---
title: Harness Platform Reviews
meta_title: 'Harness Platform Reviews 2026: Details, Pricing, & Features | G2'
meta_description: Filter 313 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: 313
  scale: '5'
date_modified: '2026-08-12'
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:** 313
## 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
**What users like:**

- Users appreciate the **ease of use** of Harness Platform, making implementation and configuration seamless and efficient. (114 reviews)
- Users value the **ease of use and flexibility** in targeting features within the Harness Platform. (73 reviews)
- Users appreciate the **user-friendly interface** of Harness Platform for easily managing and deploying feature flags. (49 reviews)
- Users find the **easy setup** of Harness Platform quick and efficient, leading to immediate cost savings and satisfaction. (40 reviews)
- Users value the **easy integrations** with SSO and tools that streamline software delivery on the Harness Platform. (31 reviews)
- Users appreciate the **intuitive user interface** of Harness Platform, enabling quick integrations and streamlined deployments. (31 reviews)
- Useful (29 reviews)
- Integrations (28 reviews)
- Implementation Ease (24 reviews)
- A/B Testing (23 reviews)

**What users dislike:**

- Users note a **lack of multiple filters** in Harness Platform, limiting flexibility for advanced customization and usability. (23 reviews)
- Users face **limitations in configuration management** , including issues with renaming and deleting toggles that complicate usability. (20 reviews)
- Users note a **lack of multiple filters** and missing features in the Harness Platform, limiting its overall usability. (20 reviews)
- Users find the **steep learning curve** challenging, particularly due to complicated settings and insufficient documentation. (17 reviews)
- Users find the **UI complex and clunky** , which can complicate the overall user experience with the platform. (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. 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 , Information Technology and Services, Mid-Market (51-1000 emp.)

**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.

  ### 2. 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.)

**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.

  ### 3. 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.)

**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.

  ### 4. 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.)

**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

  ### 5. Harness Provides

**Rating:** 4.0/5.0 stars

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

**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 documenation 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.

  ### 6. An outside perspectiv

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Business Supplies and Equipment | Mid-Market (51-1000 emp.)

**Reviewed Date:** September 10, 2024

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

I currently don't use the platform but attended a conference where I saw the platform demoed

I like the modularity and the integration of AI throughout the product. It offers a wide availability of tools that help streamline software delivery

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

Even though the product is marketed as modular. It was clear from the demo that to get the most out of it you need to adopt all the modules

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

Harness seems to solve the problem of tracking software build and releases throughout the environments

  ### 7. 10

**Rating:** 4.0/5.0 stars

**Reviewed by:** Nisha G. | Vice president, Enterprise (> 1000 emp.)

**Reviewed Date:** September 17, 2024

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

AI testing automation,  devops automation

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

Loved everything,  really liked the vision. Have to see how practically it works when we integrate

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

Automation

  ### 8. It was knowledgeable.

**Rating:** 4.0/5.0 stars

**Reviewed by:** Amit K. | DevOps Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** September 17, 2024

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

Seamless integration and velocity with AI.

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

There is nothing I find which I don't like about Harness.

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

Continous Integration and Delivery

  ### 9. Nice experience

**Rating:** 4.0/5.0 stars

**Reviewed by:** Nabarun  R. | Senior Manager, Small-Business (50 or fewer emp.)

**Reviewed Date:** September 10, 2024

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

The pipelines can be stored in git repository
The cost management integration

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

distinguishing between ci and cd development types

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

Ci / cd tool

  ### 10. Very Informative

**Rating:** 3.5/5.0 stars

**Reviewed by:** Rahul G. | Tech Manager, Enterprise (> 1000 emp.)

**Reviewed Date:** September 17, 2024

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

One stop shop for CI/CD solutions. Customizable solutions.

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

CI being very new in the market from 2021.

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

Still evaluating.

  ### 11. Great innovation

**Rating:** 4.0/5.0 stars

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

**Reviewed Date:** September 19, 2024

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

The ease of one application. As a developer, I always am looking for a way to streamline my work

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

There is so many capabilities, it will take some time to learn everything that it can offer

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

It is streamlining my work

  ### 12. Has the core features for split testing and feature flags

**Rating:** 3.5/5.0 stars

**Reviewed by:** Josh P. | Principle Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** February 28, 2024

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

- support for Jira
- features flags support
- A/B testing
- good pricing
- support for grouping users
- lots of support for enviroments and configurations
- good support auditing with required change descriptions

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

- UI was clunky and not always easy to follow
- adding users was manual (no way to see users who have hit Split already to add to a group)
- cant enforce MFA
- support wasn't super helpful when trying to setup Datadog integration (we are using Datadog's Japan instance, which is relatively new)

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

Needed feature flags to gate features in production

  ### 13. Taking our experimentation program to the next level

**Rating:** 4.0/5.0 stars

**Reviewed by:** Smaro  A. | Mid-Market (51-1000 emp.)

**Reviewed Date:** August 21, 2023

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

Split allows us to easily roll out new features to an specific segment of users, also gradually releasing features to gather feedback and monitor their impact before a full release. It has helped us catch bugs early on. 

Metric interface is smooth, it gives an quick overlook of how an experiment is performing with easy to understand statistics.

It also supports collaboration among teams. Multiple teams can work on different experiments simultaneously (for example, using dependencies to isolate experiments).

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

Configuration process a bit complex in the beginning, and for smaller experiments it's still dependent on developers to implement the feature flag.

Sometimes metrics displayed on Split are not enough and we have to complement reporting using other analytics tools.

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

It has allowed the whole company to do data driven decision making. It has supported esentially all teams to make informed decisions about whether to continue, modify, or even revert a feature rollout based on its impact on user engagement, conversion rates, or other relevant KPIs.

  ### 14. Very functional views of what happening

**Rating:** 4.0/5.0 stars

**Reviewed by:** Tarik G. | Staff Security Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** August 15, 2023

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

We selected Traceable for it's testing capabilities, but it also gives me so many ways to slice and dice and understand how our APIs are being used and abused.

The support is really impressive. Every time I have a question, they either have the answer or can figure it out pretty quickly and they are very willing to walk me through their complex UI to demonstrate how I can figure out more answers.

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

The UI is confusing and still clearly from a startup. I would like the ability to save queries (in traces), save views and filters, and have it remember how I laid out the screen.

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

We use it to test our APIs for vulnerabilities and are also starting to use it to understand how we are being attacked and how our APIs are designed to help prevent or assist attackers (so that we can change them).

  ### 15. Visionary Oriented Organization

**Rating:** 4.0/5.0 stars

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

**Reviewed Date:** September 17, 2024

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

They are solving realistic problems for a real world problems faced by any organization.

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

Not that I know of today. May be in future.

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

Transforming delivery

  ### 16. Happy

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Airlines/Aviation | Enterprise (> 1000 emp.)

**Reviewed Date:** September 10, 2024

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

Cicd ccm platforms are the most I am familiar with and working towards optimizing more.

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

Lot of feature requests pending takes time to implement

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

Deploy times, cost optimization

  ### 17. harness surveyA>

**Rating:** 3.5/5.0 stars

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

**Reviewed Date:** September 17, 2024

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

A I abilities and management engine seemless operation

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

Information Security and ease of usage outside the cloud

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

Not having to do things by hand

  ### 18. A good experience

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.)

**Reviewed Date:** August 13, 2024

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

All the support that provides when you have doubts or problems with something.

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

The price could be more competitive in comparison with others

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

To compare diferent scenarios and see what is better

  ### 19. Traceable

**Rating:** 4.0/5.0 stars

**Reviewed by:** Scott B. | Mid-Market (51-1000 emp.)

**Reviewed Date:** August 10, 2023

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

Traceable provides an incredibly comprehensive review of our API traffic. I'm especially impressed with the number of integrations with other tooling to help bring a full view of my environment. Support and account teams are very responsive, and always willing to setup last minute calls to worth through issues together. It speaks volumes to their dedication to differentiating the product in a sea of security tools.

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

The breadth of configuration options and features is impressive, but many are still limited or not feature complete. Find a way to keep going wide, but add depth in certain key areas.

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

We don't have a centralized security control for handling API traffic across our applications, and across the CSP's where they are deployed. Traceable provides that nerve center where we can agnostically detect, prevent, and analyze API based threats.

  ### 20. Excellent way to control the release of features in different enviornment.

**Rating:** 4.0/5.0 stars

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

**Reviewed Date:** January 04, 2024

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

The way a particular split is handled at different enviornments. 
Also the ease to enable/disable a feature at any levels.

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

Code change is required if the split is 100% released and we decide to kill or delete the split flag.

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

Limited availability of feature for customer helps us in getting valuable feedback.

  ### 21. Great Partner for Delivering Our CD Platform

**Rating:** 4.0/5.0 stars

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

**Reviewed Date:** September 01, 2023

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

What I like about Harness CD is the customizability of the platform. We are able to utilize multiple resource types and deployment methods based on the needs of the product. I also like that we have been treated as partners in our relationship. They've been able to work through bugs and advancements with us.

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

The thing I dislike the most about Harness CD is that after we started with them on the previous platform, we now have to migrate to the newer platform. Since what I liked the most was the customization aspect, that has also delayed us in the migration since the older platform is not a like-for-like transition to the newer platform. Even through these challenges, Harness has been partnering with us to either include the customizations we have done into the newer platform or help us find a way to achieve the same results.

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

The problem Harness CD is solving is a delivery pipeline. Prior to Harness our deployments where push button single environment deployments. No we are able to utilize a pipeline to not only deploy, but run test suites, perform rollbacks, notifications, security checks, etc.

  ### 22. very useful in feature management in different environments

**Rating:** 4.0/5.0 stars

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

**Reviewed Date:** February 01, 2024

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

very useful in feature management in different environments

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

the notification management that it has inbuilt

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

very useful in feature management in different environments and also enabling and disabling for particular user

  ### 23. Clean user interface and good documentation

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Government Administration | Small-Business (50 or fewer emp.)

**Reviewed Date:** September 11, 2023

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

The documentation is pretty easy to follow and in general it's very easy to use.

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

We have found traffic patterns + tracking users who are not logged in vs. logged in to be quite complex and wish there were a little more out of the box handling of these issues.

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

It makes A/B testing possible and sets us up to evaluate experiments when we introduce new features or change app behavior.

  ### 24. Smooth testing experience

**Rating:** 4.0/5.0 stars

**Reviewed by:** Martin Rodriguez R. | Enterprise (> 1000 emp.)

**Reviewed Date:** May 04, 2023

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

I think the user interface to split users based on different treatments is intuitive.

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

We identified a limit in the Json in the Dynamic Configuration section that didn't allow us to filter everything we wanted. This forced us to create an in-house tool to solve this problem.

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

Split allows us to perform controlled A/B Test experiments on our user database. Because we can ensure that we are splitting our user base 50% vs 50% no matter what future we want to assess.

  ### 25. Great tool for feature flag management

**Rating:** 4.0/5.0 stars

**Reviewed by:** Jan R. | Project Manager / Business Analyst, Enterprise (> 1000 emp.)

**Reviewed Date:** March 09, 2023

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

Easy to use feature flag management helps us to enable/disable given function for selected user/customer/region.
All our development environments are supported. There is good approval process for production environment.
I like the fact that a feature is enabled/disabled in our application right away when flag is turned on/off - no need to restart or page refresh.

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

Sometimes it is not clear how to configure flag per customer/user, but it might be related to the way our application is integrated with split.io

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

Ability to rollout features according to our plan and strategy

  ### 26. Reliable feature toggle system

**Rating:** 4.0/5.0 stars

**Reviewed by:** Omair V. | Small-Business (50 or fewer emp.)

**Reviewed Date:** March 07, 2023

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

It's very easy to setup a feature toggle and go through the release process. Environment separtion is baked in.

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

The targetting rules can be a little confusing for newcomers and non-technical staff. There's a steep price jump for any of the paid features, however, we cannot complain given that we're able to get such value in the free tier.

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

We're able to safely test out new, experimental or incomplete features. Some of our customers want custom features which we can support with permanent feature toggles.

  ### 27. Using Split in a company new to feature toggles

**Rating:** 4.0/5.0 stars

**Reviewed by:** Simon P. | Mid-Market (51-1000 emp.)

**Reviewed Date:** March 03, 2023

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

The implementation help and support we received from the outset made it simple for our engineering teams and product managers to start using feature toggles.

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

We are early in our journey using Split so nothing comes to mind so far!

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

We can more safely integrate new features into our code base, and without rolling our own feature toggle framework. It enables us to shift our "definition of done" to be running in production. We can easily roll back features if we see any issues.

  ### 28. Great support

**Rating:** 4.0/5.0 stars

**Reviewed by:** John C. | Enterprise (> 1000 emp.)

**Reviewed Date:** March 22, 2023

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

Split is a reliable and capable tool that has enabled us to make significant strides in improving our feature management capability. The customer support has been fantastic and has helped us get the most out of the product.

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

I don't have any thoughts on this at the moment.

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

Split solves the problem of providing a management interface for configuring "feature toggles" in a way that makes sense for our organization.

  ### 29. A great utility that fulfills our needs

**Rating:** 4.0/5.0 stars

**Reviewed by:** Jim P. | Mid-Market (51-1000 emp.)

**Reviewed Date:** March 02, 2023

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

My favorite part of split is the ease of use and implementation as well as the way we can customize traffic routes.

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

The least helpful part is that the UI is a bit clunky and user management is tough.  I don't like that I can't remove users as an admin.

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

Split is allowing us to seamlessly release features to the markets and customers we wish as well as allowing easy testing and continuous delivery of other features.

  ### 30. Developer experience

**Rating:** 4.0/5.0 stars

**Reviewed by:** Seto E. | Developer, Enterprise (> 1000 emp.)

**Reviewed Date:** August 11, 2023

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

Easy to use when using SSO integration with our company's account.

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

The complex terms when we just want to use an AB test. The Rust sdk doesn't exist.

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

AB test and feature flagging.

  ### 31. Robust solution for web traffic partitioning and feature on/off instrumentation

**Rating:** 4.0/5.0 stars

**Reviewed by:** Danny C. | Vice President Marketing, Enterprise (> 1000 emp.)

**Reviewed Date:** April 18, 2023

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

Relatively straightforward implementation. We were up and running in a matter of days. However, it takes much longer for your dev team and product team to fully maximize the potential and use cases for Split.

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

Opaque visibility into the token randomization of traffic variants. Lack of native support for AB testing and reporting.

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

The ability to control features by traffic swim lanes and randomize visits/visitors for the purpose of AB testing. Enables a controlled rollout and ramp of new features.

  ### 32. Review

**Rating:** 3.5/5.0 stars

**Reviewed by:** Verified User in Airlines/Aviation | Small-Business (50 or fewer emp.)

**Reviewed Date:** August 18, 2023

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

Enabling / disabling features dynamically based on configuration.

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

The character limits of responses I can receive

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

Dynaimc feature enable/disablement

  ### 33. Opportunity to leverage a/b testing to make data-based decisions

**Rating:** 4.0/5.0 stars

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

**Reviewed Date:** April 07, 2023

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

The ability to measure impact of new features before rolling them out to 100 percent of customers.

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

for non or less technical individuals, it isnt the most user friendly tool always.

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

On the product team we are juggling business requirements, market opportunities, and new feature ideas. Using Split to test new features and iteratively rollout new features (or hide things behind a flag) means that we're able to gain useful insights to make the best decision for our customers.

  ### 34. Reliable service

**Rating:** 4.0/5.0 stars

**Reviewed by:** Kei L. | Mid-Market (51-1000 emp.)

**Reviewed Date:** March 20, 2023

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

Split's service is very reliable. They perform well during high traffic

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

The UI for setting up a split might not be very obvious on priority of the rules.

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

The ability to set up a/b testing easily

  ### 35. Just started but looks promising

**Rating:** 4.0/5.0 stars

**Reviewed by:** Itay Z. | Enterprise (> 1000 emp.)

**Reviewed Date:** March 09, 2023

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

Quick responses. Many communication channels. It just works. Easy adopt.

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

The console ui. Not that initiative and sometimes hard to find how to do things.

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

I can easily configure a/b testing to my site that fits my needs

  ### 36. Easy onboarding experience and great support!

**Rating:** 4.0/5.0 stars

**Reviewed by:** Cory M. | Engineering Director, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 08, 2022

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

Propelo fits with how we manage our software engineering practice; we don't have to mold ourselves to it. The onboarding experience has been top-notch and much easier than I had expected. The support team has made the steps straightforward and eased communication across the organization. This has been way better than expected.

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

We've not got far enough along yet to hit any snags. I'm hoping once we get past the basics, configuring the more advanced features that will give us the most bang for the buck will be as easy as the initial steps.

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

We use the DORA metrics as our topline performance view at each level of the organization. It's difficult to see and understand the many small forces that impact those metrics. Propelo provides that ability. We can intuitively drill down and find where we're nailing it and where we can improve. We want to improve everyday`. Propelo gives us the tools to do it.

  ### 37. Great app to handle new features

**Rating:** 4.0/5.0 stars

**Reviewed by:** Irfan G. | Senior Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** November 08, 2022

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

It is very helpful when we want to do some A/B testing of developed features, control users who can see the feature, import bulk users to the segment, and target rules are very helpful.

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

Nothing much, if we can have a feature to import users for split rules like segments that will be great. Also, size limitation in config can be increased and JSON config return as a string (user needs to parse the string and use it) - if it returns as JSON that will be helpful.

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

Release feature on the fly after AB test without code modification, Set targetting rules, Import feature in the segments, Experiment, and roll back feature changes.

**Official Response from Alyssa Rogers:**

> Hi Irfan, Thanks for your review! I'm happy to hear Split has been helping for experimentation and testing with your team - We appreciate the feedback!

  ### 38. A tool that really knows what Continous Delivery means

**Rating:** 4.0/5.0 stars

**Reviewed by:** Nan G. | Software engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** November 25, 2022

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

It's very easy to deploy code with Harness CD with the help of Harness Delegator, and It has good GitOps support.

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

Continous Delivery with on-prem/edge is not straightforward

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

Harness CD helps us in quickly deploying our code to various environments and then finally to production.

  ### 39. Core API Security Solution w/ Both Breadth and Depth

**Rating:** 4.0/5.0 stars

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

**Reviewed Date:** May 16, 2023

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

Breadth of features/capabilities, excellent support, completeness of vision, etc.

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

Can't think of any noteworthy downsides...

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

Everything API security, data mapping, fraud, etc.

  ### 40. It's AutoStopping Rules effectively promotes Cost Optimization for our Enterprise Cloud Platform

**Rating:** 4.0/5.0 stars

**Reviewed by:** Rithika G. | Cloud Engineer, Information Technology and Services, Enterprise (> 1000 emp.)

**Reviewed Date:** March 08, 2022

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

Harness Cloud Cost Management utility provides accurate transparency of our cloud infrastructure for cost management implementation strategies. It gives us the direction to reduce wastage of cloud resource performance & to monitor our expenses for the availing services. Its actionable insights focus on our clusters and unallocated resources and provide cost vs performance validation reports which are convenient.

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

Forecasting our cloud expenditure requires clarity, policy management, and collaboration. Harness Cloud Cost Management handles these requirements effectively and provides pre-cognitive billing analysis. This helps in proactive avoidance of budget overruns and gains satisfaction from our customers.

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

Harness Cloud Cost Management is easy to set up for our hybrid cloud architecture comprising of Azure, AWS & GCP resources. Its Dashboard is customizable, and we can also leverage its built-in templates to use standard cost metrics projection. It provisions AutoStopping Rules, which is efficient in automatically terminating idle containers and facilitates our Cost Attributions to minimize resource wastage.

  ### 41. Fast and efficient experimentation

**Rating:** 4.0/5.0 stars

**Reviewed by:** Akhil J. | Associate Product Manager, Mid-Market (51-1000 emp.)

**Reviewed Date:** October 05, 2022

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

1. Ease of use 
2. User-friendly UI
3. Highly reliable

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

Customizations and integration with different suites/services can be improved

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

1. Mainly used for product experimentation
2. Really useful for quick iterative experimentation

**Official Response from Alyssa Rogers:**

> Hi Akhil, thank you for reviewing Split! Happy to hear that Split's UI has been user friendly and that experimentation with new features has been easy to do. Thanks for your time - We at Split appreciate your feedback.

  ### 42. Good platform for code deployment

**Rating:** 4.0/5.0 stars

**Reviewed by:** Shu D. | IT Project Manager, Small-Business (50 or fewer emp.)

**Reviewed Date:** September 13, 2022

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

The flexability the platform has allows users to set up features flags in different segment of the code.  easy to manage.

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

I have not used it long enough to determine what I don't like yet.

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

We use the tool to deploy and manage code base for different features.  The features can be open to the public or private to certain users.  So very flexible.

**Official Response from Alyssa Rogers:**

> Hi Shu, thanks for taking time to leave Split a review! I'm glad to hear you've found Split's platform easy to manage and flexible with the needs of your team. Thanks again! 

  ### 43. Excellent tool to create visibility for data driven teams metrics reports

**Rating:** 4.0/5.0 stars

**Reviewed by:** Sanjeev H. | Director, Software Development & Agile PMO Org, Enterprise (> 1000 emp.)

**Reviewed Date:** August 31, 2022

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

Detailed Metrics Dashboards

Flexibility to configure the dashboard

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

I haven't come across anything I don't like yet.

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

Scrum masters don't have to spend a lot of time creating these reports manually.

  ### 44. Comprehensive product that fills hole from development tools

**Rating:** 4.0/5.0 stars

**Reviewed by:** Jay D. | Engineering Manager, Mid-Market (51-1000 emp.)

**Reviewed Date:** August 25, 2022

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

Propelo can bring data from a number of tools that we already use to provide helpful charting and metrics that we don't get from those tools.

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

Still a work in progress.  There are features we need - but the Support team has been responsive.

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

Understanding the efficiency of our engineering teams.  Highlighting areas that we can improve.

  ### 45. Lightweight and customizable CI

**Rating:** 4.0/5.0 stars

**Reviewed by:** César G. | Senior Software Development Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** November 13, 2021

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

The best thing is that every step of the pipeline is isolated and managed by an independent container. This allows to use or create complex plugins without a deep understanding of Drone. The plugin-like nature of Drone also allow it to support almost every language and/or system out there.

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

Most of the time the build logs lags behind the build from some seconds to several minutes. Another problem is the lack of debug support (besides the build log) when something goes wrong. Supposedly one can restart the build and drop to a console in the container when it fails but it never has worked for us in all those years.

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

We use Drone at our company to build and deploy all our software directly from Git. Thanks to the plugin system, we did integrate with Docker Swarm easily by making a docker container that triggers an update on the Swarm  after a successful build.

  ### 46. Single Tool for CI/CD Management

**Rating:** 4.0/5.0 stars

**Reviewed by:** Tyler H. | Site Reliability Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 27, 2021

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

Easy to manage the complete CI/CD process across multiple teams. Harness has helped to empower our engineers to own more and more of the CI/CD process.

The built-in secrets management solution was easy to use and helped to speed up our adoption of Harness.

The git sync feature allows us to use Pull Requests for increased confidence in our CI/CD changes.

The Customer Success and Support teams have been very helpful with the initial setup and continued improvement of our CI Enterprise configuration

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

The RBAC feature in the next-gen UI is very valuable but can be a bit confusing to configure and maintain.

A few features that we were using in Jenkins, do not currently exist in Harness CI  (branch specific build numbers and build image without pushing are two examples)

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

We wanted to move away from having to manage our own Jenkins/Spinnaker infrastructure while at the same time improving the ease of maintaining our CI/CD processes.
Another goal was to empower our engineers to gain more ownership over the builds/deploys of their code changes.

Harness has allowed us to accomplish all of the above. Our team has also appreciated only having a single tool for the complete CI/CD process.

  ### 47. Tools helping Software developers to stay on agile path and correct issues

**Rating:** 4.0/5.0 stars

**Reviewed by:** Reza M. | Sr. Principal Technology Program Manager , Enterprise (> 1000 emp.)

**Reviewed Date:** February 24, 2022

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

I found it to be a user friendly tool that produces metrics that are relabvant an dactionable

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

They are growing, and it is understandable. Perhaps the more application or tools taht they integrate with it will produce much reacher outcomes.

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

- it does provide visibility to day to day operation
- it helps to narrow the problem areas
- it provides a path to better decsion making

  ### 48. Propelo is an excellent Engineering Excellence tool which is helping us gain data-driven insights.

**Rating:** 4.0/5.0 stars

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

**Reviewed Date:** February 24, 2022

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

Ease of use and seamless integrations with other tools like Atlassian and a strong customer service team who is always willing to provide help when we need it.

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

Not really a dislike but Propelo is a young product and it is evolving and building new modules so as I see it is a good problem to have for a fast-growing company

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

Engineering Excellence and cler data insights in our Incident management and Developer Productivity tools

  ### 49. New way of looking at data/statistics

**Rating:** 3.5/5.0 stars

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

**Reviewed Date:** February 17, 2022

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

Dashboards view and customizable reports

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

Being a new tool , i have to spend time to learn new features.limitations on the report representations. Help is limited to this app/tool unlike other apps/tool. Example- no Google help or Video help available.

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

Multiple dashboards in one view however have to scroll down a lot

  ### 50. Making CI/CD extremely easy

**Rating:** 4.0/5.0 stars

**Reviewed by:** Kannan A. | Devops Engineer, Mid-Market (51-1000 emp.)

**Reviewed Date:** September 21, 2021

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

Easy to use UI. Simple, neat, and effective.

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

No flexible options to fill the variables in the workflows. List, Mapping would be helpful.

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

We are solving the problem of managing cumbersome kubernetes manifest files. Harness makes it easy to write manifests and maintain them.


## 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?filters%5Bnps_score%5D%5B%5D=4&section=pricing&secure%5Bexpires_at%5D=2026-08-12+23%3A21%3A17+-0500&secure%5Bsession_id%5D=c69a8ca8-1a79-46e4-9b36-1f56911002d3&secure%5Btoken%5D=22462127ffa0819daf0fc19dacf464f8f73646d4f73da187267650aa55d58cdd&format=llm_user)
## Harness Platform Integrations
  - [AWS Cost and Usage Report](https://www.g2.com/products/aws-cost-and-usage-report/reviews)
  - [GitHub](https://www.g2.com/products/github/reviews)

## 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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