running in your cloud to secure all the deployments and run instances

**What do you dislike about Harness Platform?**

little aggressive licensing, and intense to start with, making your configurations go bonkers at times and not so user friendly modules to explore with initially

**What problems is Harness Platform solving and how is that benefiting you?**

acts as a bridge to solve all your manual/devops related tasks which are usually prone to errors and a bit cluttered

  ### 24. Gets Stuck Repeating Steps, Wasting Time and Money

**Rating:** 2.5/5.0 stars

**Reviewed by:** Cameron C. | Data Account Executive, Mid-Market (51-1000 emp.)

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**Reviewed Date:** August 07, 2026

**What do you like best about Harness Platform?**

It saves conversation history and key data to an external database, allowing the AI to remember you across long periods.

**What do you dislike about Harness Platform?**

The AI can get stuck repeating the same failed step, wasting computing power and money.

**What problems is Harness Platform solving and how is that benefiting you?**

It connects the model to live databases, web browsers, and software APIs, letting the AI fetch new data or modify external systems safely.

  ### 25. Standardizes and Automates Complex Deployments with an Easy-to-Read Visual Pipeline

**Rating:** 4.0/5.0 stars

**Reviewed by:** Narayan Y. | Senior Quality Assurance Automation Engineer, Internet, Mid-Market (51-1000 emp.)

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**Reviewed Date:** August 06, 2026

**What do you like best about Harness Platform?**

Harness platform has ability to standardize and automate complex deployment workflows in one place. 

Visual pipeline interface makes releases easier to understand.

**What do you dislike about Harness Platform?**

Harness Platform feels some complex during initial setup, when configuring connectors, permissions and pipelines.

**What problems is Harness Platform solving and how is that benefiting you?**

Before Harness, our deployment involved multiple tools, manual approvals and hectic scripts.

Releases were slower.

  ### 26. Trial Review for The Framework

**Rating:** 4.0/5.0 stars

**Reviewed by:** Abhishek S. | Member, Mid-Market (51-1000 emp.)

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**Reviewed Date:** August 23, 2026

At G2, we prefer fresh reviews and we like to follow up with reviewers. They may not have updated their review text, but have updated their review.

**What do you like best about Harness Platform?**

It has a very minimal and convenient UI flow, and it’s easy to use.

**What do you dislike about Harness Platform?**

Nothing particularly as of now or in general.

**What problems is Harness Platform solving and how is that benefiting you?**

Harness accelerates software delivery by using AI and automation to streamline CI/CD pipelines

  ### 27. Harness - World of automation

**Rating:** 4.5/5.0 stars

**Reviewed by:** Sunil A. | SRE Manager, Enterprise (> 1000 emp.)

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**Reviewed Date:** October 10, 2025

**What do you like best about Harness Platform?**

Harness is straightforward to use and really speeds up getting work done. The built-in connectors are especially useful, making integrations smooth and hassle-free. It provides a broad set of features, covering CI/CD, security, observability, cost management, and more. On top of that, its ability to integrate with other tools makes it a comprehensive and adaptable platform for modern DevOps workflows.
Plus, its very easy to implement.

**What do you dislike about Harness Platform?**

Since it’s a relatively new tool in the market, some basic features are still missing. Additionally, the support system can occasionally be less responsive than expected.

**What problems is Harness Platform solving and how is that benefiting you?**

Previously, we were using multiple Jenkins servers for different teams, which made the setup complex and hard to manage. With the adoption of Harness, everything has become much more streamlined. The flexibility that Harness offers is truly impressive. Its powerful features have helped us significantly reduce code duplication and simplify our overall processes.

  ### 28. Helpful for Stable CI/CD with Helm, but Failed Builds Can Be Hard to Diagnose

**Rating:** 3.5/5.0 stars

**Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.)

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**Reviewed Date:** August 06, 2026

**What do you like best about Harness Platform?**

It Is helpful to build stable CI/CD pipeline integrating them with Helm

**What do you dislike about Harness Platform?**

Sometimes it is hard to understand failed builds

**What problems is Harness Platform solving and how is that benefiting you?**

Streamline ci/cd deployments

  ### 29. Powerful but poor user experience

**Rating:** 2.0/5.0 stars

**Reviewed by:** Verified User in Leisure, Travel & Tourism | Enterprise (> 1000 emp.)

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**Reviewed Date:** November 15, 2023

At G2, we prefer fresh reviews and we like to follow up with reviewers. They may not have updated their review text, but have updated their review.

**What do you like best about Harness Platform?**

The best feature of harness is the ease at which it was integrated into the existing tools we use in our CI/CD pipeline which are a combination of standard/custom services. I use it a few times a week whenever I need to check and start deployments and it always works well.

The API seems to be quite useful as now my colleagues have been able to enbed deployment job links and statuses into our own tooling, so I can see the related depolyment and jump right to it to monitor the status/approve.

**What do you dislike about Harness Platform?**

My experience of Harness via the UI is very bad. The deployment graphs always extend off the side of the screen and and key parameters are hidden away in a very cluttered UI. It's also very slow to navigate. I was glad when we were able to build tools that use the API rather than the UI itself! I never tried the customer support but if the design of the UI is an indication of customer centricity I would be worried!

The latest version has the option to toggle the view to vertical, which is better, but speed of loading pages really makes it a drag when searching for and checking op on multiple deployments.

**What problems is Harness Platform solving and how is that benefiting you?**

My projects need to be deployed in several environments with verious steps and configurations, and I need ot monitor the state of each deploymehnt. Harness helps me keep track of and manage the process of releasing the software to production safely. It allows me to have an approval step to queue up the jobs and clear them before going to production which is very nice and keeps a record of deployment authroisations.

  ### 30. Best tool for cost optimization and Repository

**Rating:** 5.0/5.0 stars

**Reviewed by:** Satendra V. | Sr. Cloud Engineer , Automotive, Mid-Market (51-1000 emp.)

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**Reviewed Date:** September 16, 2025

**What do you like best about Harness Platform?**

The best feature of harness is the granular details of cloud resources which will help you while doing cost savings in cloud.

**What do you dislike about Harness Platform?**

It will not support multiple filters by account name or services type that is really a big lack.

**What problems is Harness Platform solving and how is that benefiting you?**

This is will provide you granular view of resources billing that is not possible from the cloud providers and automation in harness is few click away so no need to create code or any manual automation for resources.

  ### 31. It has been flexible enough to meet our needs

**Rating:** 4.5/5.0 stars

**Reviewed by:** Max P. | Customer Success, Computer Software, Mid-Market (51-1000 emp.)

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**Reviewed Date:** February 12, 2025

**What do you like best about Harness Platform?**

To streamline deployments without compromising security, it is crucial for software development companies to have a platform that optimises integration and continuous delivery. Harness further reduces our deployment risk with automatic monitoring and rollback capabilities. The user interface is very easy to use; we have been able to halve deployment times from hours to minutes by configuring CI/CD pipelines in a matter of minutes. Unit, integration and performance tests can be seamlessly integrated into the pipeline thanks to test automation. Reports have been invaluable in communicating performance data to stakeholders and showing customers the value we offer.

**What do you dislike about Harness Platform?**

The multiple settings and adjustments may confuse some purchasers. Especially if you're new to these tools.

**What problems is Harness Platform solving and how is that benefiting you?**

As far as Harness is concerned, my strategy has been to facilitate efficient adoption of the platform by customers. While they may require my assistance during initial setup, many DevOps and development teams quickly recognize the benefits of automation. One of the most important things that has helped customers learn how to improve their operations is personalized training. Automated testing and deployment to various environments were part of the pipeline we established in Harness. Because of this, we were able to deploy the feature smoothly and get favorable feedback from users. We have also introduced proactive support that helps customers identify potential issues before they impact their deployments.

  ### 32. Versatile Platform with Room for Feature Maturity

**Rating:** 2.0/5.0 stars

**Reviewed by:** Verified User in Hospital & Health Care | Small-Business (50 or fewer emp.)

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**Reviewed Date:** October 24, 2025

**What do you like best about Harness Platform?**

It feels like jack of all trades with good options for everything from ci/cd to chaos engineering

**What do you dislike about Harness Platform?**

some of the features are not matured enough.

**What problems is Harness Platform solving and how is that benefiting you?**

One single platform for cloud ops and platform engineering

  ### 33. Harness AI

**Rating:** 5.0/5.0 stars

**Reviewed by:** Manoselvaraj V. | Senior Vice President, Enterprise (> 1000 emp.)

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**Reviewed Date:** September 17, 2024

At G2, we prefer fresh reviews and we like to follow up with reviewers. They may not have updated their review text, but have updated their review.

**What do you like best about Harness Platform?**

AI Devops capabilities, Automate QA AI and saving developers time with JMeter support, k6

**What do you dislike about Harness Platform?**

Nothing any, I like all the capabilities for scaling and improving the reliability of the ci/cd platform

**What problems is Harness Platform solving and how is that benefiting you?**

Automation testing, security scans

  ### 34. Great experience

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Computer & Network Security | Mid-Market (51-1000 emp.)

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**Reviewed Date:** October 28, 2022

At G2, we prefer fresh reviews and we like to follow up with reviewers. They may not have updated their review text, but have updated their review.

**What do you like best about Harness Platform?**

It is very flexible. We can easily have some splits in our products and use them to roll out new features step by step. In case of any issue, we can easily disable the feature and fix the issue.

**What do you dislike about Harness Platform?**

The product is excellent, there are no drawbacks. Maybe the UI is a bit complex, but that is because the product is compelling and offers many possibilities

**What problems is Harness Platform solving and how is that benefiting you?**

It offers the possibility of quickly rolling out a new feature by percentage, any id, etc. We are confident that if something goes wrong, we can rollback in no time. It is easy to create a group of accounts that you want to enable or disable a new feature too. It is also handy to enable/disable the accounts in test environments or even for Beta customers in production environments.

**Official Response from Alyssa Rogers:**

> Hi, thanks for leaving Split a review and letting us know you've been successful with quickly rolling out new features by percentage. It's good to know your team has confidence knowing they can roll back any feature if there's an issue. Thanks again for the review!

  ### 35. Harness is mindblowing

**Rating:** 5.0/5.0 stars

**Reviewed by:** Sandeep T. | Enterprise (> 1000 emp.)

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**Reviewed Date:** August 28, 2025

**What do you like best about Harness Platform?**

The way Harness can create a pipeline without writing code is mindblowing.

**What do you dislike about Harness Platform?**

Nothing really. Everything is good. Great product.

**What problems is Harness Platform solving and how is that benefiting you?**

SEI and CD

  ### 36. A smooth feature enablement tool that reviles the competition (and home grown solutions)

**Rating:** 5.0/5.0 stars

**Reviewed by:** Matthew C. | Senior Software Developer, Mid-Market (51-1000 emp.)

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**Reviewed Date:** September 18, 2024

**What do you like best about Harness Platform?**

* Amazing SDK support for many languages, super easy to integrate in new projects
* Audit trail (as long as your devs use it lol)
* Metrics/analytics (though I haven't made massive use of that)
* Dashboard to understand what state various splits are in
* Fast bootup/data retrieval on application boot
* Great support to allow for new splits based on different data
* Extremely simple to understand or show new devs how to launch their features

**What do you dislike about Harness Platform?**

* Our complex test/staging/prod environment setup means that some of the dashboards are harder to follow, a way to create a custom dashboard would be great
* When using the approval system changes get applied the moment all approvals are granted, which has caught my team unaware, we know it now though (we are used to merge request workflows where the person submitting a change controls when it's applied)

**What problems is Harness Platform solving and how is that benefiting you?**

Where I work we have a two weekly release cycle, being able to launch feature behind splits and switch over at opportune moments is crucial. We would often have to hand roll this kind of stuff into our own app/conf/DB...etc. in the past. Now it's just a few clicks over on split and a few lines of code here and there

  ### 37. Good platform for feature flag based experiments.

**Rating:** 5.0/5.0 stars

**Reviewed by:** Sanjay R. | Software Engineer, Enterprise (> 1000 emp.)

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**Reviewed Date:** January 20, 2025

**What do you like best about Harness Platform?**

Best to target set of users. Good to know there are a lot of attributes to decide targeting. Easy to use and implement in the project. Good use of integrating client side and server side SDK. Good docs and support.

**What do you dislike about Harness Platform?**

API key handling for different SDKs can be improved.

**What problems is Harness Platform solving and how is that benefiting you?**

A/B testing and feature flag based experiments to drive business.

  ### 38. Easy to use and rollout changes safely

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.)

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**Reviewed Date:** January 30, 2025

**What do you like best about Harness Platform?**

The ability to quickly and easily rollout changes incrementally by percent or customer subsets, and easily revert back if needed. Auditing the split values with the Live Tail and Monitoring is also helpful.

**What do you dislike about Harness Platform?**

Nothing comes to mind in particular, it just does what I need it to do so far.

**What problems is Harness Platform solving and how is that benefiting you?**

Safe rollouts. The ease of defining customer segments and enabling them for early adoption of a new feature, or doing a slow incremental percentage-based rollout so that it can be monitored and reverted quickly if any problems arise.

  ### 39. A flagship, and fully featured, feature flagging platform

**Rating:** 4.5/5.0 stars

**Reviewed by:** Bilyan B. | SVP, Head of Product, Information Technology and Services, Mid-Market (51-1000 emp.)

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**Reviewed Date:** January 28, 2025

**What do you like best about Harness Platform?**

Well rounded, comprehensive set of functions, and relatively easy to learn and implement, once you go through the documentation and guides.

**What do you dislike about Harness Platform?**

Fewer integrations that are officially provided and supported that I'd expected, such as Salesforce.

**What problems is Harness Platform solving and how is that benefiting you?**

We utilize it for controlled roll-out of new functionality.

  ### 40. Happy to use the platform

**Rating:** 5.0/5.0 stars

**Reviewed by:** Ravi B. | ComOut Global PARTNER, Enterprise (> 1000 emp.)

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**Reviewed Date:** January 22, 2025

**What do you like best about Harness Platform?**

Enhance User Experience and Ease of Use of the platform.

**What do you dislike about Harness Platform?**

Nothing as of now, all features are useful.

**What problems is Harness Platform solving and how is that benefiting you?**

Pushing and deploying unfinished development work in production without any consequences.

  ### 41. Harness Provides

**Rating:** 4.0/5.0 stars

**Reviewed by:** Kyle B. | Senior Manager of Site Reliability, Enterprise (> 1000 emp.)

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**Reviewed Date:** September 10, 2024

**What do you like best about Harness Platform?**

The modularity of all the building blocks and the reduction of the number of unique tools developers need to use (and learn) to perform their duties.

**What do you dislike about Harness Platform?**

The documentation can be difficult to wade through at times, especially as the platform continually matures and grows.

**What problems is Harness Platform solving and how is that benefiting you?**

Tool consolation and software delivery consolidation.

  ### 42. Overall solid for the price but lacking quite a bit

**Rating:** 2.5/5.0 stars

**Reviewed by:** David X. | Software Engineer, Small-Business (50 or fewer emp.)

**Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user.

**Validated Reviewer:** Validated through Google using a business email account

**Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate.

**Reviewed Date:** May 25, 2024

**What do you like best about Harness Platform?**

It does offer an SDK and feature flags. 

Setup is semi simple

Has a js sdk

**What do you dislike about Harness Platform?**

No typescript SDK

No separate packages for client and server side SDKs

Occasional failures on the client to fetch feature flags

Ability to split traffic is behind what we had with something like LaunchDarkly. Like their distribute treatments feature isn't like a traffic split at all, and I'm not sure what their traffic split feature actually is.

UI makes it terrible to copy and paste different flags we need to use

**What problems is Harness Platform solving and how is that benefiting you?**

Feature Flags

  ### 43. Experimentation with peace of mind

**Rating:** 5.0/5.0 stars

**Reviewed by:** Raphael N. | Enterprise (> 1000 emp.)

**Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user.

**Validated Reviewer:** Validated through Google using a business email account

**Incentivized:** This reviewer was offered a nominal incentive as thanks for completing this review.

**Source: Seller invite:** Invitation from a seller or affiliate. This reviewer was offered a nominal incentive as thanks for completing this review.

**Reviewed Date:** March 01, 2024

**What do you like best about Harness Platform?**

Using split io helped me and my team to easily experiment new features in productions. The interface is pretty clear and the product is very stable. I haven't experienced any bigger problems when using it.

**What do you dislike about Harness Platform?**

Some experiments have time to expire, it would be nice to set some kind of reminders in split io to remember users to remove the feature flag

**What problems is Harness Platform solving and how is that benefiting you?**

There are some features in which we are not sure if it is the right fit for the users, for that we use split io in ab testing. Also sometimes we are working on very complex features in which we are not 100% secure about the side effect, for that we use split io for internal release and then to external users

  ### 44. Harness - the most comprehensive software delivery platform

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Education Management | Mid-Market (51-1000 emp.)

This reviewer's identity has been verified by our review moderation team. They have asked not to show their 
name, job title, or picture.


**Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user.

**Validated Reviewer:** Validated through Google using a business email account

**Incentivized:** This reviewer was offered a nominal incentive as thanks for completing this review.

**Source: Seller invite:** Invitation from a seller or affiliate. This reviewer was offered a nominal incentive as thanks for completing this review.

**Reviewed Date:** September 05, 2024

**What do you like best about Harness Platform?**

Amazing workflow UI that also translates easily to pipeline as code, allowing "DevOps for DevOps."  Other components in the multi-product suite integrate well.  It is an excellent enabler for engineering teams looks to increase developer self-service capabilities.

**What do you dislike about Harness Platform?**

Nothing major stands out.  Am excited to see the newer AI capabilities.

**What problems is Harness Platform solving and how is that benefiting you?**

Makes it easy to adopt industry standard CD and overall software delivery practices for all of our technology teams.

  ### 45. Best solution for devops around

**Rating:** 5.0/5.0 stars

**Reviewed by:** Kevin S. | Software Engineer, Small-Business (50 or fewer emp.)

**Validated Reviewer:** Validated through Google using a business email account

**Incentivized:** This reviewer was offered a nominal incentive as thanks for completing this review.

**Source: Seller invite:** Invitation from a seller or affiliate. This reviewer was offered a nominal incentive as thanks for completing this review.

**Reviewed Date:** September 19, 2024

**What do you like best about Harness Platform?**

Everything can be done within one platform and the AI assistance built throughout the app enables easier adaptation

**What do you dislike about Harness Platform?**

The learning curve for all the services offered can be a bit much but once you have an understanding of it it's a great tool

**What problems is Harness Platform solving and how is that benefiting you?**

Helping integrate everything in a single platform to make developer work easier to deploy with a single platform

  ### 46. Top Tier Feature Flagging

**Rating:** 5.0/5.0 stars

**Reviewed by:** David C. | Sr Director of Engineering, Mid-Market (51-1000 emp.)

**Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user.

**Validated Reviewer:** Validated through Google using a business email account

**Incentivized:** This reviewer was offered a nominal incentive as thanks for completing this review.

**Source: Seller invite:** Invitation from a seller or affiliate. This reviewer was offered a nominal incentive as thanks for completing this review.

**Reviewed Date:** June 14, 2024

**What do you like best about Harness Platform?**

Coming from Optimizely, Split has been a breath of fresh air. The configuration, management of flags and visibility is amazing.

**What do you dislike about Harness Platform?**

There is little to dislike, the hardest part of any feature flagging system is keeping it organized and usable as you iterate. It's not a split issue, but a feature flagging.

**What problems is Harness Platform solving and how is that benefiting you?**

We wanted to separate our releases and deploys. Giving the product team autonomy to manage EAs and feature rollout.

  ### 47. Harness - CD Enabler

**Rating:** 5.0/5.0 stars

**Reviewed by:** Viren  K. | Sr. Vice President, Enterprise (> 1000 emp.)

**Validated Reviewer:** Validated through a business email account

**Incentivized:** This reviewer was offered a nominal incentive as thanks for completing this review.

**Source: Organic Review from User Profile:** Invitation from G2. This reviewer was offered a nominal incentive as thanks for completing this review.

**Reviewed Date:** September 18, 2024

**What do you like best about Harness Platform?**

A modern toolset enabling development teams to deploy code more quickly, consistently and securely. This is a key enabler for the delivery pipeline and brings in the efficiencies of automation.

**What do you dislike about Harness Platform?**

Nothing at the moment, our partners at Harness are working towards feature requests from our enterprise.

**What problems is Harness Platform solving and how is that benefiting you?**

Integration with our pipelines and enabling the efficiencies of automation.

  ### 48. It’s the right solution for velocity hands down

**Rating:** 5.0/5.0 stars

**Reviewed by:** Isaac C. | Distinguished Product Engineer - Consumer Wearables, Enterprise (> 1000 emp.)

**Validated Reviewer:** Validated through LinkedIn

**Incentivized:** This reviewer was offered a nominal incentive as thanks for completing this review.

**Source: Seller invite:** Invitation from a seller or affiliate. This reviewer was offered a nominal incentive as thanks for completing this review.

**Reviewed Date:** September 12, 2024

**What do you like best about Harness Platform?**

The fact that this can improve my delivery pipeline and automations. This alone is worth it.

Nothing comes close with the amount of integrations.

**What do you dislike about Harness Platform?**

Only how long my negotiations are taking but that's just the reality. Or the fact I did not know about harness soon enough

**What problems is Harness Platform solving and how is that benefiting you?**

Orchestration of security scans & mobile app governance

  ### 49. Intro to Harness!

**Rating:** 4.5/5.0 stars

**Reviewed by:** Atta B. | Sr. Engineering Manager, Security Engineering | Platform Engineering, Enterprise (> 1000 emp.)

**Validated Reviewer:** Validated through LinkedIn

**Incentivized:** This reviewer was offered a nominal incentive as thanks for completing this review.

**Source: Seller invite:** Invitation from a seller or affiliate. This reviewer was offered a nominal incentive as thanks for completing this review.

**Reviewed Date:** September 12, 2024

**What do you like best about Harness Platform?**

I got a chance to attend Harness event and found it very developer friendly when it come to automation and leveraging power of AI.

**What do you dislike about Harness Platform?**

I've not gotten a chance to work with harness directly before calling something out at the moment!

**What problems is Harness Platform solving and how is that benefiting you?**

Looking forward to see how it can benefit my team with automating test cases

  ### 50. Easy to use and very powerful

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.)

This reviewer's identity has been verified by our review moderation team. They have asked not to show their 
name, job title, or picture.


**Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user.

**Validated Reviewer:** Validated through Google using a business email account

**Incentivized:** This reviewer was offered a nominal incentive as thanks for completing this review.

**Source: Seller invite:** Invitation from a seller or affiliate. This reviewer was offered a nominal incentive as thanks for completing this review.

**Reviewed Date:** June 07, 2024

**What do you like best about Harness Platform?**

We used Split to create features that we're beta testing with our users. It exceeded our expectations. It was simple to pause the feature when we experienced a performance decline in the system. It was equally simple to restore the feature once the bugs were fixed and beta testing could continue. Split has become an invaluable tool in our deployment process.

**What do you dislike about Harness Platform?**

There is a learning curve, but I would expect that from a platform with so many tools and features.

**What problems is Harness Platform solving and how is that benefiting you?**

Deliver features to beta test volunteers and control how features are delivered. Improve the quality of our delivery of value to the user.


## Harness Platform Discussions
  - [Is Split IO free?](https://www.g2.com/discussions/is-split-io-free) - 1 comment, 1 upvote
  - [What is Harness Continuous Delivery used for?](https://www.g2.com/discussions/what-is-harness-continuous-delivery-used-for) - 1 comment
  - [What is the difference between harness and Jenkins?](https://www.g2.com/discussions/what-is-the-difference-between-harness-and-jenkins) - 1 comment
  - [What is streaming Split IO?](https://www.g2.com/discussions/what-is-streaming-split-io) - 1 comment
  - [Is drone IO open source?](https://www.g2.com/discussions/is-drone-io-open-source) - 1 comment

- [View Harness Platform pricing details and edition comparison](https://www.g2.com/products/harness-platform/reviews?section=pricing&secure%5Bexpires_at%5D=2026-09-22+18%3A52%3A00+-0500&secure%5Bsession_id%5D=6da20736-caa9-4c70-b236-dbf5e713d9c6&secure%5Btoken%5D=8516ae6df7d028acd722e0aa1e20e4faa05a6afab2be5ebd9c3034701dd1ba19&format=llm_user)

## Harness Platform Features
**Additional Functionality**
- Tagging
- Natural Language Processing
- Data Extraction
- Multi-Language
- Predictive Analytics
- Drag & Drop
- Speech Recognition
- Reporting/Analytics
- Data Storage Management
- Virtual Personal Assistant (VPA)
- AI Copilot
- Customer Segmentation
- Collaboration Tools
- Data Import/Export
- Generative AI
- For eCommerce
- Role-Based Permissions
- Customizable Branding
- Search/Filter
- Monitoring
- Document Management
- API
- Data Visualization
- Trend Analysis
- Machine Learning
- Access Controls/Permissions
- Alerts/Escalation
- Performance Metrics
- Real-Time Data
- Third-Party Integrations
- Mobile App
- Multiple Data Sources
- For Sales Teams/Organizations
- Sentiment Analysis
- Activity Dashboard
- Chatbot
- Workflow Automation

**Additional Functionality**
- Widgets
- Impact Management
- Customizable Forms
- Self Service Portal
- License Management
- Scheduled/Automated Reports
- Task Management
- Request Assignment
- Help Desk Management
- Surveys & Feedback
- SSL Security
- IT Asset Tracking
- Knowledge Base Management
- Compliance Management
- Support Ticket Management
- Single Sign On
- Data Mapping
- Client Portal
- Service Level Agreement (SLA) Management
- Activity Dashboard
- Incident Management
- Alerts/Escalation
- Prioritization
- Generative AI
- Performance Monitoring
- Email Management
- Active Directory Integration
- Third-Party Integrations
- Alerts/Notifications
- Collaboration Tools
- Reporting & Statistics
- Asset Lifecycle Management
- Inventory Management
- Data Import/Export
- Access Controls/Permissions
- Drag & Drop
- Activity Tracking
- AI Copilot
- Workflow Management
- Configuration Management
- Problem Management
- Configurable Workflow
- IT Asset Management
- API
- Data Visualization
- Change Management
- Device Auto Discovery
- Customizable Reports
- Contract/License Management
- Relationship Mapping
- Customizable Fields
- Support Ticket Tracking
- Vulnerability Scanning
- Data Aggregation and Publishing
- Cost Tracking
- Template Management
- Lifecycle Management
- Historical Reporting
- Monitoring
- Configuration Automation
- Customizable Templates
- Search/Filter
- File Management
- Status Tracking
- Patch Management
- Document Management
- Real-Time Reporting
- Real-Time Monitoring
- Version Control
- Task Progress Tracking
- IT Cost Management
- Archiving & Retention
- Scheduling
- Reporting/Analytics
- User Management
- Policy Management
- Real-Time Analytics
- Role-Based Permissions
- Rules-Based Workflow
- Audit Trail
- Business Process Automation
- Sarbanes-Oxley Compliance
- Task Scheduling

**Additional Functionality**
- Code Generation
- Text to Image
- Generative AI
- API
- Natural Language Processing
- Virtual Characters and Avatars
- Content Generation
- Personalization and Recommendation
- Conditional Generation
- Transformer Model
- Automated Image & Video Editing
- Interactive and Co-Creative Systems
- Text Summarization
- Data Augmentation
- Variation Autoencoder Models
- Adversarial Training
- Transfer Learning and Fine-tuning
- Simulation and Scenario Generation
- Creative Design
- AI Copilot
- Prompt Engineering
- Foundation Model

**Activity Tracking**
- Activity Tracking

**API**
- API

**AI Copilot**
- AI Copilot

**Third-Party Integrations**
- Third-Party Integrations

**Workflow Management**
- Workflow Management

**Real-Time AI Coding Assistance**
- Real-Time AI Coding Assistance

**Proactive Error Detection**
- Proactive Error Detection

**Alerts/Notifications**
- Alerts/Notifications

**Workflow Integration of AI**
- Workflow Integration of AI

**Code Generation**
- Code Generation

**Intuitive Interface**
- Intuitive Interface

**Knowledge Management**
- Knowledge Management

**Context-Aware Coding Assistance**
- Context-Aware Coding Assistance

**Code Refactoring**
- Code Refactoring

**Mobile Access**
- Mobile Access

**Generative AI**
- Generative AI

**Change Management**
- Change Management

**Reporting/Analytics**
- Reporting/Analytics

**Access Controls/Permissions**
- Access Controls/Permissions

**Documentation Management**
- Documentation Management

**Code Explanation**
- Code Explanation

**Multi-File Context**
- Multi-File Context

**Issue Management**
- Issue Management

**Version Control**
- Version Control

**Audit Trail**
- Audit Trail

**Authentication**
- Authentication

**Search/Filter**
- Search/Filter

**Project Management**
- Project Management

**Workflow Automation**
- Workflow Automation

**Content Library**
- Content Library

**Task Progress Tracking**
- Task Progress Tracking

**Custom Development**
- Custom Development

**Two-Factor Authentication**
- Two-Factor Authentication

**Issue Tracking**
- Issue Tracking

**Visual Analytics**
- Visual Analytics

**Assignment Management**
- Assignment Management

**Continuous Integration**
- Continuous Integration

**Rules-Based Workflow**
- Rules-Based Workflow

**Repository Management**
- Repository Management

**Performance Monitoring**
- Performance Monitoring

**Backup and Recovery**
- Backup and Recovery

**Application Management**
- Application Management

**Bug Tracking**
- Bug Tracking

**Testing/QA Management**
- Testing/QA Management

**Encryption**
- Encryption

**Wiki**
- Wiki

**Bug/Issue Capture**
- Bug/Issue Capture

**Vulnerability Scanning**
- Vulnerability Scanning

**Static Analysis**
- Static Analysis

**Security Testing**
- Security Testing

**Configuration Automation**
- Configuration Automation

**Code Repository Integration**
- Code Repository Integration

**Collaborative Development**
- Collaborative Development

**Multiple Programming Languages Supported**
- Multiple Programming Languages Supported

**Code Review**
- Code Review

**Operations**
- Scheduling
- Automation
- Multi-Cloud Management
- Usage Monitoring

**Administration**
- API / Integrations
- Extensibility

**Analysis**
- Logging and Reporting
- Issue Tracking
- Security Monitoring

**Administration **
- Administration Console
- Task Management
- Dashboards and Visualizations
- Access Control

**Performance**
- Issue Tracking
- Detection Rate
- False Positives
- Automated Scans
- Anomaly/Malware Detection

**Functionality**
- Deployment-Ready Staging
- Integration
- Extensible

**Functionality**
- Repository Integration
- Analytics and Trends
- Productivity Updates

**Functionality**
- Package Management
- Integration
- Code Analysis
- Vulnerability Checks
- Static Analysis
- Project Management
- Repository Management
- Issue Management
- Workflow Management
- Assignment Management
- Change Management
- Testing/QA Management
- Application Management

**Monitoring**
- Constant Monitoring
- Timely Alerts
- TIcket Accuracy
- AI Monitoring
- Mobile Alerts
- Email Alerts
- Real-Time Monitoring
- Real-Time Notifications

**API Management **
- API Discovery
- API Monitoring
- Reporting
- Change Management

**Management**
- Flag Management
- Rollout & Rollback Control
- Monitoring

**Management**
- Configuration Management
- Access Control
- Orchestration
- Portfolio Management
- Workflow Management
- Timeline Management
- Testing Management
- Change Management
- Issue Management
- Compliance Management
- Policy Management
- User Management
- Application Management
- Task Management
- Project Management
- Release Management
- Audit Management

**Functionality**
- Third-Party Integrations
- Extensibility
- Test Customization

**Computing**
- WYSIWYG
- AI/Machine Learning
- Little to No Coding
- Generative AI

**Functionality**
- Automation
- Change validation
- Version control

**Functionality **
- Test Feedback
- Test History
- Customization
- Test Variety

**Security**
- Tampering
- Malicious Code
- Verification
- Security Risks

**Simplification - Internal Developer Platform**
- Self-Service
- Utilization
- Streamlining

**Functionality - AI Coding Assistants**
- Contextual Relevance
- Code Optimization

**Agentic AI - Software Testing**
- Autonomous Task Execution
- Natural Language Interaction
- Proactive Assistance

**AI Test Generation & Authoring**
- UI-Based Test Generation
- Natural Language Test Creation
- Test Coverage Suggestions

**Reliability Objectives & Service Operations - AI SRE Tools**
- Intelligent On-Call Workflows
- Error Budget Tracking
- SLI & SLO Management
- Service Health Modeling & Reporting

**Bot Detection & Classification - Bot Detection and Mitigation**
- Bot Traffic Analytics
- Good Bot Identification
- Malicious Bot Detection

**Cloud Visibility**
- Data Discovery
- Cloud Registry
- Cloud Gap Analytics

**Cost Optimization**
- Spend Forecasting and Optimization 
- Recommendations  
- Spend Tracking 

**Analysis**
- Reporting and Analytics
- Issue Tracking
- Static Code Analysis
- Vulnerability Scan
- Code Analysis

**Controls**
- Application-Layer Controls 
- Traffic Controls
- Network Controls

**Automation**
- Test Automation
- Release Automation
- Automated Provisioning

**Network**
- Compliance Testing
- Perimeter Scanning
- Configuration Monitoring
- Vulnerability Scanning
- Source-Code Scanning
- Web Scanning

**Management**
- Processes and Workflow
- Reporting
- Automation

**Management**
- Historical Data Consolidation
- Data Context
- Testing Integration

**Management**
- Package Access Control
- Package Tracking
- Automation
- Rollback
- Version Control
- Task Progress Tracking
- Issue Tracking
- Activity Tracking
- Bug Tracking

**Management Tools**
- Ticket Assignment
- Standardization
- Lifecycle Visualization

**Value Analysis**
- Metric Relevance
- Insight
- Impact Predictions
- Report Generation

**Security Testing**
- Compliance Monitoring
- API Verification
- API Testing

**Functionality**
- Multi-Environment Control
- Feature Testing
- Low-Code Interface

**Functionality**
- Automation
- Integrations
- Extensibility
- Continuous Integration
- Third-Party Integrations

**Management**
- Automation
- Processes and Workflow
- Reporting

**Experimental Design**
- Multivariate testing capacities
- Split Testing
- Mobile Testing
- AI Assisted Testing
- AI Generated Variations
- Multivariate Testing

**Management**
- Visibility
- Rollbacks
- Post-deployment validation

**Automation**
- Organization
- Reliability
- Thoroughness

**Tracking**
- Bill of Materials
- Audit Trails
- Monitoring

**Automation - Internal Developer Platform**
- Integration
- Infrastructure

**Usability - AI Coding Assistants**
- Collaboration
- Integration
- Speed
- Interface

**Test Maintenance & Resilience **
- Self-healing
- Dynamic Element Locators
- AI-Powered Test Maintenance

**AI Detection & Signal Quality - AI SRE Tools**
- Cross-Telemetry Correlation
- Change-Aware Detection
- Adaptive Anomaly Detection
- Alert Correlation & Noise Reduction

**Protection & Mitigation - Bot Detection and Mitigation**
- Automated Bot Mitigation
- API Abuse Protection
- Account Takeover Protection

**Additional Functionality**
- Code Review
- Access Controls/Permissions
- Audit Trail
- Rules-Based Workflow
- API
- Visual Analytics
- Two-Factor Authentication
- Bug/Issue Capture
- Custom Development
- Backup and Recovery
- Multiple Programming Languages Supported
- Security Testing
- Authentication
- Alerts/Notifications
- Collaborative Development
- Generative AI
- Performance Monitoring
- Search/Filter
- Content Library
- Encryption
- Vulnerability Scanning
- Wiki
- Reporting/Analytics
- AI Copilot

**Security**
- Data Security
- Data loss Prevention
- Security Auditing
- Real-Time Data
- Cloud Application Security
- SSL Security

**Administration**
- Reporting
- Dashboards and Visualizations 
- Compliance

**Testing**
- Manual Testing
- Test Automation
- Compliance Testing
- Black-Box Scanning
- Detection Rate
- False Positives

**Functionality**
- API / Integrations
- Extensibility
- Bot Traffic

**IT Management**
- Workflow Management
- Infrastructure Management
- IT Discovery

**Application**
- Static Code Analysis
- Black Box Testing
- Risk Analysis

**Value Management**
- Planning Tools
- Communication Tools
- Control

**Security Management**
- Security and Policy Enforcement
- Anomoly Detection
- Bot Detection

**Processes**
- Pipeline Control
- Workflow Visualization
- Continuous Deployment
- Prioritization
- Version Control
- Rules-Based Workflow
- Approval Workflow
- Configurable Workflow

**Analytics**
- Reporting and Analytics
- Heatmaps
- Visual Analytics

**Generative AI**
- AI Text Generation
- AI Text Summarization
- Generative AI

**Agentic AI - Automation Testing**
- Autonomous Task Execution
- Natural Language Interaction
- Proactive Assistance
- Supports Parallel Execution

**Agentic AI - Continuous Integration**
- Autonomous Task Execution
- Cross-system Integration
- Adaptive Learning
- Natural Language Interaction

**Agentic AI - Continuous Delivery**
- Autonomous Task Execution
- Cross-system Integration
- Adaptive Learning
- Natural Language Interaction

**Execution & Analytics**
- Intelligent Reporting
- Visual Anomaly Detection
- Root Cause Analysis

**Investigation & Root Cause Analysis - AI SRE Tools**
- Guided Incident Investigation
- Live Debugging in Production
- AI Root Cause Analysis
- Runtime-Verified Root Cause Analysis

**AI-Powered Detection & Intelligence - Bot Detection and Mitigation**
- AI-Powered Bot Detection
- AI Agent & LLM Traffic Management
- Adaptive AI Threat Response

**Additional Functionality**
- Assessment Management
- Reporting & Statistics
- Security Testing
- Parameterized Testing
- Data Visualization
- Data Import/Export
- AI Copilot
- API
- Unicode Compliance
- Monitoring
- Performance Management
- Real-Time Reporting
- Issue Tracking
- Performance Testing
- Bug Tracking
- Compliance Management
- Move & Copy
- Requirements Management
- Hierarchical View
- User Management
- Software Testing Management
- Model-Based Testing
- Activity Dashboard
- Issue Management
- Quality Assurance
- Version Control
- Activity Tracking
- Data Extraction
- Static Analysis
- Requirements-Based Testing
- Real-Time Monitoring
- Customizable Reports
- A/B Testing
- Alerts/Notifications
- Action-Word Testing
- Test Script Reviews
- Data Storage Management
- Workflow Management
- Generative AI
- Collaboration Tools
- Drag & Drop

**Additional Functionality**
- Single Sign On
- Search/Filter
- Real-Time Reporting
- Data Import/Export
- Reporting/Analytics
- AI Copilot
- Commenting/Notes
- Data Extraction
- SSL Security
- Performance Metrics
- Status Tracking
- Real-Time Monitoring
- Troubleshooting Reports
- API
- Issue Tracking
- Projections
- Real-Time Data
- Event Logs
- Collaboration Tools
- Generative AI
- Role-Based Permissions
- Monitoring
- Activity Dashboard
- Authentication
- KPI Monitoring
- Activity Tracking
- Real-Time Notifications
- Dashboard

**Additional Functionality**
- Alerts/Notifications
- Surveys & Feedback
- Mobile Access
- Customizable Templates
- Workflow Management
- Customizable Reports
- Visual Editor
- Conversion Rate Optimization
- Access Controls/Permissions
- Campaign Segmentation
- Widgets
- Activity Dashboard
- Funnel Analysis
- Drag & Drop
- API
- Content Management
- Behavior Tracking
- Landing Pages/Web Forms
- Engagement Tracking
- Geotargeting
- AI Copilot
- Monitoring
- Conversion Tracking
- Customizable Branding
- Real-Time Data
- Assessment Management
- Search/Filter
- Data Visualization
- Statistical Analysis

**Additional Functionality**
- Web Traffic Monitoring
- Anomaly/Malware Detection
- Fraud Detection
- Event Logs
- Bot Mitigation
- Vulnerability Scanning
- Real-time Alerts
- Threat Intelligence
- Bot Detection
- Dashboard
- AI/Machine Learning
- Generative AI
- AI Copilot
- Behavioral Analytics

**Additional Functionality**
- Continuous Deployment
- Source-Code Scanning
- Continuous Delivery
- Prioritization
- Generative AI
- Compliance Management
- Data Import/Export
- Access Controls/Permissions
- Bug Tracking
- Reporting/Analytics
- For Developers
- Issue Management
- Repository Management
- Workflow Management
- Monitoring
- Pipeline Management
- Application Management
- API
- AI Copilot
- Configuration Management
- Data Storage Management
- Multi-User Collaboration
- Project Management
- Version Control
- Activity Dashboard
- Data Synchronization
- Lifecycle Management
- Change Management
- Status Tracking
- Authentication
- Alerts/Notifications
- Automated Testing
- Debugging
- Approval Process Control
- Build Log
- Quality Assurance

**Identity**
- SSO
- Governance
- User Analytics
- Real-Time Analytics
- Visual Analytics
- Reporting/Analytics

**Generative AI**
- AI Text Summarization

**Agentic AI - A/B Testing**
- Autonomous Task Execution
- Cross-system Integration
- Adaptive Learning
- Audience Targeting
- Third-Party Integrations

**Agentic AI - Vulnerability Scanner**
- Autonomous Task Execution
- Proactive Assistance

**Agentic AI - Cloud Cost Management**
- Autonomous Task Execution
- Proactive Assistance
- Decision Making

**Agentic AI - Incident Management**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Natural Language Interaction
- Proactive Assistance
- Decision Making
- Third-Party Integrations
- Multi-Language

**Automation & Platform Controls - AI SRE Tools**
- Automated Runbook & Workflow Execution
- Human-in-the-Loop Remediation
- Integration, APIs & Secure Access Controls
- AI-Assisted Code Fix Generation

**Additional Functionality**
- Alerts/Notifications
- AI Copilot
- Access Controls/Permissions
- Endpoint Management
- Intrusion Detection System
- Compliance Management
- HIPAA Compliant
- Search/Filter
- API
- Two-Factor Authentication
- Data Visualization
- Risk Assessment
- Real-Time Monitoring
- Event Logs
- Activity Dashboard
- Audit Management
- Cloud Security Policy Management
- Vulnerability Protection
- Anti Virus
- Incident Management
- Threat Intelligence
- Real-Time Reporting
- Reporting & Statistics
- User Management
- Encryption
- Vulnerability Scanning
- Generative AI
- Status Tracking
- Third-Party Integrations
- Real-Time Notifications
- Patch Management
- Monitoring
- Cloud Encryption

**Additional Functionality**
- SSL Security
- HIPAA Compliant
- API
- Threat Response
- Endpoint Protection
- Maintenance Scheduling
- Third-Party Integrations
- Security Auditing
- Application Security
- Encryption
- Network Security
- Real-Time Reporting
- AI Copilot
- Reporting/Analytics
- Authentication
- Financial Data Protection
- Anti Virus
- Secure Data Storage
- Virus Definition Update
- Activity Dashboard
- VPN
- Audit Trail
- Anti Spam
- Access Controls/Permissions
- Data Visualization
- Alerts/Escalation
- Data Security
- Runtime Container Security
- Asset Discovery
- Threat Intelligence
- Vulnerability Protection
- Alerts/Notifications
- Vulnerability/Threat Prioritization
- Generative AI
- SQL Injections
- Real-Time Analytics
- Threat Protection
- Web-Application Security
- Password Protection
- Website Crawling
- Vulnerability Assessment

**Additional Functionality**
- Alerts/Notifications
- Forms Management
- Safety Incident Management
- Compliance Management
- OSHA Compliance
- Task Management
- Single Sign On
- AI Copilot
- Disaster Recovery
- Document Management
- API
- Multi-Channel Communication
- Customizable Templates
- Real-Time Reporting
- Corrective and Preventive Actions (CAPA)
- Activity Dashboard
- Issue Management
- Communications Management
- Audit Trail
- IT Incident Management
- Audit Management
- Event Logs
- Risk Analysis
- Workflow Management
- Risk Assessment
- Incident Reporting
- Self Service Portal
- Customizable Reports
- Ticket Management
- Service Level Agreement (SLA) Management
- Reminders
- On Call Scheduling
- Investigation Management
- Maintenance Scheduling
- Status Tracking

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