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PyCharm vs Veracode comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Dec 19, 2024

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

PyCharm
Ranking in Static Code Analysis
6th
Average Rating
8.6
Reviews Sentiment
6.4
Number of Reviews
15
Ranking in other categories
No ranking in other categories
Veracode
Ranking in Static Code Analysis
1st
Average Rating
8.0
Reviews Sentiment
6.9
Number of Reviews
208
Ranking in other categories
Application Security Tools (3rd), Static Application Security Testing (SAST) (3rd), Container Security (12th), Software Composition Analysis (SCA) (2nd), Dynamic Application Security Testing (DAST) (1st), Application Security Posture Management (ASPM) (2nd)
 

Mindshare comparison

As of August 2026, in the Static Code Analysis category, the mindshare of PyCharm is 2.4%, up from 0.5% compared to the previous year. The mindshare of Veracode is 11.1%, down from 24.0% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Static Code Analysis Mindshare Distribution
ProductMindshare (%)
Veracode11.1%
PyCharm2.4%
Other86.5%
Static Code Analysis
 

Featured Reviews

Sahil Sanskar Jha - PeerSpot reviewer
Assistant Manager at a tech vendor with 10,001+ employees
Advanced machine learning workflows have become faster but still need better memory efficiency
In PyCharm, I find several components and libraries to be the most valuable. The support that Jupyter Notebook offers is essential, as we work through Jupyter regularly. Scientific libraries such as NumPy, Pandas, Matplotlib, and Plotly are integral to our work. Machine learning libraries including scikit-learn, PyTorch, and TensorFlow are used extensively. Hugging Face integration is particularly valuable because it is easily findable, the documentation is comprehensive, and it can be directly integrated with the IDEs we work with. The intelligent code editor in PyCharm definitely helps me manage code quality and efficiency in my projects. When using these libraries, it makes parallelization of data very efficient, allowing me to use multi-thread programming architecture. The code can work for multiple datasets rather than one at a time. With native Python code, a machine learning deployment taking 45 to 50 minutes to calculate can be efficiently reduced to a minute or half a second using these libraries.
reviewer2753535 - PeerSpot reviewer
DevSecOps Engineer at a tech services company with 1,001-5,000 employees
Integrates security into the development process and improves team collaboration
Veracode helps organizations develop software by reducing the risk of security vulnerabilities through developer enablement and applications focused on governance. You can utilize different levels of processes to achieve better performance or a more scalable service. Since I started working with it in 2022, I’ve found it to be cost-effective as well. Overall, Veracode is a user-friendly security tool. It includes features such as Static Application Security Testing (SAST), Dynamic Application Security Testing (DAST), and Software Composition Analysis (SCA). During the development phase, we can identify vulnerabilities in the application. This process occurs in the staging environment during development. When we're ready to go to production, we conduct a final check. Essentially, this tool helps identify vulnerabilities during the code development stage, including both high-level vulnerabilities and those related to open-source software composition. We utilize specific methodologies for this purpose. Additionally, it offers a feature that allows us to set up policies based on client requirements. This means we can customize the tool to meet the specific needs of our clients, ensuring that they receive the appropriate level of security in their applications. Veracode is user-friendly as well. Compared to other tools, their scans take 15 minutes or under. If you have a large scale of libraries or data, it might take longer, but based on my personal experience, the scan usually runs within fifteen minutes. For my case study using the Veracode tool, I worked on an internal project following industry standards. We used Veracode to improve our security posture and speed up the time to market by streamlining the development process. This enhanced collaboration between developers, operations, and security teams. The automated scanning process helped identify and fix vulnerabilities earlier in the development process. We maintained compliance with regulatory requirements, avoided fines, and built customer trust by integrating security into the development process. When we conduct this scan, we receive data on a list of vulnerabilities. This information improved our communication and increased transparency, which leads to better reports about the efforts being put in. This results in a more effective and efficient collaboration process, making it user-friendly for all involved. When considering costs, if we resort to manual processes, it can be time-consuming. Therefore, we utilize automated scans to identify and fix security issues. This allows us to address vulnerabilities early in the development process, as we discussed previously. This applies both to our in-house code and third-party libraries, using Software Composition Analysis (SCA) agent-based scans. In the future, we will also implement SCA agent-based scans as a separate feature within Veracode, which can help organizations avoid the expensive and time-consuming consequences of security issues. Furthermore, we have seen an increase in compliance, helping to maintain adherence to regulatory requirements and industry standards, thereby avoiding fines and reputational damage associated with noncompliance. Additionally, by integrating security into the development process, we enhance customer trust in our organization and its products.

Quotes from Members

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

Pros

"PyCharm has an excellent user experience, and I appreciate its cross-platform capabilities."
"The recent AI-powered code completion is pretty cool."
"The product's IDE feature is quite user-friendly."
"Good syntax highlighting and very it's very customizable."
"The solution has a nice environment and extensions that make it easy to develop software."
"We have integrated the tool with GitHub. PyCharm provides easy integration with GitHub, allowing us to push changes directly. Many plugins are available on PyCharm for GitHub integration, including GitHub Copilot for auto code completion and GitHub Copilot Chat for assistance with code-related queries."
"With native Python code, a machine learning deployment taking 45 to 50 minutes to calculate can be efficiently reduced to a minute or half a second using these libraries."
"The integrated code structure makes coding more organized and manageable compared to using Python alone."
"The capability to identify vulnerable code is the most valuable feature of Veracode."
"It eases integration into our workflow. Veracode is part of our Jenkins build, so whenever we build our software, Jenkins will automatically submit the code bundle over to Veracode, which automatically kicks off the static analysis. It sends an email when it's done, and we look at the report."
"The most valuable feature of Veracode Static Analysis is the scanning."
"I would give Veracode a nine out of 10 because it scales incredibly well, they have very qualified people working there who are able to clearly articulate what the problems are when they are talking in a remediation or consultation call."
"Static, dynamic, and manual scan features were all very useful for us and helped us fix many security flaws."
"Veracode provides guidance for fixing vulnerabilities. It enables developers to write secure code from the start by pointing them to the problematic line of code, and saying, "This function/method has security vulnerabilities," then suggests alternatives to fix it. Then, we adopt their suggestions of the tool. By implementing it in the right way, we can fix the issue. For example, if the tool has found a method where it copied one piece of memory into another piece of memory in the code. The tool points to problematic methods with the vulnerability and provides ways to code it more securely. By adopting their suggestions, we are fixing this vulnerability."
"Veracode Security Labs are fantastic. My team loves getting the hands-on experience of putting in a flaw and fixing it. It's interactive. We've gotten decent support from the sales and software engineers, so the initial support was excellent. They scheduled a consultation call to dive deep and discuss why we see these findings and codes. That was incredibly helpful."
"Veracode creates a list of issues. You can go through them one by one and click through to a new window with all the information about the issue discovered."
 

Cons

"The navigation can be better."
"One issue with JetBrains tools, including PyCharm, is their heavy resource usage. They can be slow to start, especially when beginning a new project, as it takes some time to index."
"The solution does not support some features of OpenCV even though it is part of a PyCharm package."
"The user interface and overall user experience could be more intuitive to make it easier for users to navigate and utilize the software effectively."
"There should be support for the RUST plugin in the Community edition for debugging."
"They give some functionality to use Python Notebook, but it's not great."
"The solution is heavy because running it on laptops consumes a lot of memory and power. Typically, a laptop battery might last about eight to nine hours, but with the tool running, it reduces to two hours or one and a half hours at most. It is designed to handle large projects and heavy tasks, making it resource-intensive. For smaller projects, use IDEs like Visual Studio Code."
"There is room for improvement in memory usage. It uses too much memory. It can get a bit heavy, especially when you have too many open files and the system becomes very slow."
"Some important languages are not supported."
"When we scan binary, when we perform binary analysis, it could go faster."
"I would also like to see some improvement in the speed. That is really the only complaint, but in all reality we have a massive Java application that needs to be scanned. Our developers are saying, "It takes 72 hours to scan it." That is probably the nature of the beast, and I'm actually pretty accepting of that time frame, but since it's a complaint that I get, faster is always better. I don't necessarily think that the speed is bad as it is, just that faster would be better."
"The number of false positives could be reduced a lot. For each good result, we are getting somewhere around 15 to 20 false positives."
"Veracode Static Analysis lacks penetration testing, so that's a concern. The tool is also unable to scan when it's a C or C++ model, so that's another area for improvement."
"I would love to be able to do a dynamic sandbox scan. I think that that would allow us to really get a lot more buy-in from the software development teams."
"I would like Veracode to add more language support."
"There is also a size limit of 100 MB so we cannot upload files that are larger than that. That could be improved. Also, the duration of the scan is a bit too long."
 

Pricing and Cost Advice

"They have a free Community edition, and they also have a licensed version. They definitely have an annual license. They probably also have a monthly license. Its pricing is good and reasonable. It is a little bit more expensive than the others, but it is well worth it. I would rate it a four out of five in terms of pricing."
"I use the free community version, so I'm saving money there."
"I don't have much info on the pricing, but I would say it is somewhat competitive."
"The community edition is free, which is good."
"The price is reasonable."
"The community edition is free and the professional edition has a licensing fee."
"We pay based on the number of developers working on a particular project."
"I don't really know about the pricing, but I'd say it's worth whatever Veracode is charging, because the solution is that good."
"They just changed their pricing model two weeks ago. They went from a per-app license to a per-megabyte license. I know that the dynamic scan was $500 per app. Static analysis was about $4500 yearly. The license is only for the number of users, it doesn't matter what data you put in there. That was the old model. I do not know how the new model works."
"Veracode is fairly priced."
"The pricing is a bit high."
"The pricing is fair. You get a lot out of the product."
"The worst part about the product is that it does not scale at all. Also, microservices apps will cost you a fortune."
"We're very comfortable with their model. We think they're a good value. We worked very closely with Veracode on understanding their license model, understanding what comprises the fee and what does not. With their assistance in design, we decomposed our application in a way where we are scanning a very significant amount of code without wasting their capacity and generating redundant reported issues. You scan in profiles, per se. And we work with them, in their offices, to design the most effective approach. So the advice I would have for customers is, you can get up and live fast, but work closely with Veracode to refine the method you use for scanning and the way you compile the applications. There's a concept called entry-point scanning, and that's probably not used well by the rest of their customers. We see our licensing as a good value because we leverage it heavily."
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Top Industries

By visitors reading reviews
Outsourcing Company
16%
Performing Arts
11%
Marketing Services Firm
10%
University
10%
Financial Services Firm
15%
Manufacturing Company
11%
Computer Software Company
8%
Construction Company
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business8
Midsize Enterprise1
Large Enterprise6
By reviewers
Company SizeCount
Small Business69
Midsize Enterprise46
Large Enterprise114
 

Questions from the Community

What needs improvement with PyCharm?
A potential area of improvement in PyCharm at this point would be memory efficiency. PyCharm is based on its IntelliJ platform, which is Java-based, meaning it can be very memory-intensive, especia...
What is your primary use case for PyCharm?
My main use case for PyCharm is for machine learning operations.
What advice do you have for others considering PyCharm?
I use PyCharm's debugging tools on a case-by-case basis. The libraries are generally documented well enough that in most cases when I am debugging, half of the errors are found by the IDE initially...
Which gives you more for your money - SonarQube or Veracode?
SonarQube is easy to deploy and configure, and also integrates well with other tools to do quality code analysis. SonarQube has a great community edition, which is open-source and free. Easy to use...
What is the biggest difference between Veracode and Checkmarx?
According to my experience of using both the tools in different organizations Veracode is a Cloud-native, managed AppSec platform with strong focus on ease of use, it is SaaS delivery, and provide...
What is your experience regarding pricing and costs for Veracode Static Analysis?
My experience with pricing, setup cost, and licensing for Veracode is that it is fairly moderate.
 

Comparisons

 

Also Known As

No data available
Crashtest Security , Veracode Detect
 

Overview

 

Sample Customers

Information Not Available
Manhattan Associates, Azalea Health, Sabre, QAD, Floor & Decor, Prophecy International, SchoolCNXT, Keap, Rekner, Cox Automotive, Automation Anywhere, State of Missouri and others.
Find out what your peers are saying about PyCharm vs. Veracode and other solutions. Updated: June 2026.
908,800 professionals have used our research since 2012.