PyCharm vs Veracode comparison

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PyCharm

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Executive SummaryUpdated on Dec 19, 2024

Veracode and PyCharm operate within the software development space. Veracode appears to have an advantage in terms of comprehensive security features, while PyCharm stands out for developer productivity features.

Features: Veracode includes static and dynamic analysis tools, API integration for seamless automation, and supports various programming languages and platforms. It is especially adept at identifying vulnerabilities and aligning with DevOps workflows. PyCharm excels as an IDE offering intelligent coding features like robust code completion, testing, and debugging facilities primarily for Python. It integrates well with version control systems and supports a multitude of plugins enhancing the development experience.

Room for Improvement: Veracode struggles with false positives and has a complex pricing model. It faces integration challenges with APIs and lacks flexibility and scanning speed for newer programming languages. PyCharm is known for its high resource usage, necessitating better support for numerous programming languages and additional integrations, such as data science notebooks.

Ease of Deployment and Customer Service: Veracode functions across multiple cloud environments and offers expert-level technical support, though response times can be slow. PyCharm typically operates on-premises or in public cloud settings and is known for an easy installation process, with generally agreeable support, albeit less so for resource-heavy scenarios.

Pricing and ROI: Veracode is perceived as expensive, offering value through enhanced security and compliance, with a quantifiable ROI attributed to decreased vulnerability instances. PyCharm provides a free Community edition and a paid Professional edition, which is deemed fairly priced given its feature set, potentially lowering costs through efficient coding and debugging support.

To learn more, read our detailed PyCharm vs. Veracode Report (Updated: February 2026).

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PyCharm vs. Veracode

February 2026

Helped 884,797 peers since 2012

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

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) (2nd), Container Security (8th), Software Composition Analysis (SCA) (3rd), Dynamic Application Security Testing (DAST) (1st), Application Security Posture Management (ASPM) (1st)

Mindshare comparison

As of March 2026, in the Static Code Analysis category, the mindshare of PyCharm is 2.2%, up from 0.2% compared to the previous year. The mindshare of Veracode is 13.3%, down from 29.2% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Static Code Analysis Mindshare Distribution
Product	Mindshare (%)
Veracode	13.3%
PyCharm	2.2%
Other	84.5%

Static Code Analysis

Featured Reviews

Sahil Sanskar Jha

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.

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reviewer2703864

Head of Security Architecture at a healthcare company with 5,001-10,000 employees

Onboarding developers successfully while improving code security through IDE integration

Regarding room for improvement, we have some problems when onboarding new projects because the build process has to be done in a certain way, as Veracode analyzes the binaries and not the code by itself alone. If the process is not configured correctly, it doesn't work. That's one of the things that we are discussing with Veracode. Something positive that we've been able to do is submit formal feature requests to them, and they are working on them; they've already solved some of them. This encourages us to propose new ideas and improvements. Another improvement that we asked for this use case is to be able to configure how Veracode Fix proposes and fixes because sometimes it makes proposals using libraries that go against our architecture design made by the enterprise architecture team. For example, we want them to propose using another library, and that's something we already asked Veracode, and they are working on it. We want to specify when you see this kind of vulnerability, you can only propose these two options.

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Quotes from Members

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

Pros

"PyCharm is saving me time and money in general."

"The solution has a nice environment and extensions that make it easy to develop software."

"The automated package installation is helpful. I like the code highlighting features. A huge library of plugins is available, including AI coding tools, though I don't use those myself. The debugging tools are good, showing errors and problem lines."

"The latest AI features and tab completion features are good."

"The recent AI-powered code completion is pretty cool."

"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."

"PyCharm has an excellent user experience, and I appreciate its cross-platform capabilities."

"Good syntax highlighting and very it's very customizable."

More PyCharm pros

"The integrated IDE tool enables users to get instant feedback in real-time on the code itself, rather than waiting for it to go through the CI/CD pipeline and get the result."

"I don't have much experience with the solution yet. We're looking at integrating Manual Penetration Testing with JIRA and Bamboo and then building that into a CICD model, so the integration is the most valuable feature so far."

"Veracode supports a broad range of code technologies, and it can analyze large applications. Fortify takes a long time and may not be able to generate the report for larger applications. We don't have these constraints with Veracode."

"Veracode is a valuable tool in our secure SDLC process."

"It is SaaS hosted. That makes it very convenient to use. There is no initial time needed to set up an application. Scanning is a matter of minutes. You just log in, create an application profile, associate a security configuration, and that's about it. It takes 10 minutes to start. The lack of initial lead time or initial overhead to get going is the primary advantage."

"What's important for me, from Veracode, is the all-in-one metrics location. I can see where everything is across the entire portfolio of applications I have in this program, and I can report out on it."

"I have used this solution in multiple projects for vulnerability testing and finding security leaks within the code."

"The static scan is the feature that we use the most, as it gives us insight into our source code. We have it integrated with our continuous integration, continuous delivery system, so we can get insight quickly."

More Veracode pros

Cons

"Notebooks in PyCharm is not as intuitive as it could be."

"The navigation can be better."

"PyCharm's use of system resources can get pretty heavy. Loading, in particular, takes longer than I would like and I think they should optimize it so that it's a bit lighter on the system."

"The user interface and overall user experience could be more intuitive to make it easier for users to navigate and utilize the software effectively."

"The breakpoints could be improved as they are not that intuitive to use."

"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."

"The solution does not support some features of OpenCV even though it is part of a PyCharm package."

"Customizing the tool can make it complicated."

More PyCharm cons

"Veracode's ability to fix flaws is less sophisticated than that of its competitors."

"One of the most important areas that need improvement for Veracode is its DaaS. Veracode's DAST engines are primitive."

"There are certain shortcomings in Veracode's static analysis engine. I would improve Veracode's static analysis engine to make it capable of identifying vulnerabilities with low false positives."

"The interface is basic and has room for improvement."

"I would like to see improvement on the analytics side, and in integrations with different tools. Also, the dynamic scanning takes time."

"The only areas that I'm concerned with are some of the newer code libraries, things that we're starting to see people dabble with. They move quickly enough to get them into the Analysis Engine, so I wouldn't even say it is a complaint. It is probably the only thing I worry about: Occasionally hitting something that is built in some other obscure development model, where we either can't scan it or can't scan it very well."

"The reports on offer are too verbose."

"I haven't heard about any problems so far. However, it would be great if Veracode automatically packaged stuff up for you."

More Veracode cons

Pricing and Cost Advice

"The community edition is free and the professional edition has a licensing fee."

"The price is reasonable."

"The community edition is free, which is good."

"I don't have much info on the pricing, but I would say it is somewhat competitive."

"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 know that Veracode is a semi-pricey solution. If you are serious about security, I would recommend that you use an open-source option to learn how the scanning process works and then look into Veracode if you want to really step up your game and have an all-in-one solution."

"The pricing of the product depends upon the number of codes or the number of applications."

"The cost of scanning code is cheaper. It's typically $0.50 per line of code. However, it's expensive to run a high-level process that would normally require a human security expert. For example, penetration testing costs about $1,000 per application for penetration testing. The cost of these features may be too high for smaller organizations. On the other hand, Veracode's interactive application security testing is fast and cheaper compared to other software."

"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."

"The pricing for Veracode is high, making it difficult for beginners to afford."

"Licensing is pretty flexible. It's a little bit weird, it's by the size of the binary, which is a strange way to license a product. So far they've been pretty flexible about it."

"I believe the price is fair according to market standards."

"For the value we get out of it, coupled with the live defect review sessions, we find it an effective value for the money. We are a larger organization."

More Veracode pricing and cost advice

See which vendors are best for you

Use our free recommendation engine to learn which Static Code Analysis solutions are best for your needs.

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Top Industries

By visitors reading reviews

Performing Arts

15%

Marketing Services Firm

13%

University

13%

Manufacturing Company

10%

Financial Services Firm

16%

Computer Software Company

12%

Manufacturing Company

11%

Government

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

By reviewers
Company Size	Count
Small Business	8
Midsize Enterprise	1
Large Enterprise	6

By reviewers
Company Size	Count
Small Business	69
Midsize Enterprise	45
Large Enterprise	114

Questions from the Community

What do you like most about PyCharm?

The integrated code structure makes coding more organized and manageable compared to using Python alone.

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.

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 do you like most about Veracode Static Analysis?

I like its integration with GitHub. I like using it from GitHub. I can use the GitHub URL and find out the vulnerabilities.

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.

OpenText Static Application Security Testing vs PyCharm

Comparisons

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Compared 36% of the time

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Compared 9% of the time

Checkmarx One vs Veracode

Compared 7% of the time

GitHub Advanced Security vs Veracode

Compared 4% of the time

Coverity Static vs Veracode

Compared 3% of the time

OWASP Zap vs Veracode

Compared 3% of the time

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Product Reports

Download PyCharm product report

PyCharm

March 2026

Download Veracode product report

February 2026

Also Known As

No data available

Crashtest Security , Veracode Detect

Overview

Be More Productive
Save time while PyCharm takes care of the routine. Focus on the bigger things and embrace the keyboard-centric approach to get the most of PyCharm's many productivity features.

JetBrains

Veracode is a leading provider of application security solutions, offering tools to identify, mitigate, and prevent vulnerabilities across the software development lifecycle. Its cloud-based platform integrates security into DevOps workflows, helping organizations ensure that their code remains secure and compliant with industry standards.

Veracode supports multiple application security testing types, including static analysis (SAST), dynamic analysis (DAST), software composition analysis (SCA), and manual penetration testing. These tools are designed to help developers detect vulnerabilities early in development while maintaining speed in deployment. Veracode also emphasizes scalability, offering features for enterprises that manage a large number of applications across different teams. Its robust reporting and analytics capabilities allow organizations to continuously monitor their security posture and track progress toward remediation.

What are the key features of Veracode?

Static Analysis (SAST) - Scans source code for vulnerabilities before deployment.
Dynamic Analysis (DAST) - Examines applications in a running state to detect flaws in real-time.
Software Composition Analysis (SCA) - Identifies risks in open-source libraries and third-party components.
Manual Penetration Testing - Offers expert analysis for more complex vulnerabilities.
Integrations with DevOps tools - Seamlessly integrates with CI/CD pipelines for automated security checks.

What benefits should users consider in Veracode reviews?

Early detection of vulnerabilities - Helps developers fix security issues early in the development process.
Scalability - Supports organizations with large-scale application portfolios.
Compliance support - Ensures applications meet various security standards and regulations.
Developer training - Provides tools for educating developers on secure coding practices.
Comprehensive reporting - Offers detailed reports that track remediation and risk trends.

Veracode is widely adopted in industries like finance, healthcare, and government, where compliance and security are critical. It helps these organizations maintain strict security standards while enabling rapid development through its integration with Agile and DevOps methodologies.

Veracode helps businesses secure their applications efficiently, ensuring they can deliver safe and compliant software at scale.

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.