Page 24 | Compare Business Software for Python: November 2025 Reviews & Comparison

Typora

Typora gives you a seamless experience as both a reader and a writer. It removes the preview window, mode switcher, syntax symbols of markdown source code, and all other unnecessary distractions. Instead, it provides a real live preview feature to help you concentrate on the content itself. Typora allows you to manage your files easily, providing both file tree panel and articles (file list) side panel, allows you to manage your files easily. Organize your files your way, including putting in sync services, like Dropbox or iCloud. Automatically see the Outline structure of your documents in outline panel, which allows you to quickly go through the document and jump to any section with one click. Export to PDF with bookmarks. Go further and export or import. More formats, including docx, OpenOffice, LaTeX, MediaWiki, Epub, etc, can be exported or imported. See how large your document is in words, characters, lines, or reading minutes.

View Software

Intel Tiber AI Studio

Intel

Intel® Tiber™ AI Studio is a comprehensive machine learning operating system that unifies and simplifies the AI development process. The platform supports a wide range of AI workloads, providing a hybrid and multi-cloud infrastructure that accelerates ML pipeline development, model training, and deployment. With its native Kubernetes orchestration and meta-scheduler, Tiber™ AI Studio offers complete flexibility in managing on-prem and cloud resources. Its scalable MLOps solution enables data scientists to easily experiment, collaborate, and automate their ML workflows while ensuring efficient and cost-effective utilization of resources.

View Software

CLion

JetBrains

Who wouldn’t like to code at the speed of thought while the IDE does all the mundane development tasks for them? But is that really possible for a tricky language like C++, what with its modern standards and heavily templated libraries? Why, yes, yes it is! See it to believe it. Generate tons of boilerplate code instantly. Override and implement functions with simple shortcuts. Generate constructors and destructors, getters and setters, and equality, relational, and stream output operators. Wrap a block of code with a statement, or generate a declaration from a usage. Create custom live templates to reuse typical code blocks across your code base to save time and maintain a consistent style. Rename symbols; inline a function, variable, or macro; move members through the hierarchy; change function signatures; and extract functions, variables, parameters, or a typedef.

Starting Price: $8.90 per month

View Software

pytest

pytest helps you write better programs. The pytest framework makes it easy to write small tests, yet scales to support complex functional testing for applications and libraries. Due to pytest’s detailed assertion introspection, only plain assert statements are used. Detailed info on failing assert statements. Auto-discovery of test modules and functions. Modular fixtures for managing small or parametrized long-lived test resources. Can run unittest (including trial) and nose test suites out of the box. Supports Python 3.6+ and PyPy 3. Rich plugin architecture, with over 315+ external plugins and thriving community. The maintainers of pytest and thousands of other packages are working with Tidelift to deliver commercial support and maintenance for the open source dependencies you use to build your applications. Save time, reduce risk, and improve code health, while paying the maintainers of the exact dependencies you use.

View Software

Visplore

Visplore is a plug-and-play software solution for rapid advanced analytics of process and asset data. Easy-to-use visualization and automated analytics provide process and maintenance engineers with answers for data-driven decision-making. Increase the speed and value of data analytics by 10x – 100x and master the digital transformation with your subject-matter experts. Highlights: - Work with millions of data records without delay (zooming etc.). - Select, cleanse, label and export data interactively - Connect with Python, R, Matlab, CSV, databases and OSISoft PI to get started in 1 minute.

View Software

IntelliCode

Microsoft

Visual Studio IntelliCode: AI-assisted development. IntelliCode saves you time by putting what you’re most likely to use at the top of your completion list. IntelliCode recommendations are based on thousands of open source projects on GitHub each with over 100 stars. When combined with the context of your code, the completion list is tailored to promote common practices. IntelliCode isn’t limited to statement completion. Signature help also recommends the most likely overload for your context. IntelliCode can provide recommendations based on your code and seamlessly share them across your team. With this preview feature, you can build a team model to provide recommendations on code that isn’t in the open source domain, such as methods on your own utility classes or domain specific library calls. Integrate our build task into your pipeline to keep your team completions up to date with repository changes.

View Software

Spyder

Spyder’s multi-language editor integrates a number of powerful tools right out of the box for an easy to use, efficient editing experience. The editor’s key features include syntax highlighting (pygments); real-time code and style analysis (pyflakes and pycodestyle); on-demand completion, calltips and go-to-definition features (rope and jedi); a function/class browser, horizontal and vertical splitting, and much more. The IPython console allows you to execute commands and interact with data inside IPython interpreters. The variable explorer allows you to interactively browse and manage the objects generated running your code. It shows the namespace contents (including all global objects, variables, class instances and more) of the currently selected IPython console session, and allows you to add, remove, and edit their values through a variety of GUI-based editors.

View Software

GroupBy

GroupBy Inc.

Founded in 2013, GroupBy is an eCommerce Search and Product Discovery SaaS technology provider that powers some of the largest B2B and B2C brands. GroupBy’s AI-first composable platform is bringing next-generation search technology to retailers worldwide, helping to bridge the gap between consumer and merchant. Powered by Google Cloud Vertex AI Search for Retail, the headless eCommerce platform consists of Data Enrichment, Search and Recommendations, Merchandising, and Analytics and Reporting providing eCommerce merchants with access to a powerhouse of products and services designed to enhance the digital customer experience. Built on AI fundamentals, the GroupBy platform is transforming eCommerce merchandising from rule-based to revenue-generating, optimizing productivity and efficiencies, and reducing time to market - allowing retailers, wholesalers and distributors to focus on business strategic initiatives that drive revenue.

View Software

Klocwork

Perforce

Klocwork static code analysis and SAST tool for C, C++, C#, Java, and JavaScript identifies software security, quality, and reliability issues helping to enforce compliance with standards. Built for enterprise DevOps and DevSecOps, Klocwork scales to projects of any size, integrates with large complex environments, a wide range of developer tools, and provides control, collaboration, and reporting for the entire enterprise. This has made Klocwork the preferred static analyzer that keeps development velocity high while enforcing continuous compliance for security and quality. Use Klocwork static application security testing (SAST) for DevOps (DevSecOps). Our security standards identify security vulnerabilities, helping to find and fix security issues early and proving compliance to internationally recognized security standards. Klocwork integrates with CI/CD tools, containers, cloud services, and machine provisioning making automated security testing easy.

View Software

ActiveState

ActiveState delivers Intelligent Remediation for vulnerability management, which enables DevSecOps teams to not only identify vulnerabilities in open source packages, but also to automatically prioritize, remediate, and deploy fixes into production without breaking changes, ensuring that applications are truly secured. Existing tools overwhelm DevSecOps teams with excessive vulnerability data, false positives, and a lack of prioritization, often leading to inaction and increased exposure to exploits. ActiveState’s solution provides your DevSecOps with a comprehensive view of open source vulnerability status across your application portfolio, enabling them to prioritize the vulnerabilities that matter, assess the risk of updates, and choose recommended remediation paths. The ActiveState platform centers on open source languages packaged as runtimes that can be deployed in various form factors. Low-to-no CVE container images are also available for plug-in and play needs.

View Software

NVU

A complete web authoring system for Linux Desktop, Microsoft Windows and Macintosh users to rival programs like FrontPage and Dreamweaver. Nvu (pronounced N-view, for a "new view") makes managing a website a snap. Now anyone can create web pages and manage a website with no technical expertise or knowledge of HTML. Nvu and KompoZer are free, open-source solutions, and are community-supported. If you are having a problem with Nvu or KompoZer, then visit and look for help. NVU 1.0, released in June 2005, is the last official release that you will find at most download sites, however, it isn't the newest or best version of the Nvu software. An unofficial bugfix/update called "KompoZer" is available here. KompoZer is not a cure-all for all the bugs in NVU 1.0, but it does fix some of the major annoyances. If you use NVU 1.0 and it works for you, stick with it. But if you run into problems, give KompoZer a try and see if it helps.

View Software

DroidEdit

Take your work everywhere. Code while you're waiting for the bus or when you're relaxing in a nice beach. Edit your files directly from the cloud. DroidEdit works with Dropbox, Drive, Box, (S)FTP servers and Git. More file providers coming shortly. Syntax highlighting for almost 200 different programming languages. Don't rush to your office if you receive an emergency call asking you to change some code. Just pick your mobile phone and edit everything you need. Checkout, edit, commit and push directly from your phone or tablet. Some developers prefer dark backgrounds, others can only code on paper white screens. To each his own. Use one of the many provided themes for syntax highlighting. If you don't like any, create your own. Expand simple expressions into full fledged HTML code automagically using Emmet.

Starting Price: Free

View Software

Tornado Web Server

Tornado

Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed. By using non-blocking network I/O, Tornado can scale to tens of thousands of open connections, making it ideal for long polling, WebSockets, and other applications that require a long-lived connection to each user. Tornado is different from most Python web frameworks. It is not based on WSGI, and it is typically run with only one thread per process. While some support of WSGI is available in the tornado.wsgi module, it is not a focus of development and most applications should be written to use Tornado’s own interfaces (such as tornado.web) directly instead of using WSGI. In general, Tornado code is not thread-safe. Tornado is integrated with the standard library asyncio module and shares the same event loop (by default since Tornado 5.0). In general, libraries designed for use with asyncio can be mixed freely with Tornado.

View Software

Sonatype SBOM Manager

Sonatype

Sonatype SBOM Manager is a comprehensive solution for creating, managing, and monitoring Software Bills of Materials (SBOMs), ensuring compliance with global regulations and strengthening the security of your software supply chain. It supports the generation and analysis of SBOMs in CycloneDX and SPDX formats, integrating with both third-party software and internal applications. SBOM Manager automates vulnerability scanning, tracks software components, and alerts teams to security risks, making it easier to meet regulatory requirements. With advanced features like real-time monitoring, customizable reporting, and continuous security updates, SBOM Manager helps organizations proactively manage open-source risks and improve software security posture.

View Software

SonarQube for IDE

SonarSource

Easy to use, no configuration needed — just install from your favorite IDE marketplace and continue to code while SonarQube for IDE (formerly SonarLint) does its job. Your current linting tools may come with overhead – specialized tools for languages or longer setup and config time. With SonarQube for IDE, you can settle on a single solution to address your Code Quality and Code Security issues. We have you covered with hundreds of unique, language-specific rules to catch Bugs, Code Smells, and Security Vulnerabilities right in the IDE, as you code. From dangerous regex patterns to non-compliant coding standards, SonarQube for IDE is your true confidante in delivering error-free code. With an intelligent tool by your side, your mistakes are only visible to you so you can understand them, quickly remediate them, and learn along the way.

View Software

TotalView

Perforce

TotalView debugging software provides the specialized tools you need to quickly debug, analyze, and scale high-performance computing (HPC) applications. This includes highly dynamic, parallel, and multicore applications that run on diverse hardware — from desktops to supercomputers. Improve HPC development efficiency, code quality, and time-to-market with TotalView’s powerful tools for faster fault isolation, improved memory optimization, and dynamic visualization. Simultaneously debug thousands of threads and processes. Purpose-built for multicore and parallel computing, TotalView delivers a set of tools providing unprecedented control over processes and thread execution, along with deep visibility into program states and data.

View Software

DataWorks

Alibaba Cloud

DataWorks is a Big Data platform product launched by Alibaba Cloud. It provides one-stop Big Data development, data permission management, offline job scheduling, and other features. DataWorks works straight ‘out-the-box’ without the need to worry about complex underlying cluster establishment and operations & management. You can drag and drop nodes to create a workflow. You can also edit and debug your code online, and ask other developers to join you. Supports data integration, MaxCompute SQL, MaxCompute MR, machine learning, and shell tasks. Supports task monitoring and sends alarms when errors occur to avoid service interruptions. Runs millions of tasks concurrently and supports hourly, daily, weekly, and monthly schedules. DataWorks is the best platform for building big data warehouses and provides comprehensive data warehousing services. DataWorks provides a full solution for data aggregation, data processing, data governance, and data services.

View Software

Constructor Proctor

Constructor Tech

Constructor Proctor is an innovative solution for end-customers and edtech companies. It seamlessly integrates advanced technologies, prioritizes assessment integrity, and offers a flexible tool to enhance learning and expand educational opportunities. Exam integrity: * Full set of proctoring modes supported * Control processes, VMs, and devices with the Secure Browser * Observe test-taker activity with the camera and desktop recordings * Gain fuller understanding of test-taker activity with the side-view camera or smartphone Scalability: * Up to 50K exams concurrently * Up to 150 test-takers per proctor in live mode * Unlimited test duration (confirmed for 72 hours) * Multiscreen support Flexibility: * Support desktop and mobile user devices * Process and store data in any region Powerful AI: * Biometric identification * Face detection and gaze direction * Voice detection and speech recognition * Device detection * Proprietary scoring algorithm

View Software

Shoreline

Shoreline.io

Shoreline is the Cloud Reliability platform — the only platform that lets DevOps engineers build automations in an afternoon, and fix issues forever. Shoreline reduces on-call complexity by running across clouds, Kubernetes clusters, and VMs allowing operators to manage their entire fleet as if it were a single box. Debugging and repairing issues is easy with advanced tooling for your best SREs, automated runbooks for the broader team, and a platform that makes building automations 30X faster. Shoreline does the heavy lifting, setting up monitors and building repair scripts, so that customers only need to configure them for their environment. Shoreline’s modern “Operations at the Edge” architecture runs efficient agents in the background of all monitored hosts. Agents run as a DaemonSet on Kubernetes or an installed package on VMs (apt, yum). The Shoreline backend is hosted by Shoreline in AWS, or deployed in your AWS virtual private cloud.

View Software

JFrog

Fully automated DevOps platform for distributing trusted software releases from code to production. Onboard DevOps projects with users, resources and permissions for faster deployment frequency. Fearlessly update with proactive identification of open source vulnerabilities and license compliance violations. Achieve zero downtime across your DevOps pipeline with High Availability and active/active clustering for your enterprise. Control your DevOps environment with out-of-the-box native and ecosystem integrations. Enterprise ready with choice of on-prem, cloud, multi-cloud or hybrid deployments that scale as you grow. Ensure speed, reliability and security of IoT software updates and device management at scale. Create new DevOps projects in minutes and easily onboard team members, resources and storage quotas to get coding faster.

Starting Price: $98 per month

View Software

Phylum

Phylum defends applications at the perimeter of the open-source ecosystem and the tools used to build software. Its automated analysis engine scans third-party code as soon as it’s published into the open-source ecosystem to vet software packages, identify risks, inform users and block attacks. Think of Phylum like a firewall for open-source code. Phylum’s database of open-source software supply chain risks is the most comprehensive and scalable offering available, and can be deployed throughout the development lifecycle depending on an organization’s infrastructure and appsec program maturity: in front of artifact repository managers, directly with package managers or in CI/CD pipelines. The Phylum policy library allows users to toggle on the blocking of critical vulnerabilities, attacks like typosquats, obfuscated code and dependency confusion, copyleft licenses, and more. Users can also leverage OPA to create custom policies.

View Software

CodeFactor

Get a glance at code quality for the whole project, recent commits, and the most problematic files. CodeFactor will track new and fixed issues for every commit and pull request. CodeFactor will try to show the most critical issues first based on issue code size, file change frequency, and file size so you can start fixing only what's important. Create and track issues or comments directly from code files or project issues pages. CodeFactor will update the status for GitHub or Bitbucket pull requests as well. CodeFactor allows you to toggle inspection for any repository branch on the fly. CodeFactor integrates with Slack to send code quality notifications for every commit in a branch or pull request. To install, go to the repository settings page. Straightforward pricing based on private repository number. Plain and simple with no hidden fees. Seamless integration into your workflow.

Starting Price: $19 per month

View Software

Sider Scan

Sider Scan is a lightning-fast duplicate code detection tool for software developers that finds and continuously monitors problems with code duplication. GitLab CI/CD, GitHubActions, Jenkins & CircleCI® integration. Installation using a Docker image. Easy team sharing of the analysis details. Continuous and fast analysis that runs in the background. Dedicated product support via email and phone. Sider Scan enhances long-term code quality and maintenance processes with in-depth duplicate code analysis. It's designed to complement other analysis tools, helping teams to produce cleaner code, and supporting continuous delivery. Sider finds duplicate blocks of code in your project and groups them. For each pair of duplicates, a diff library is created and pattern analyses are initiated to determine if there are any problems. This is referred to as the 'pattern' method of analysis. Time-series analysis is only possible when the scan is consistently run at regular intervals.

View Software

WEBDEV

Windev

Responsive web design, WEBDEV allows you to easily develop Internet and Intranet sites and applications (WEB & SaaS) to manage data and processes. WEBDEV also generates PHP. WINDEV supports all databases. WEBDEV also supports all the databases that use ODBC drivers or OLEDB providers. The WINDEV, WEBDEV and WINDEV Mobile environments are compatible and share project elements. It has never been easier to build multi-target applications. The developer can focus on key business requirements, and not on the code, applications can finally meet your needs. Up to 20 times less code, develop applications in no time! Shorter time to market, allows you to gain market share. Software is easier to develop and improved reliability. Complete application RAD generator for PC, web, and mobile, template creation (patterns, inheritance & MVP). The ease of use and speed that allow you to develop and realize even your most ambitious projects.

Starting Price: $1,703 one-time payment

View Software

imageio

Imageio is a Python library that provides an easy interface to read and write a wide range of image data, including animated images, volumetric data, and scientific formats. It is cross-platform, runs on Python 3.5+, and is easy to install. Imageio is written in pure Python, so installation is easy. Imageio works on Python 3.5+. It also works on Pypy. Imageio depends on Numpy and Pillow. For some formats, imageio needs additional libraries/executables (e.g. ffmpeg), which imageio helps you to download/install. If something doesn’t work as it should, you need to know where to search for causes. The overview on this page aims to help you in this regard by giving you an idea of how things work, and - hence - where things may go sideways.

Starting Price: Free

View Software

IMSL

Perforce

Enhance performance and save development time with IMSL numerical libraries. Achieve your strategic objectives using IMSL's build tools. Model regression, make decision trees, establish neural networks, and forecast time series with your IMSL library. Rigorously tested and proven for decades across all industries, the IMSL C Numerical Library gives companies a dependable, high-ROI solution for building cutting-edge analytics tools. From data mining and forecasting, to advanced statistical analysis, the IMSL C Numerical Library can help teams quickly add sophisticated functionality to analytic applications. The IMSL C library makes integration and deployment easy. Enjoy easy migrations, support for common platforms and platform combinations, and no added infrastructure on embed in databases or applications.

View Software

Dyndrite Application Development Kit (ADK)

Dyndrite

Unleash the power of your hardware with the elegant software you control. Develop bespoke applications that speed development and achieve a successful first print as quickly as possible. Unlock the full potential of the machine by overcoming process challenges. Dyndrite’s Development Kit (ADK) contains all the tools necessary to make a software application customized to your unique machine, process, and user experience. Whether you are just starting your machine builder journey or have thousands of machines deployed, the Dyndrite ADK gives your software team superpowers while allowing them to focus on what differentiates your hardware or process, no need to reinvent the wheel. Let Dyndrite power your additive software. The Dyndrite ADK is a powerful tool in both the R&D and commercialization phases. Dyndrite offers flexible business models and licensing options and is start-up friendly.

View Software

YAML

YAML: YAML Ain't Markup Language. YAML is a human-friendly data serialization language for all programming languages.

Starting Price: Free

View Software

Tecton

Deploy machine learning applications to production in minutes, rather than months. Automate the transformation of raw data, generate training data sets, and serve features for online inference at scale. Save months of work by replacing bespoke data pipelines with robust pipelines that are created, orchestrated and maintained automatically. Increase your team’s efficiency by sharing features across the organization and standardize all of your machine learning data workflows in one platform. Serve features in production at extreme scale with the confidence that systems will always be up and running. Tecton meets strict security and compliance standards. Tecton is not a database or a processing engine. It plugs into and orchestrates on top of your existing storage and processing infrastructure.

View Software

Coiled

Coiled is enterprise-grade Dask made easy. Coiled manages Dask clusters in your AWS or GCP account, making it the easiest and most secure way to run Dask in production. Coiled manages cloud infrastructure for you, deploying on your AWS or Google Cloud account in minutes. Giving you a rock-solid deployment solution with zero effort. Customize cluster node types to fit your analysis needs. Run Dask in Jupyter Notebooks with real-time dashboards and cluster insights. Create software environments easily with customized dependencies for your Dask analysis. Enjoy enterprise-grade security. Reduce costs with SLAs, user-level management, and auto-termination of clusters. Coiled makes it easy to deploy your cluster on AWS or GCP. You can do it in minutes, without a credit card. Launch code from anywhere, including cloud services like AWS SageMaker, open source solutions, like JupyterHub, or even from the comfort of your very own laptop.

Starting Price: $0.05 per CPU hour

View Software

Business Software for Python - Page 24

Top Software that integrates with Python as of November 2025 - Page 24

Typora

Intel Tiber AI Studio

CLion

pytest

Visplore

IntelliCode

Spyder

GroupBy

Klocwork

ActiveState

NVU

DroidEdit

Tornado Web Server

Sonatype SBOM Manager

SonarQube for IDE

TotalView

DataWorks

Constructor Proctor

Shoreline

JFrog

Phylum

CodeFactor

Sider Scan

WEBDEV

imageio

IMSL

Dyndrite Application Development Kit (ADK)

YAML

Tecton

Coiled