Page 7 | Compare Business Software for Python: November 2025 Reviews & Comparison

AnyChart

AnyChart is an award-winning, flexible JavaScript (HTML5) charting library designed to cover all your needs in data visualization across platforms. Create interactive, beautiful charts, maps, and dashboards for any web, mobile, or standalone project. Designed for developers and businesses alike, AnyChart offers massive out-of-the-box capabilities, supporting 90+ chart types — from line and bar charts to Gantt charts, stock charts, and geospatial visualizations. It easily integrates with any technology stack and connects to any data source. Whether enhancing reports, embedding dashboards into SaaS or on-premises systems, or building entirely new solutions, AnyChart delivers flexibility, simplicity, and powerful results fast. Fully customizable and responsive, it ensures your visuals look great on any device. Trusted by Fortune 500 companies and thousands of developers worldwide. Start creating professional charts, maps, and dashboards with ease — download AnyChart JS today!

Starting Price: $49

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SecureStack

With triggers in your CI/CD pipeline, SecureStack can check for common security issues and stop those issues from getting into your applications. SecureStack embeds security automatically with every git push. We built our technology to test every facet of your application security looking for things like missing security controls, are you using encryption correctly; we test the efficacy of your WAF and are your cloud-native components secure and more than 250 other data points. All of that was delivered in less than 60 seconds. See what a hacker can see when they view your applications. Test and compare your development, staging and production environments to quickly find critical differences and understand ways to fix high-priority defects. We help you decompose your web application so you are aware of all the resources your app is using behind the scenes.

Starting Price: $500/mo

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Ably

Ably is the definitive realtime experience platform. We power more WebSocket connections than any other pub/sub platform, serving over a billion devices monthly. Businesses like HubSpot, NASCAR and Webflow trust us to power their critical applications - reliably, securely and at serious scale. Ably’s products place composable realtime in the hands of developers. Simple APIs and SDKs for every tech stack, enable the creation of a host of live experiences - including chat, collaboration, notifications, broadcast and fan engagement. All powered by our scalable infrastructure.

Starting Price: $49.99/month

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CodeScene

CodeScene is a code analysis, visualization, and reporting tool. Cross reference contextual factors such as code quality, team dynamics, and delivery output to get actionable insights to effectively reduce technical debt and deliver better code quality. We enable software development teams to make confident, data-driven decisions that fuel performance and developer productivity. Supporting 28+ programming languages, CodeScene also offers an automated integration with GitHub, BitBucket, Azure DevOps or GitLab pull requests to incorporate the analysis results into existing delivery workflows. Automate your code reviews, get early warnings and recommendations about complex code before merging it to the main branch and set quality gates to trigger in case your code health declines.

Starting Price: €18 per active author/month

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OpenCage Geocoding API

OpenCage

Hundreds of satisfied customers worldwide, tens of millions of requests per day. Here today, here tomorrow. Funded by customers, not VCs - since 2013. Redundant EU data centers, fully GDPR compliant. Independently monitored uptime All API requests via 256-bit SSL encryption (HTTPS). Responsive customer support. Ask us anything. Proud corporate member of the OpenStreetMap Foundation. Great product. Many open gecoders behind a single API. Most permissive licensing in the industry. Cache results as long as you like. No vendor lock-in, display results on ANY map. Worldwide coverage. Continual updates - OpenStreetMap has over four million edits/day. Avoid the stress and on-going costs of maintaining your own system Easy setup: Tutorials and SDKs for over 30 different programming languages. We add useful info like timezones, calling codes, FIPS codes, speed limits, currency, what3words, sunrise/sunset, etc to save you engineering time.

Starting Price: $50 per month

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YAG-Suite

YAGAAN

The YAG-Suite is a French made innovative tool which brings SAST one step beyond. Based on static analysis and machine learning, YAGAAN offers customers more than a source code scanner : it offers a smart suite of tools to support application security audits as well as security and privacy by design DevSecOps processes. Beyond classic vulnerability detection, the YAG-Suite focuses the team attention on the problems that really matter in their business context, it supports developers in their understanding of the vulnerability causes and impacts. Its contextual remediation support them in fixing efficiently the problems while improving their secure coding skills. Additionally, YAG-Suite's unprecedented 'code mining' support security investigations of an unknown application with mapping all relevant code features and security mechanisms and offers querying capabilities to search for 0-days or non automatically detectable risks. PHP, Java and Python are supported. JS, C/C++ coming soon

Starting Price: From €500/token or €150/mo

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DecisionRules

Epptec

DecisionRules is a type of rules engine solution designed to help businesses automate complex decision-making processes in real time. This innovative platform empowers organizations to streamline operations, enhance efficiency, and make data-driven decisions swiftly and effectively. By leveraging advanced algorithms and customizable rules, DecisionRules enables users to optimize various business functions, from customer targeting to pricing strategies. In essence, DecisionRules stands out in its category by offering a robust, scalable solution that transforms how businesses approach decision-making. With its real-time processing capabilities, seamless integration, and focus on user empowerment, DecisionRules is not just a tool; it is a strategic partner that enables organizations to think faster, act smarter, and achieve their goals with confidence.

Starting Price: 0

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Mailtrap

Railsware

Mailtrap is an email delivery platform for developers and product teams, providing a flexible RESTful API and SMTP service to send emails at scale. The platform is built with a focus on high inboxing rates, fast delivery, and 24/7 technical support from deliverability experts. Mailtrap ensures 99.99% uptime with dedicated IPs, auto warm-up, and sender reputation protection. Developers can integrate quickly using SDKs for major languages (Python, Ruby, PHP, etc.) and manage high-volume sending with a customizable API. The platform provides industry-best analytics with helicopter-view dashboards to monitor key metrics and 30-day logs for easy debugging. Trusted by over 150,000 monthly active users including Yelp, PayPal, Atlassian, and Adobe.

Starting Price: $15/month

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LoginID

With just a few lines of code, LoginID enables websites and apps to integrate FIDO/FIDO2 certified multi-factor authentication via our easy to use SDKs and APIs. Our platform leverages the biometrics on the end user's device to create a private key, public key pair that allows for seamless strong customer authentication. No app installation is required and the private key is stored securely on the end user's device, never leaving. Additionally, LoginID offers Transaction Confirmation, where a transaction can be cryptographically signed providing proof of the user’s confirmation of that specific transaction, which is perfect for merchants who want payment authentication services. LoginID is aligned with PSD2, GDPR, CCPA, and HIPPA. We have SDKs for iOS, Android, React-Native, Web, Python, Java, and Node as well as a WordPress Plugin.

Starting Price: Free

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Contrast Security

Modern software development must match the speed of the business. But the modern AppSec tool soup lacks integration and creates complexity that slows software development life cycles. Contrast simplifies the complexity that impedes today’s development teams. Legacy AppSec employs a one-size-fits-all vulnerability detection and remediation approach that is inefficient and costly. Contrast automatically applies the best analysis and remediation technique, dramatically improving efficiencies and efficacy. Separate AppSec tools create silos that obfuscate the gathering of actionable intelligence across the application attack surface. Contrast delivers centralized observability that is critical to managing risks and capitalizing on operational efﬁciencies, both for security and development teams. Contrast Scan is pipeline native and delivers the speed, accuracy, and integration demanded by modern software development.

Starting Price: $0

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Checkov

Prisma Cloud

Verify changes to hundreds of supported resource types in all major cloud providers. Scan cloud resources in build-time for misconfigured attributes with a simple Python policy-as-code framework. Analyze relationships between cloud resources using Checkov’s graph-based YAML policies. Execute, test, and modify runner parameters in the context of a subject repository CI/CD and version control integrations. Extend Checkov to define your own custom policies, providers, and suppressions terms. Prevent misconfigurations from being deployed by embedding it into existing developer workflows. Enable automated pull/merge request annotations on your repositories without having to build a CI pipeline or run scheduled checks. The Bridge crew platform will automatically scan new pull requests and annotate them with comments for any policy violations discovered.

Starting Price: Free

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Ray

Anyscale

Develop on your laptop and then scale the same Python code elastically across hundreds of nodes or GPUs on any cloud, with no changes. Ray translates existing Python concepts to the distributed setting, allowing any serial application to be easily parallelized with minimal code changes. Easily scale compute-heavy machine learning workloads like deep learning, model serving, and hyperparameter tuning with a strong ecosystem of distributed libraries. Scale existing workloads (for eg. Pytorch) on Ray with minimal effort by tapping into integrations. Native Ray libraries, such as Ray Tune and Ray Serve, lower the effort to scale the most compute-intensive machine learning workloads, such as hyperparameter tuning, training deep learning models, and reinforcement learning. For example, get started with distributed hyperparameter tuning in just 10 lines of code. Creating distributed apps is hard. Ray handles all aspects of distributed execution.

Starting Price: Free

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SOOS

Industry-low pricing for SCA, DAST and SBOM management. SOOS SCA gives you everything you need in an SCA solution for one low price. SOOS DAST integrates into your build pipeline and consolidates DAST test results with SCA vulnerability scans in a single powerful web dashboard. Assembling a comprehensive SBOM from third party software or open source components is easy with SOOS SBOM Manager. Ingest, manage, and continually monitor third party SBOMs. Add SBOMs generated by your in house software developers using SOOS SCA. Use our API to access any of our 54M+ open source SBOMs. SOOS makes it easy to comply with government SBOM regulations and mandates.

Starting Price: $0 per month

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Flawnter

CyberTest

Flawnter helps automate static application security testing to find hidden security and quality bugs at the source. While traditional manual code review is great, Flawnter can help speed up this process while finding bugs you may have missed. Create your own custom Flawnter extensions or download existing ones. Extensions help expand your coverage of the testing to find more bugs. Extensions are easy to implement and gives you access to Flawnter functionality. Flawnter offers simple and flexible pricing that is affordable for any size of organization to improve their application code security and quality. The licensing is based on per user per year but other options are available.

Starting Price: $495

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Codeaid

Scopic

Codeaid is a Free Coding Testing Platform designed to help recruiters and companies hire the best software developers by testing them with robust, everyday projects that show their on-the-job skills. This platform will allow you to evaluate candidates by testing not only specific languages or frameworks but also coding fundamentals and application design concepts while having the most automated test scoring system and the longest duration of tests on the market. Main Features: - In-depth take-home coding test system based on real-world developer workflows and challenges - A unique Git-based testing system that simulates a “real-life” environment - The most precise and granular automated scoring system - A built-in plagiarism checker that accurately detects copied or inauthentic work - Easy cancellation of tests or extension on the challenge time limit - One centralized dashboard for accessing all data from one place ... and so much more!

Starting Price: Free

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Nyckel

Nyckel makes it easy to auto-label images and text using AI. We say ‘easy’ because trying to do classification through complex “we-do-it-all” AI/ML tools is hard. Especially if you’re not a machine learning expert. That’s why Nyckel built a platform that makes image and text classification easy for everyone. In just a few minutes, you can train an AI model to identify attributes of any image or text. Whether you’re sorting through images, moderating text, or needing real-time content labeling, Nyckel lets you build a custom classifier in just 5 minutes. And with our Classification API, you can auto-label at scale. Nyckel’s goal is to make AI-powered classification a practical tool for anyone. Learn more at Nyckel.com.

Starting Price: Free

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Mage

Mage is a tool that transforms your data into predictions. Build, train, and deploy predictive models in minutes. No AI experience required. Increase user engagement by ranking content on your user’s home feed. Increase conversion by showing the most relevant products for a user to buy. Increase retention by predicting which users will stop using your app. Increase conversion by matching users in a marketplace. Data is the most important part in building AI. Mage will guide you through this process with suggestions on how to improve your data, making you an AI expert. AI and its predictions are difficult to understand. Mage explains every metric in-depth, teaching you how your AI model thinks. Get real-time predictions with a few lines of code. Mage makes it easy for you to integrate your AI model in any application.

Starting Price: Free

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Vault Vision

Vault Vision is the leading user authentication platform for modern web and mobile apps, built with privacy-first security and passwordless login convenience for end users. Vault Vision's low code platform enables applications to completely secure user logins on React, Python, Go, Node, Webflow and more. Vault Vision protects end user privacy from password breaches by eliminating use of third-party scripts, sdk's and trackers. Our platform helps application owners increase user login engagement with passwordless application logins powered by mobile passkeys, two factor auth (2FA), multi-factor auth (MFA), face id auth, fingerprint auth, USB key auth, pin based auth, SSO with email, OIDC logins for Apple, Google and Microsoft, and more.

Starting Price: $25/month for 10k users

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Tggl

Tggl was built for teams that need to move fast. Its carefully crafted interface will allow you entire team to change what features are active on your app at any given time. No more lengthy deployment cycles just to push small changes. Since Tggl does not require any technical knowledge, your product team can take decisions on the spot without developers intervention. Tggl makes it easy to manage flags across mobile, web, and even backend applications. Neatly organize your flags into projects and development environments. With Tggl you can manage release dates, enable features for a few handpicked users, for specific countries, or any custom business logic you might have. Randomly show two or more different versions of a feature to your users and see which one performs the best. With Tggl a given user will always see the same version of a feature for a better experience on your app.

Starting Price: €18 per month

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Descope

Descope is a drag-and-drop customer authentication and identity management platform. Our no / low code CIAM solution enables developers to easily create and customize their entire user journey using visual workflows – from authentication and authorization to MFA and federation. Descope also provides a connectors ecosystem with dozens of third-party services for use cases such as identity verification, fraud prevention, risk-based authentication, and identity orchestration. Descope is built on a scalable multi-tenant architecture with high availability that can support advanced enterprise requirements. Customers use Descope to improve their user onboarding with passwordless authentication, enhance security with MFA and step-up controls, and unify customer identities across business properties. Founded in 2022, Descope is backed by Lightspeed and GGV and is a member of the FIDO Alliance.

Starting Price: $0.05 per user per month

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SuperAGI SuperCoder

SuperAGI

SuperAGI SuperCoder is an open-source autonomous system that combines AI-native dev platform & AI agents to enable fully autonomous software development starting with python language & frameworks SuperCoder 2.0 leverages LLMs & Large Action Model (LAM) fine-tuned for python code generation leading to one shot or few shot python functional coding with significantly higher accuracy across SWE-bench & Codebench As an autonomous system, SuperCoder 2.0 combines software guardrails specific to development framework starting with Flask & Django with SuperAGI’s Generally Intelligent Developer Agents to deliver complex real world software systems SuperCoder 2.0 deeply integrates with existing developer stack such as Jira, Github or Gitlab, Jenkins, CSPs and QA solutions such as BrowserStack /Selenium Clouds to ensure a seamless software development experience

Starting Price: Free

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Qwen-7B

Alibaba

Qwen-7B is the 7B-parameter version of the large language model series, Qwen (abbr. Tongyi Qianwen), proposed by Alibaba Cloud. Qwen-7B is a Transformer-based large language model, which is pretrained on a large volume of data, including web texts, books, codes, etc. Additionally, based on the pretrained Qwen-7B, we release Qwen-7B-Chat, a large-model-based AI assistant, which is trained with alignment techniques. The features of the Qwen-7B series include: Trained with high-quality pretraining data. We have pretrained Qwen-7B on a self-constructed large-scale high-quality dataset of over 2.2 trillion tokens. The dataset includes plain texts and codes, and it covers a wide range of domains, including general domain data and professional domain data. Strong performance. In comparison with the models of the similar model size, we outperform the competitors on a series of benchmark datasets, which evaluates natural language understanding, mathematics, coding, etc. And more.

Starting Price: Free

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Peliqan

Peliqan.io is an all-in-one data platform for business teams, startups, scale-ups and IT service companies - no data engineer needed. Easily connect to databases, data warehouses and SaaS business applications. Explore and combine data in a spreadsheet UI. Business users can combine data from multiple sources, clean the data, make edits in personal copies and apply transformations. Power users can use "SQL on anything" and developers can use low-code to build interactive data apps, implement writebacks and apply machine learning. Key Features: - Wide range of connectors: Integrates with over 250+ data sources and applications. Popular connectors: Odoo, Salesforce, Exact Online, Visma, NetSuite, Power BI. - Spreadsheet UI and magical SQL: Explore data in a rich spreadsheet UI. Use Magical SQL to combine and transform data. - Data Activation: Create data apps in minutes. Implement data alerts, distribute custom reports by email (PDF, Excel) , implement Reverse ETL flows.

Starting Price: $199

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Service Objects Email Validation

Service Objects

Our Service Objects Email Validation service seamlessly integrates with web forms and business applications, performing over 50 integrity checks and filters, providing deeper insights into risk and deliverability than any other provider in the industry. Our email validation service performs over 50 checks and verifications and returns a simple pass/fail score that enables you to send emails with confidence, improving deliverability and reducing your bounce rate by up to 90%. With warning flags like bogus, vulgar, disposable, role, misspelling, screamer, honeypot, spam trap, and known complainer, you can identify and automatically remove problematic emails that can damage your sender's reputation. We are the only email validation service to provide up-to-date reputation data for email service providers, ensuring the integrity of your emails. Capture accurate and up-to-date email addresses on your web forms to ensure critical information and marketing communications reach your customers.

Starting Price: $299/month

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Service Objects Reverse Phone Lookup

Service Objects

Our services provide comprehensive insights on customer phone data, including line type, porting information, and the essential feature of identifying connected or disconnected phone numbers for over 600 million US & Canadian landline, VOIP, and mobile numbers. Our expansive database includes more than 382 million residential and 210 million business listings, ensuring the most accurate and current data availability. Validate and format US & Canadian phone numbers while determining connected/disconnected status to help identify fraudulent contacts and increase contact rates. We offer detailed caller information based on the phone number, including name, mailing address, address geo-coordinates, phone type, line type, and date ported, along with connected or disconnected status. With an additional 244 million wireless phone numbers, our software is the most comprehensive reverse phone number lookup service available.

Starting Price: $299/month

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Service Objects Phone Validation

Service Objects

Validate international phone numbers and formats, eliminate fraudulent contacts, and increase contact rates by removing non-reachable phone numbers from your customer contact records. Service Objects Phone Validation offers unparalleled accuracy and breadth of coverage to quickly determine the validity of global phone numbers. Our software includes coverage for 8.6 billion global phone numbers, including 7.3 billion mobile phone numbers, and covers over 250 countries and territories. Phone numbers are standardized according to country-specific formats and receive a quality score that signals if they are valid, helping improve contact rates and support compliance efforts. Service Objects Phone Validation uses multiple, authoritative data sources to return a quality score from 0 to 10 that quickly signals the validity of a phone number. This allows you to be confident that you are only contacting valid phone numbers, which can help you improve customer contact rates.

Starting Price: $299/month

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Service Objects Name Validation

Service Objects

Having the correct name is essential to effectively communicating with a customer or lead. Name Validation performs a 40-step check to help your business weed out bogus and inaccurate names and prevent embarrassing personalization mistakes from being sent to customers and prospects. Your brand has a lot riding on getting your customers' and prospects' names right. Accurate names are key to effective personalization and also an important indicator of fraudulent and bogus web form submissions. Name Validation verifies first and last names using a global database of more than 1.4 million first names and 2.75 million last names, correcting common mistakes and flagging garbage before it enters your database. Our real-time name validation and verification service corrects and then tests against a proprietary database containing millions of consumer names to determine an overall quality score. Your business can use this score to block or deny bogus submissions from entering your sales.

Starting Price: $299/month

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Zed

Zed Industries

Zed is a next-generation code editor designed for high-performance collaboration with humans and AI. Written from scratch in Rust to efficiently leverage multiple CPU cores and your GPU. Integrate upcoming LLMs into your workflow to generate, transform, and analyze code. Chat with teammates, write notes together, and share your screen and project. Multibuffers compose excerpts from across the codebase in one editable surface. Evaluate code inline via Jupyter runtimes and collaboratively edit notebooks. Support for many languages via Tree-sitter, WebAssembly, and the Language Server Protocol. Fast native terminal tightly integrates with Zed's language-aware task runner and AI capabilities. First-class modal editing via Vim bindings, including features like text objects and marks. Zed is built by a global community of thousands of developers. Boost your Zed experience by choosing from hundreds of extensions that broaden language support, offer different themes, and more.

Starting Price: Free

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Oxla

Purpose-built for compute, memory, and storage efficiency, Oxla is a self-hosted data warehouse optimized for large-scale, low-latency analytics with robust time-series support. Cloud data warehouses aren’t for everyone. At scale, long-term cloud compute costs outweigh short-term infrastructure savings, and regulated industries require full control over data beyond VPC and BYOC deployments. Oxla outperforms both legacy and cloud warehouses through efficiency, enabling scale for growing datasets with predictable costs, on-prem or in any cloud. Easily deploy, run, and maintain Oxla with Docker and YAML to power diverse workloads in a single, self-hosted data warehouse.

Starting Price: $50 per CPU core / monthly

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Lapce

Lapdev

Lapce is a cutting-edge, open-source code editor focused on delivering a fast and responsive experience, particularly for developers working with large projects or complex codebases. Written in Rust, Lapce leverages the performance advantages of native development to provide a smooth editing experience with minimal lag. It features a clean, modern interface and advanced functionality such as multi-caret editing, split views, and integrated terminal support. With built-in support for the Language Server Protocol (LSP), Lapce offers precise autocompletion, syntax highlighting, and code navigation across various programming languages, enhancing productivity. Its extensibility, support for plugins, and focus on performance make Lapce ideal for developers looking for a lightweight yet powerful editor that balances simplicity with capability, appealing to both beginners and seasoned professionals.

Starting Price: Free

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Business Software for Python - Page 7

Top Software that integrates with Python as of November 2025 - Page 7

AnyChart

SecureStack

Ably

CodeScene

OpenCage Geocoding API

YAG-Suite

DecisionRules

Mailtrap

LoginID

Contrast Security

Checkov

Ray

SOOS

Flawnter

Codeaid

Nyckel

Mage

Vault Vision

Tggl

Descope

SuperAGI SuperCoder

Qwen-7B

Peliqan

Service Objects Email Validation

Service Objects Reverse Phone Lookup

Service Objects Phone Validation

Service Objects Name Validation

Zed

Oxla

Lapce