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: April 2026).

PyCharm vs. Veracode

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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

5th

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

207

Ranking in other categories

Application Security Tools (3rd), Static Application Security Testing (SAST) (3rd), Container Security (10th), Software Composition Analysis (SCA) (2nd), Dynamic Application Security Testing (DAST) (1st), Application Security Posture Management (ASPM) (1st)

Mindshare comparison

As of May 2026, in the Static Code Analysis category, the mindshare of PyCharm is 2.3%, up from 0.3% compared to the previous year. The mindshare of Veracode is 12.2%, down from 27.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Static Code Analysis Mindshare Distribution
Product	Mindshare (%)
Veracode	12.2%
PyCharm	2.3%
Other	85.5%

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

"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 is saving me time and money in general."

"It is an excellent, fully integrated IDE with smart code analysis capability and a built-in debugger."

"The product's IDE feature is quite user-friendly."

"The solution provides a good comprehensive debugging feature that I like and which is easy to use."

"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."

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

More PyCharm pros

"For our rapid, secure DevOps cycle, we have integration of the Vericode API into our build tool, and Greenlight into our IDE."

"The static code analyzer portion is adequate."

"The most important features, I would say, are the scanning abilities and the remediation abilities within the product. Scanning because, obviously, we want to make sure that our application code is flaw-free. And the remediation tools are helpful to the developers to help them track and manage their flaws."

"I found the solution pretty straightforward, and I'm not terribly technical."

"Veracode is a very good tool, especially from a compliance standpoint."

"The most valuable features of Veracode Static Analysis are its ability to work with GitLab and GitHub so that you can do the reviews and force the code."

"Considering that in my project, we are mostly using Software Composition Analysis as a part of Static Code Analysis, for me, the main part is reporting and highlighting necessary vulnerabilities. Veracode platform has a rather good database of different vulnerabilities in different libraries and different sources. So, finding vulnerabilities in third-party libraries is the main feature of Software Composition Analysis that we use. It is the most important feature for us."

"On the whole, Veracode has improved the quality of our code and the end product."

More Veracode pros

Cons

"There should be support for the RUST plugin in the Community edition for debugging."

"The refactor facility in PyCharm is not on par with the refactor facility in IntelliJ. It could be improved since IntelliJ offers many more options for refactoring."

"The navigation can be better."

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

"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."

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

"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."

"They give some functionality to use Python Notebook, but it's not great."

More PyCharm cons

"It should include more informational, low level, vulnerability summaries and groupings. Large related groups of low level vulnerabilities may amount to a design flaw or another avenue for attack."

"The scanning is a little slow, but other than that it's fine."

"The scanning process for records could be faster and there is room for improvement in Veracode's performance."

"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."

"Mitigation review isn't always super easy."

"It needs better APIs, reporting that I can easily query through the APIs and, preferably, a license model that I can predict."

"Mitigation review isn't always super easy."

"Sometimes, I get feedback from a developer saying, "They are scanning a Python code, but getting feedback around Java code." While the remediation and guidelines are there, improvement is still required, e.g., you won't get the exact guidelines, but you can get some sort of a high-level insights."

More Veracode cons

Pricing and Cost Advice

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

"I use the free community version, so I'm saving money there."

"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."

"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."

"I found Veracode very expensive, though I'm not the person paying for it. I was surprised to find out how much the subscription costs and that the executive board approved it, but it was a no-brainer because now my company has better security scans."

"The pricing and licensing are reasonable, and relatively straightforward, and different licensing and subscription models are available."

"Depending on the number of users, my company makes payments toward the solution's licensing costs."

"It has good, fair licensing. If the price could depend on the scope of its scanning or the languages supported, then that would be better."

"I'm unfamiliar with the solution's pricing, but it must be worth the cost from a company perspective, as we have been using it for years and have no plans to move away from it."

"Compared to the typical software composition analysis solutions, Veracode is not so costly, although the static analysis part of it is a little costlier."

"Aside from the standard licensing fees, we also have to pay for a competent Success Manager."

"Costs are reasonable. No special infrastructure is required and the license model is good."

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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893,164 professionals have used our research since 2012.

Top Industries

By visitors reading reviews

Performing Arts

13%

Marketing Services Firm

12%

University

12%

Manufacturing Company

Financial Services Firm

16%

Manufacturing Company

11%

Computer Software 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 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 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

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Product Reports

PyCharm

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Also Known As

No data available

Crashtest Security , Veracode Detect

Overview

PyCharm is a powerful IDE designed for Python development, offering intelligent code analysis, seamless GitHub integration, and extensive support for frameworks like Django and Flask. Ideal for both beginners and professionals, it enhances coding efficiency and supports complex programming tasks.

PyCharm provides an integrated development environment that supports robotics, scientific computing, and machine learning. It features a built-in debugger and powerful AI-driven code completion, facilitating rapid prototyping and debugging. While it excels in many areas, users note challenges regarding system resource consumption and memory efficiency. Despite its pricing model, PyCharm remains a preferred choice for Python projects, thanks to its robust feature set and intuitive design.

What are PyCharm's key features?

Intelligent Code Analysis: Detects errors and suggests corrections in real-time.
Built-in Debugger: Offers a powerful tool for debugging complex code seamlessly.
Seamless GitHub Integration: Simplifies version control and collaboration.
Robust AI Features: Enhances productivity with AI-driven code completion.
Extensive Plugin Support: Customizes the environment for specific needs.

What benefits should users look for in reviews?

Enhanced Productivity: Streamlines coding with features like context-aware code completion.
Support for Scientific Libraries: Provides efficiency in projects involving data processing and machine learning.
Integration Capabilities: Works well with tools like Grafana, Coverity, and Pylint.

In scientific fields, PyCharm aids data scientists and engineers with machine learning and algorithm optimization. Its support for Python frameworks and integration with other tools make it suitable for projects in robotics and data processing. Users often pair it with Visual Studio for tasks outside Python development.

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.

PyCharm vs. Veracode