Page 27 | Compare Business Software for Python: November 2025 Reviews & Comparison

Chalk

Powerful data engineering workflows, without the infrastructure headaches. Complex streaming, scheduling, and data backfill pipelines, are all defined in simple, composable Python. Make ETL a thing of the past, fetch all of your data in real-time, no matter how complex. Incorporate deep learning and LLMs into decisions alongside structured business data. Make better predictions with fresher data, don’t pay vendors to pre-fetch data you don’t use, and query data just in time for online predictions. Experiment in Jupyter, then deploy to production. Prevent train-serve skew and create new data workflows in milliseconds. Instantly monitor all of your data workflows in real-time; track usage, and data quality effortlessly. Know everything you computed and data replay anything. Integrate with the tools you already use and deploy to your own infrastructure. Decide and enforce withdrawal limits with custom hold times.

Starting Price: Free

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Cloud Custodian

Cloud Custodian enables you to manage your cloud resources by filtering, tagging, and then applying actions to them. The YAML DSL allows the definition of rules to enable well-managed cloud infrastructure that's both secure and cost-optimized. Replace ad-hoc cloud-specific scripts with simpler syntax, and Cloud Custodian will apply those policies to your infrastructure. Custodian supports managing AWS, Azure, and GCP public cloud environments with Kubernetes, Tencent Cloud, and OpenStack support in beta. Custodian can actively enforce security policies by natively integrating with the cloud provider's control plan and remediating in real-time. Includes unified metrics and reporting. Set up off-hours to save money by turning off resources when they're not being used. Garbage collects unused resources by looking into utilization metrics. Easily tag and reap unused resources. Custodian can be run locally, on an instance, or serverless in AWS Lambda.

Starting Price: Free

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Bland AI

Bland is an AI-powered platform that automates phone calls for enterprises, providing highly realistic conversational agents for tasks like sales, scheduling, and customer support. With its self-hosted, end-to-end infrastructure, Bland ensures fast response times, 99.99% uptime, and high security. The platform allows businesses to build custom phone agents that can interact in any language, handle complex workflows, and integrate with existing systems. Bland offers cost-effective, scalable AI solutions for enterprises, ensuring that calls are completed efficiently and in a personalized, natural-sounding manner.

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Uptrace

Uptrace is an OpenTelemetry-based observability platform that helps you monitor, understand, and optimize complex distributed systems. Monitor your entire application stack on one compact and informative dashboard. You get a quick overview for all your services, hosts, and systems. Distributed tracing allows you to see how a request progresses through different services and components, the timing of each operation, any logs and errors as they occur. Metrics allow you to quickly and efficiently measure, visualize, and monitor various operations using percentiles, heatmaps, and histograms. Recover from incidents faster by receiving a notification when your app is down or a performance anomaly is detected. You can monitor everything using the same query language: spans, logs, errors, and metrics.

Starting Price: $100 per month

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AWS Cloud Development Kit (CDK)

Amazon

Use the expressive power of familiar programming languages to define your application resources and accelerate development. Simplify your AWS onboarding by using constructs that preconfigure cloud resources with proven defaults. Design and share reusable components that meet your organization's security, compliance, and governance requirements. Build applications, write runtime code, and define resources without leaving your integrated development environment (IDE). Define your cloud application resources using familiar programming languages. AWS Cloud Development Kit (AWS CDK) accelerates cloud development using common programming languages to model your applications. Develop applications more efficiently using AWS CDK as the main framework to define cloud infrastructure as code. Migrate complex backend infrastructure more efficiently, while integrating with continuous integration and delivery (CI/CD) pipelines.

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Zerve AI

Merging the best of a notebook and an IDE into one integrated coding environment, experts can explore their data and write stable code at the same time with fully automated cloud infrastructure. Zerve’s data science development environment gives data science and ML teams a unified space to explore, collaborate, build, and deploy data science & AI projects like never before. Zerve offers true language interoperability, meaning that as well as being able to use Python, R, SQL, or Markdown all in the same canvas, users can connect these code blocks to each other. No more long-running code blocks or containers, with Zerve enjoying unlimited parallelization at any stage of the development journey. Analysis artifacts are automatically serialized, versioned, stored, and preserved for later use, meaning easily changing a step in the data flow without needing to rerun any preceding steps. Fine-grained selection of compute resources and extra memory for complex data transformation.

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apiip

Know where your customers access your website from and customize user experiences based on IP. You always have the most accurate geolocation data for each API request. You do not need to worry about the local database update. From 1.000 requests a month to a million requests — our infrastructure has got you covered. Servers are distributed worldwide for speed, reliability and security. We direct requests to the nearest and fastest node, which provides a quick response from any place in the world. Choose a plan that suits your project. By personalizing content based on the visitor's location, you can improve behavioral factors by up to 70%. Detect and prevent fraud by knowing the actual location of your users and comparing it with the billing address provided.

Starting Price: €6.39 per month

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Pathway

Pathway is a Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG. Pathway comes with an easy-to-use Python API, allowing you to seamlessly integrate your favorite Python ML libraries. Pathway code is versatile and robust: you can use it in both development and production environments, handling both batch and streaming data effectively. The same code can be used for local development, CI/CD tests, running batch jobs, handling stream replays, and processing data streams. Pathway is powered by a scalable Rust engine based on Differential Dataflow and performs incremental computation. Your Pathway code, despite being written in Python, is run by the Rust engine, enabling multithreading, multiprocessing, and distributed computations. All the pipeline is kept in memory and can be easily deployed with Docker and Kubernetes.

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AI Fellows

With AI Fellows you can now have AI generate images in no time. From photorealistic to line art to renaissance and pop art, there are over 30 styles available to you. Do you want to create images in the styles of great artists? No problem, a wide range of artists such as Picasso, Dali, Banksy, Da Vinci and many more can be set as settings. With the ChatFlows like ChatGPT you can create dialog-based texts. In seconds you have content that hardly differs from texts written by humans. Whether blog articles, news or any other content, offer your readers an alternative in audio format. More than 1300+ voices in 140 languages and dialects are available to you.

Starting Price: €9.90 per month

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Snow Commander

Snow

Snow Commander is a powerful hybrid cloud management tool that leverages automation to deliver business agility, oversight, and efficiency. This tool enables IT to eliminate cumbersome, manual approval processes and provide end users with a quick, self-service way to access both public and private clouds that won’t slow down the most agile development teams. Increase agility and efficiency with streamlined hybrid cloud management. Snow Commander uses automation to provide end users with quick and easy access to both public and private cloud resources. The comprehensive self-service portal provides IT with the visibility needed to effectively govern resource usage, while self-service provisioning automation capabilities ensure that the most agile development teams don’t miss a beat. A feature-rich workload engine enables change orchestration with cost analytics, governance policy, and automation. It also boasts extensible functionality to empower process transformation.

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Microsoft Genomics

Microsoft

Instead of managing your own data centers, take advantage of Microsoft's scale and experience in running exabyte-scale workloads. Because Microsoft Genomics is on Azure, you have the performance and scalability of a world-class supercomputing center, on demand in the cloud. Take advantage of a backend network with MPI latency under three microseconds and non-blocking 32 gigabits per second (Gbps) throughput. This backend network includes remote direct memory access technology that enables parallel applications to scale to thousands of cores. Azure provides you with high memory and HPC-class CPUs to help you get results fast. Scale up and down based on what you need and pay only for what you use to reduce costs. Tackle data sovereignty requirements with a worldwide network of Azure data centers and adhere to your compliance requirements. Easily integrate into your existing pipeline code using a REST-based API and simple Python client.

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Frameium

Testhouse

Frameium is an automation framework built by Testhouse on top of open source tools for faster automation. Frameium is over and above a regular framework as it provides the best ways to automate test scripts. Frameium makes it easy to write powerful and effective test scripts to automate web, mobile, and desktop testing. Any business in any industry can use this framework. Our banking customers (internet banking, mobile banking, and core banking), Microsoft Dynamics 365 (CE, F&O) users, and ecommerce retailers have benefited from up to a 60% improvement in automation speed. Reduced business expenses with savings in manual testing time and effort. Huge ROI with fewer efforts for automation using a ready-to-use functional repository. Distributed testing across multiple platforms for compatibility testing. Features for easy regression and sanity testing and powerful test reports with metrics and analysis.

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TeamStation

We are an AI-automated turnkey IT workforce solution in a box that is indefinitely scalable and payments-enabled. We are democratizing how U.S. companies go nearshore without the high vendor costs and security risks. Use our system to predict talent costs to bring new business objectives to market and the amount of aligned talent across the LATAM region. AccessInstantly access a dedicated and influential senior recruitment staff team that understands the talent market and your business technologies. Your dedicated engineering managers validate and score technical capabilities among video-recorded specialized tests for best alignment. Automate your personalized onboarding process for all roles across multiple LATAM countries. We procure and prepare dedicated devices and ensure all staff have access to all the tools and documentation from day one to hit the ground running. Quickly address top performers and those who yearn to expand their capabilities.

Starting Price: $25 per month

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Modal

Modal Labs

We built a container system from scratch in rust for the fastest cold-start times. Scale to hundreds of GPUs and back down to zero in seconds, and pay only for what you use. Deploy functions to the cloud in seconds, with custom container images and hardware requirements. Never write a single line of YAML. Startups and academic researchers can get up to $25k free compute credits on Modal. These credits can be used towards GPU compute and accessing in-demand GPU types. Modal measures the CPU utilization continuously in terms of the number of fractional physical cores, each physical core is equivalent to 2 vCPUs. Memory consumption is measured continuously. For both memory and CPU, you only pay for what you actually use, and nothing more.

Starting Price: $0.192 per core per hour

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Azure Cloud Shell

Microsoft

Connect to Azure using an authenticated, browser-based shell experience that’s hosted in the cloud and accessible from virtually anywhere. Azure Cloud Shell is assigned per unique user account and automatically authenticated with each session. Azure Cloud Shell gives you the flexibility of choosing the shell experience that best suits the way you work. Both Bash and PowerShell experiences are available. Microsoft routinely maintains and updates Cloud Shell, which comes equipped with commonly used CLI tools including Linux shell interpreters, PowerShell modules, Azure tools, text editors, source control, build tools, container tools, database tools, and more. Cloud Shell also includes language support for several popular programming languages such as Node.js, .NET, and Python. Use common tools and programming languages in a shell that's updated and maintained by Microsoft.

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Orkes

Scale your distributed applications, modernize your workflows for durability, and protect against software failures and downtimes with Orkes, the leading orchestration platform for developers. Build distributed systems that span across microservices, serverless, AI models, event-driven architectures and more - in any language, any framework. Your innovation, your code, your app - designed, developed, and delighting users a magnitude order faster. Orkes Conductor is the fastest way to build and modernize all your applications. Model your business logic as intuitively as you would in a whiteboard, code the components in the language and framework of your choice, run them at scale with no additional setups and observe across your distributed landscape - with enterprise-grade security and manageability baked-in.

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Ellipsis

Ellipsis is capable of reviewing, writing, and answering questions about your source code. Ellipsis uses LLM's to leave thoughtful code reviews, summaries, and easy-to-accept suggestions. We'll even consider your style guide when reviewing. Automate bug fixes and simple changes by opening an issue and assigning it to Ellipsis. Ship faster by having Ellipsis address comments left on pull requests. We'll interpret the comments and write tested, working code. Ellipsis doesn't store or train on your source code. It will never commit to your default branch, and will only add new commits or open new pull requests when you explicitly request it. Create multi-file code changes from natural language requirements, such as bug reports or feature requests. Answer questions about a codebase during onboarding, development, and bug triaging.

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Gurobi Optimizer

Gurobi Optimization

With our powerful algorithms, you can add complexity to your model to better represent the real world, and still solve your model within the available time. Integrate Gurobi into your applications easily, using the languages you know best. Our programming interfaces are designed to be lightweight, modern, and intuitive, to minimize your learning curve while maximizing your productivity. Our Python API includes higher-level modeling constructs that make it easier to build optimization models. Choose from Anaconda Python distributions with pre-built libraries to support application development, Spyder for graphical development, and Jupyter for notebook-style development.

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superwhisper

Easily transform voice notes into any format. Go for a walk, think aloud and have the notes summarized. Or quickly write a long email with a professional tone from just a single spoken sentence. With Superwhisper, you can write 5x faster using your voice. With perfect punctuation and AI formatting, you can write better and faster, hands-free. superwhisper only runs well on Apple Silicon macs. Intel macs are just not powerful enough to run the models quickly. Make sure you have enabled all required permissions and moved the app to the Applications folder. Additionally, check your system audio input settings and make sure it is able to recognize your voice.

Starting Price: $8.49 per month

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Captain

RWX

Captain is an open source CLI that can detect and quarantine flaky tests, automatically retry failed tests, partition files for parallel execution, and more. It's compatible with 16 testing frameworks. Captain tracks the time each test takes to run and partitions your test suite into balanced partitions to minimize test suite runtime in CI. Captain determines and reports on which tests in your test suites are flaky so that you can easily resolve issues with flakiness. Use Captain now with your existing test framework. Captain works with over 15 different test frameworks with more to follow. Captain retries only the tests that fail so that you spend less time waiting for retries to complete. Combined with flakiness detection, Captain can be configured to retry flaky tests more aggressively than new failures. Captain's quarantining allows you to continue running tests that are known to be flaky or failing while preventing them from failing your builds.

Starting Price: $10 per million test results

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Luminary Cloud

Luminary Cloud is the world’s first modern computer-aided engineering SaaS platform that provides engineers insights in minutes, allowing for quick simulation, analysis, and iteration that were once impossible. Experience the magic of running simulations in minutes on the most advanced GPUs in the cloud. Securely store, access, and analyze all your raw simulation data to discover insights and optimize engineering designs. Run experiments faster for better product design and quality while reducing the chance of defects. Accelerate time to market by optimizing engineering efficiency and dramatically lower hardware, prototyping, and physical testing costs. Empower your team to create their best designs with faster insights and results, with the most accessible simulation platform. Run fast simulations at any scale, collaborate around the world with project sharing, and start analyzing results instantly.

Starting Price: $5 per credit

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Mayhem Code Security

Mayhem

Thousands of autonomously generated tests run every minute to pinpoint vulnerabilities and guide rapid remediation. Mayhem takes the guesswork out of untested code by autonomously generating test suites that produce actionable results. No need to recompile the code, since Mayhem works with dockerized images. Self-learning ML continually runs thousands of tests per second probing for crashes and defects, so developers can focus on features. Continuous testing runs in the background to surface new defects and increase code coverage. Mayhem delivers a copy/paste reproduction and backtrace for every defect, then prioritizes them based on your risk. See all the results, duplicated and prioritized by what you need to fix now. Mayhem fits into your existing build pipeline and development tools, putting actionable results at your developers' fingertips. No matter what language or tools your team uses.

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Apolo

Access readily available dedicated machines with pre-configured professional AI development tools, from dependable data centers at competitive prices. From HPC resources to an all-in-one AI platform with an integrated ML development toolkit, Apolo covers it all. Apolo can be deployed in a distributed architecture, as a dedicated enterprise cluster, or as a multi-tenant white-label solution to support dedicated instances or self-service cloud. Right out of the box, Apolo spins up a full-fledged AI-centric development environment with all the tools you need at your fingertips. Apolo manages and automates the infrastructure and processes for successful AI development at scale. Apolo's AI-centric services seamlessly stitch your on-prem and cloud resources, deploy pipelines, and integrate your open-source and commercial development tools. Apolo empowers enterprises with the tools and resources necessary to achieve breakthroughs in AI.

Starting Price: $5.35 per hour

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Modelscape

MathWorks

The Modelscape solution enables financial institutions to reduce the complexity of managing the lifecycle of financial models while improving model documentation, transparency, and compliance. By implementing the solution throughout the model lifecycle, you can use templated model workflows, automated documentation, and artifact linking. Scale algorithms, models, and apps both horizontally and vertically. Provide support for enterprise infrastructure, tooling, and languages such as Python, R, SAS, and MATLAB. Track issues across the model lifecycle with full model lineage, issue, and usage reporting. Use the executive dashboard for model data, custom algorithm execution, automated workflows, and web-based access to a comprehensive, auditable inventory of all models and dependencies. Develop, back-test, and document models and methodologies. Improve transparency, reproducibility, and reusability of models. Automatically generate model documentation and reports.

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Postcoder

Allies Computing

Create a quick and accurate data capture experience on your website and app. Eliminate unnecessary form fields and reduce data entry errors. Postcoder brings together everything you need to create forms that people can fill in quickly and accurately. Add one or more features to your existing form and watch your conversion rates and data quality improve. Capture valid mobile phone numbers from your customers. Capture addresses using postcode lookup or address autocomplete. Postcoder delivers the scale you need for global commerce. Approaching 1 million requests per day, it delivers lightning-quick response times and supreme reliability wherever your customers are based. Reduce development time using Postcoder. We obsess over the vast array of global data sources, daily refresh cycles, and network validation protocols to provide you with a unified set of validation features in one API. Buy credits, check usage, and configure security with ease.

Starting Price: $31.86 per 500 credits

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Rollup

The modern collaboration and low-code platform for engineering teams building the next generation of complex hardware. Rollup has a variety of modules for every aspect of your engineering projects, an all-in-one, real-time, browser-based environment. Effortlessly evolve your system model from concept to production, seamlessly integrating engineering data and parameters over time. Speed up the mechanical design process, with design reviews and real-time feedback pinpointed onto the geometry. Write and manage requirements with enhanced collaboration, approvals, and real-time verification with Rollup data sources Ensure complete coverage of components across mechanical and electrical domains without data duplication issues. Rollup is the easiest way to collaborate with your engineering team across disciplines. Integrated project management statuses and tasks for seamless planning, execution, and tracking.

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CodeArts

Huawei Cloud

This software development pipeline builds on Huawei's years of R&D best practices at one stop. These practices are secure and trustworthy across the full process and can facilitate efficiency increase and digital transformation. Huawei's many years of R&D practices, cutting-edge R&D concepts, and leading R&D engineering capabilities. More than 10 out-of-the-box sub-services for the full lifecycle of software development. 20 mainstream languages, frameworks, and environments for seamless application migration to the cloud. Builds in R&D security capabilities, over 3000 code check rules, and support for top 10 languages. Full-lifecycle one-stop CodeArts makes development simpler and more efficient with better quality. Provides agile and efficient development collaboration services, document management, knowledge collaboration, online collaboration, and dashboard report customization for software development teams.

Starting Price: $6 per month

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Codesphere

Codesphere transforms deployment into a developer-centric self-service experience, reducing time-to-market and costs. The traditional separation between development and operation leads to a "throw it over the wall" mentality. Developers hand off code to ops without understanding how to deploy their code & keep it running. Codesphere takes care of cloud provisioning, allowing for developer-centered workflows. It eliminates the wall by enabling developers to manage their own infrastructure needs end-to-end. Deploy anything from simple frontends to multi-service production landscapes and LLMs, including zero config autoscaling, replicas, and managed services. Codesphere has a 99,9% uptime, making your production ready before your 1st deploy. We work with enterprise teams around the globe to get their software teams to the next level. Codesphere utilizes a rootless zero-trust architecture, limiting exposure to attacks.

Starting Price: $1 per month

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Kontra

Security Compass

Kontra was built by industry veterans who invented and pioneered the first interactive application security training platform. We don't offer secure coding quizzes, that are effectively re-skinned multiple-choice questions. If that's your idea of educating developers about software security, we are not the company for you. Developers are who we serve. Adding artificial metrics, meaningless rewards, and silly badges is not what we do. We respect their time far too much to patronize them with these gimmicks. The days of heavily scripted OWASP Top 10 training videos with robotic voice-overs are over. Interactive storytelling with realness and purpose in short bursts is what puts developers in the middle of the action and drives a truly engaging learning experience. Developers are more engaged in training if the content has a basis in reality rather than contrived examples. We set out to design the most beautiful application security training experience ever built.

Starting Price: $400 per year

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Synth

Get real-time and historical exchange rates for any currency. Get information on all global stock exchanges. Free logo endpoint for payment methods. Our goal with the Synth API is to make it as simple as possible to get up and running with the various tools Synth offers around fintech data. You can interact with the API through HTTP requests from any language. Synth provides modern fintech APIs for businesses tired of dealing with antiquated enterprise software. Production requests must be routed through your own backend server where your API key can be securely loaded from an environment variable or key management service. Translate cryptic bank transactions into merchants with logos, addresses, and more. Lists all fiat currencies, along with details about each currency. Real-time rates for any currency, are updated every 60 seconds. Provides a list of all the stock tickers supported by Synth.

Starting Price: $10 per month

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Business Software for Python - Page 27

Top Software that integrates with Python as of November 2025 - Page 27

Chalk

Cloud Custodian

Bland AI

Uptrace

AWS Cloud Development Kit (CDK)

Zerve AI

apiip

Pathway

AI Fellows

Snow Commander

Microsoft Genomics

Frameium

TeamStation

Modal

Azure Cloud Shell

Orkes

Ellipsis

Gurobi Optimizer

superwhisper

Captain

Luminary Cloud

Mayhem Code Security

Apolo

Modelscape

Postcoder

Rollup

CodeArts

Codesphere

Kontra

Synth