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GitHub Code Scanning vs Harness comparison

 

Comparison Buyer's Guide

Executive Summary

Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Categories and Ranking

GitHub Code Scanning
Ranking in Static Application Security Testing (SAST)
15th
Average Rating
8.6
Reviews Sentiment
6.7
Number of Reviews
6
Ranking in other categories
No ranking in other categories
Harness
Ranking in Static Application Security Testing (SAST)
16th
Average Rating
7.8
Reviews Sentiment
7.8
Number of Reviews
7
Ranking in other categories
Build Automation (7th), Cloud Cost Management (9th), Feature Management (2nd)
 

Mindshare comparison

As of January 2026, in the Static Application Security Testing (SAST) category, the mindshare of GitHub Code Scanning is 1.6%, up from 0.7% compared to the previous year. The mindshare of Harness is 0.6%, up from 0.1% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Static Application Security Testing (SAST) Market Share Distribution
ProductMarket Share (%)
GitHub Code Scanning1.6%
Harness0.6%
Other97.8%
Static Application Security Testing (SAST)
 

Featured Reviews

AK
Software Development Manager at Amazon
Code scanning identifies vulnerabilities quickly and improves team response with minimal setup
I have been using Git for approximately 13-14 years. I have used GitHub Code Scanning for about three to four years. The primary purpose is to identify any vulnerability in the code itself. The system logs vulnerabilities that we can immediately examine to see all the error-prone areas. The AI functionalities include predefined agents that scan through and immediately provide responses regarding the best nomenclature or code coverage percentage. It's actually a one-time setup, and the team benefits as long as they push code and changes in the repository itself. Every time we push something, we immediately check the total deviation, whether our code coverage has improved, or if any vulnerability has been identified. There is always a metrics dashboard that we can see and identify. Primarily, GitHub is used for doing the versioning itself in the repository. With vulnerability functionality being provided and AI agents available, it makes a complete package. As soon as we publish our code, we immediately get to know the test code coverage. This immediately informs us about all the vulnerable areas which are not being fully tested. If we address those areas, most vulnerabilities are resolved. Even after tests are added, if by any chance the test is not treated cleanly or corner cases are missed, GitHub Code Scanning immediately flags those corners. It's always beneficial to have because it's not humanly possible to check all corner case scenarios, but as a system where they diagnose each line item, that's very helpful.
reviewer2787357 - PeerSpot reviewer
Site Reliability Engineer at Granicus Inc.
Automated delivery has made production releases safer and has reduced deployment incidents
The first point for improvement is the steep learning curve, where concepts such as services, environment, pipelines, and templates take time to understand. New users often need training before becoming productive, resulting in slower initial onboarding compared to simpler CD tools. An improvement idea is better guided onboarding with more opinionated defaults and examples. The second improvement can be on UI complexity and navigation; the UI can feel cluttered with many options and finding past executions, logs, or specific settings sometimes takes extra clicks, leading to small but noticeable productivity loss. Simplified UI views for common workflows and improved search and filtering could help. I also see cost and licensing as potential areas for improvement, as pricing can feel high for small teams and advanced features are tied to higher tiers, which may limit adoption for startups or smaller organizations. Flexible pricing models and more essential features in lower tiers could address this issue.

Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Pros

"We use GitHub Code Scanning mostly for source code management."
"It's very scalable, very easy to handle, and very intuitive."
"GitHub Code Scanning has positively impacted my organization as it helps us recognize errors and avoid many later issues which may arise."
"GitHub Code Spaces brings significant value with its simplicity and ease of use."
"The static code analysis capability in GitHub Code Scanning is a very powerful feature, providing the ability to identify vulnerabilities and ensure code quality."
"The solution helps identify vulnerabilities by understanding how ports communicate with applications running on a system. Ports are like house numbers; to visit someone's house, you must know their number. Similarly, ports are used to communicate with applications. For example, if you want to use an HTTP web server, you must use port 80. It is the port on which the web application or your server listens for incoming requests."
"Harness integrates all functions like execution pipelines, environment checks, and log monitoring in one place, making it convenient."
"The features of Harness are valuable, supporting rolling deployments, basic deployments, and blue-green deployments with zero downtime."
"It's a highly customizable DevOps tool."
"Harness integrates all functions like execution pipelines, environment checks, and log monitoring in one place."
"By adopting templates and various different pipelines across our own IDP platform, we have saved upwards of 30 to 40% of development time and also reduced risks of failures or error rates by upwards of 70%."
"Harness starts integrating with organizations, making everything automated without the need for manual interruption."
"Everything in Harness is configured and runs smoothly."
"Production deployments are faster and more reliable, especially for Kubernetes and cloud-based services, with significant reduction in deployment-related incidents, faster recovery when issues occur, faster, more confident releases, increased deployment frequency with higher confidence, and better governance and compliance that improved visibility and coordination across Dev, QA, Ops, and SRE teams."
 

Cons

"GitHub Code Scanning should add more templates."
"When running code scans, GitHub Code Scanning provides recommendations for probable fixes. However, integrating a feature where developers receive real-time highlights of vulnerabilities when checking in or merging a PR would be beneficial."
"One area for improvement could be the ability to have an AI system digest the reports generated from code scanning and provide a summary. Currently, the reports can be extensive, and users may overlook details, such as outdated libraries, which could be highlighted for attention."
"At times it becomes very annoying as it highlights certain things which are intuitive. They require code coverage for those aspects as an extra overhead."
"When deploying multiple components to multiple environments, like production and BCP, failures sometimes occur. Improvements are needed when deploying one component to one environment."
"The first point for improvement is the steep learning curve, where concepts such as services, environment, pipelines, and templates take time to understand."
"When integrating Harness with more than twenty applications in one place, it becomes less stable, causing improvements to be necessary."
"I prefer the previous less compact UI version of Harness, which showed more details on the screen."
"There's also room for improvement in debugging pipeline issues, which can sometimes become complex."
"Even with automation, there's a requirement for manual change requests for approvals."
"Infrastructure as code or pipeline as code is something that Harness severely lacks."
"Harness setup and configurations could be made easier to configure, which would be helpful."
 

Pricing and Cost Advice

"The minimum pricing for the tool is five dollars a month."
"GitHub Code Scanning is a moderately priced solution."
Information not available
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Top Industries

By visitors reading reviews
Computer Software Company
11%
Financial Services Firm
10%
Manufacturing Company
9%
Transportation Company
5%
Financial Services Firm
29%
Computer Software Company
9%
Manufacturing Company
7%
Retailer
5%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Large Enterprise7
 

Questions from the Community

What is your experience regarding pricing and costs for GitHub Code Scanning?
The organization pays for the license of GitHub Code Scanning, but specific price details are unknown.
What needs improvement with GitHub Code Scanning?
In my opinion, areas of GitHub Code Scanning that could be improved include that a few things are not visible to us, such as where it stores data and which path. There is a separate team for that w...
What advice do you have for others considering GitHub Code Scanning?
I am an end user only here with GitHub Code Scanning. I currently might be using the latest version of GitHub Code Scanning, but I don't remember the specific version. I have not utilized the real-...
What do you like most about Harness?
It's a highly customizable DevOps tool.
What needs improvement with Harness?
The first point for improvement is the steep learning curve, where concepts such as services, environment, pipelines, and templates take time to understand. New users often need training before bec...
What is your primary use case for Harness?
My main use case for Harness is continuous deployment (CD), specifically for safe, automated deployment to production, especially in Kubernetes and cloud environments. For continuous deployment in ...
 

Comparisons

 

Also Known As

No data available
Armory
 

Overview

 

Sample Customers

Information Not Available
Linedata, Openbank, Home Depot, Advanced
Find out what your peers are saying about GitHub Code Scanning vs. Harness and other solutions. Updated: December 2025.
881,082 professionals have used our research since 2012.