# Best Python Integrated Development Environments (IDE)

## How Many Python Integrated Development Environments (IDE) Products Does G2 Track?

**Total Products under this Category:** 36

### Category Stats (Aug 2026)

- **Average Rating:** 4.35/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** Codenvy (+0.29%) - Among all products in this category, Codenvy recorded the largest rating increase compared to last month

_Last updated: August 03, 2026_

## How Does G2 Rank Python Integrated Development Environments (IDE) Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 6,100+ Authentic Reviews
- 36+ Products
- Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

## G2 Grid® for Python Integrated Development Environments (IDE)
 ![G2 Grid® for Python Integrated Development Environments (IDE) plotting products by satisfaction and market presence](https://www.g2.com/categories/python-integrated-development-environments-ide/grids.png?focus%5B%5D=48255&focus%5B%5D=16219&focus%5B%5D=142374&focus%5B%5D=162504&focus%5B%5D=6576&focus%5B%5D=50951&focus%5B%5D=59841&focus%5B%5D=138601)

Highlighted products: AWS Cloud9, PyCharm, Deepnote, Hex, Eclipse, The Jupyter Notebook, spyder download, and Anvil.

Underlying data: [Grid® JSON](https://www.g2.com/categories/python-integrated-development-environments-ide/grids.json?focus%5B%5D=aws-cloud9&focus%5B%5D=pycharm&focus%5B%5D=deepnote&focus%5B%5D=hex-tech-hex&focus%5B%5D=eclipse&focus%5B%5D=the-jupyter-notebook&focus%5B%5D=spyder-download&focus%5B%5D=anvil-anvil)

**Sponsored**

### Apollo.io

Apollo.io is an AI-powered go-to-market (GTM) platform that helps revenue teams find, engage, and manage B2B buyers across the entire sales cycle. Apollo.io is the company behind the industry’s first fully agentic GTM platform, transforming how revenue teams execute. Going beyond automation, Apollo’s intelligent agents actively drive results across the entire sales funnel – from prospecting to deal management – all in one place. Trusted by millions of users and hundreds of thousands of companies – including Anthropic, Autodesk, and Docusign – Apollo is making world-class go-to-market simple, intelligent, and accessible for all. Apollo serves sales development representatives, account executives, sales leaders, revenue operations, and marketing teams at B2B organizations of various sizes. Teams use Apollo to build and maintain target account lists, orchestrate outbound and inbound motions, manage opportunities, and understand which activities lead to qualified pipeline and closed revenue. Key capabilities include: Data and targeting: Access to a large B2B database with company and contact details, including firmographic, technographic, and buyer signal data, so users can define ideal customer profiles and create precise segments for outreach. Prospecting and enrichment: Tools to search, filter, and save prospect lists, plus enrichment workflows that keep contact and account records up to date in Apollo and connected systems such as CRM. Sales engagement: Multi-step, multi-channel sequences for email, calls, and tasks that standardize how reps follow up with prospects, with controls for timing, throttling, and deliverability. Agentic and AI-assisted workflows: Intelligent agents and AI features that help with account research, lead scoring, message generation, and next-step recommendations so reps can prioritize and personalize at scale. Deal and activity management: Basic CRM-style functionality for tracking opportunities, stages, activities, and notes, giving teams a single view of pipeline health and sales performance. By combining data, engagement, and deal execution in one platform, Apollo is designed to reduce the number of disconnected tools in a typical GTM stack and provide a consistent workflow for building pipeline and managing deals. This helps organizations improve data quality, increase seller productivity, and run more structured, measurable go-to-market programs.

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=1641&secure%5Bchosen_at%5D=2026-08-04T06%3A44%3A01Z&secure%5Bdisplayable_resource_id%5D=628&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=19743&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=19743&secure%5Bresource_id%5D=1641&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fpython-integrated-development-environments-ide&secure%5Btoken%5D=90232ff3f9cd601ca6425189aadef73aa23d18fa2977ba526bb5e8b780bfd016&secure%5Burl%5D=https%3A%2F%2Fwww.apollo.io%2Fdemo%3Futm_source%3Dg2%26utm_medium%3Dcpc%26utm_campaign%3DG2Clicks%26utm_content%3Dtopic%26utm_term%3Doutboundcalltracking&secure%5Burl_type%5D=custom_url)

### [AWS Cloud9](https://www.g2.com/products/aws-cloud9/reviews)

AWS Cloud9 is a cloud-based integrated development environment (IDE) that enables developers to write, run, and debug code directly from a web browser. It includes a code editor, debugger, and terminal, and comes pre-configured with essential tools for popular programming languages such as JavaScript, Python, and PHP. This eliminates the need for local installations or configurations, allowing developers to start new projects quickly. Being cloud-based, AWS Cloud9 facilitates seamless collaboration among team members, enabling real-time code sharing and pair programming from any location with internet access. Key Features and Functionality: - Browser-Based IDE: Access the development environment from any internet-connected device without local installations. - Pre-Configured Tools: Supports over 40 programming languages, including JavaScript, Python, PHP, Ruby, Go, and C++, with necessary tools and libraries pre-installed. - Integrated Debugger and Terminal: Features a built-in debugger for setting breakpoints and stepping through code, along with a terminal that provides sudo privileges and a pre-authenticated AWS Command Line Interface. - Serverless Application Development: Simplifies building serverless applications by offering an integrated experience for defining resources, debugging, and switching between local and remote execution. - Real-Time Collaboration: Allows multiple developers to work simultaneously on the same codebase, with real-time visibility into each other's inputs and built-in chat functionality. Primary Value and User Solutions: AWS Cloud9 streamlines the development process by providing a ready-to-use, cloud-based environment that reduces setup time and complexity. Its collaborative features enhance team productivity, while the pre-configured tools and serverless development support enable faster and more efficient application development. By eliminating the need for local development environments, AWS Cloud9 offers flexibility and scalability, allowing developers to focus on coding without worrying about infrastructure management.

**Average Rating:** 4.3/5.0

**Total Reviews:** 351

#### How Do G2 Users Rate AWS Cloud9?

- **Has the product been a good partner in doing business?:** 8.7/10 (Category avg: 8.5/10)
- **Customization:** 8.2/10 (Category avg: 8.0/10)
- **Patching & Updates:** 8.2/10 (Category avg: 8.0/10)

#### Who Is the Company Behind AWS Cloud9?

- **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd)
- **Year Founded:** 2006
- **HQ Location:** Seattle, WA
- **Twitter:** @awscloud  
2,232,483 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=072881eee28a2afe24f8d1bda9f20e3e146b9fb4b214f216411ce2ed6898b31e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Famazon-web-services%2F&secure%5Burl_type%5D=linkedin_company_website)  
147,094 employees on LinkedIn®
- **Ownership:** NASDAQ: AMZN

#### Who Uses This Product?

- **Who Uses This:** Software Engineer, Software Developer
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 45% Small, 29% Large

#### What Do G2 Reviewers Say About AWS Cloud9?

_AI-generated summary from verified user reviews_

##### Pros

- Users love the **cloud-based accessibility** of AWS Cloud9, allowing effortless coding from anywhere without installations.
- Users value the **ease of use** of AWS Cloud9, benefiting from a user-friendly, fully-integrated cloud IDE.
- Users enjoy the **flexibility of cloud-based coding** in AWS Cloud9, enabling development from anywhere without installations.
- Users appreciate the **cloud-based development capabilities** of AWS Cloud9, enabling coding from anywhere without local setup.
- Users appreciate the **real-time collaboration** features of AWS Cloud9, enhancing teamwork and streamlining development tasks.

##### Cons

- Users experience **slow performance** , particularly with larger projects, impacting overall efficiency and workflow.
- Users find the **internet connectivity requirement** challenging, as Cloud9 doesn't function offline and can be slow.
- Users experience **performance issues** with AWS Cloud9, particularly with slow speeds on large projects and internet dependency.
- Users experience **connection issues** that disrupt workflows, especially when relying on a stable internet connection for performance.
- Users find AWS Cloud9 to be **expensive** , especially for small teams, with costs that can quickly accumulate.

#### What Are Recent G2 Reviews of AWS Cloud9?

**["Intuitive, Managed Cloud IDE with Strong AWS Integration"](https://www.g2.com/survey_responses/aws-cloud9-review-13188808)**

**Rating:** 4.5/5.0 stars

_— Atharva P._

[Read full review](https://www.g2.com/survey_responses/aws-cloud9-review-13188808)

**["Convenient Browser-Based Coding with Seamless AWS Integration"](https://www.g2.com/survey_responses/aws-cloud9-review-13145529)**

**Rating:** 4.5/5.0 stars

_— Aryan J._

[Read full review](https://www.g2.com/survey_responses/aws-cloud9-review-13145529)

#### What Are G2 Users Discussing About AWS Cloud9?

- [What is AWS Cloud9 used for?](https://www.g2.com/discussions/what-is-aws-cloud9-used-for) - 1 comment

### [PyCharm](https://www.g2.com/products/pycharm/reviews)

PyCharm is an integrated development environment (IDE) that helps professional Python developers be more productive, be more confident, and write better code. PyCharm Pro supports the entire Python workflowout of the box, including web frameworks, frontend technologies, databases, and scientific tooling. PyCharm Community Edition, a free and open-source project, is also available for general Python programming tasks.

**Average Rating:** 4.6/5.0

**Total Reviews:** 765

#### How Do G2 Users Rate PyCharm?

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 8.5/10)
- **Customization:** 8.7/10 (Category avg: 8.0/10)
- **Patching & Updates:** 8.8/10 (Category avg: 8.0/10)

#### Who Is the Company Behind PyCharm?

- **Seller:** [JetBrains](https://www.g2.com/sellers/jetbrains)
- **Company Website:** www.jetbrains.com
- **Year Founded:** 2000
- **HQ Location:** Prague
- **Twitter:** @jetbrains  
213,126 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=38aa98843aee51e51c2eda5cdc7b29c3e6a7d48f3897c88088b0af7cfcb6f37d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F12515%2F&secure%5Burl_type%5D=linkedin_company_website)  
2,941 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer, Software Developer
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 42% Small, 31% Medium

#### What Do G2 Reviewers Say About PyCharm?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** in PyCharm, enjoying its intuitive UI and efficient navigation features.
- Users commend the **feature-rich design** of PyCharm, highlighting its integration and support for various tools and frameworks.
- Users love the **enhanced code editing experience** with features like auto-completion, syntax highlighting, and intuitive interface.
- Users praise PyCharm for its **robust debugging tools** , enhancing productivity and minimizing errors during development.
- Users find PyCharm's **setup ease** exceptional, appreciating the simple installation and intuitive interface for coding tasks.

##### Cons

- Users note the **limited features** in the free edition of PyCharm, constraining access for individual developers and students.
- Users find PyCharm **expensive** , especially the professional version, and note its heavy resource usage and slow performance.
- Users criticize PyCharm for its **high system requirements** , leading to slow load times and resource consumption.
- Users find the **steep learning curve** of PyCharm challenging, especially due to its multitude of features and settings.
- Users note **resource limitations** in PyCharm, especially on older machines, impacting performance and accessibility of advanced features.

#### What Are Recent G2 Reviews of PyCharm?

**["Easy Python Access for Non-Developers—Great for Learning and Building Basic Tools"](https://www.g2.com/survey_responses/pycharm-review-12779821)**

**Rating:** 4.5/5.0 stars

_— Luca B._

[Read full review](https://www.g2.com/survey_responses/pycharm-review-12779821)

**["PyCharm Boosts Productivity with Smart Completion and Powerful Debugging"](https://www.g2.com/survey_responses/pycharm-review-12955967)**

**Rating:** 4.5/5.0 stars

_— ABDUL MUNAF Z 2._

[Read full review](https://www.g2.com/survey_responses/pycharm-review-12955967)

#### What Are G2 Users Discussing About PyCharm?

- [What is PyCharm used for?](https://www.g2.com/discussions/pycharm-what-is-pycharm-used-for) - 2 comments
- [What is PyCharm editor?](https://www.g2.com/discussions/what-is-pycharm-editor) - 2 comments
- [Is PyCharm paid?](https://www.g2.com/discussions/is-pycharm-paid) - 2 comments
- [Can I use PyCharm for free?](https://www.g2.com/discussions/can-i-use-pycharm-for-free) - 2 comments
- [What is PyCharm used for?](https://www.g2.com/discussions/what-is-pycharm-used-for) - 3 comments

### [Deepnote](https://www.g2.com/products/deepnote/reviews)

Deepnote is a data workspace where agents and humans work together. It's designed to simplify data exploration, accelerate analysis, and quickly deliver actionable insights for you and your team. Unlike outdated tools such as Jupyter, Deepnote is built with the next decade in mind. Deepnote gives anyone working with data superpowers. It unifies your data workflow through an integrated semantic layer, preparing your data for advanced AI applications. You can also leverage our AI data copilot to chat with your data, create charts, write code, or turn your AI notebooks into fully-fledged data dashboards or apps. Combine data, SQL or Python code, and visualizations side-by-side on a flexible canvas - enhanced with cutting-edge AI reasoning models. 🤖 Analyze with AI • Generate code and visualizations by describing your goal. • Auto-write, run, and debug code with AI. • Move faster with context-aware AI suggestions. 🔗 Unify • Connect to 60+ data sources like BigQuery, Snowflake, and PostgreSQL. • Combine Python and SQL in one notebook. • Build reusable ETL, analytics, and metric modules. • Create a semantic layer with shared definitions and trusted metrics. ⚖️ Scale • Instantly boost compute power, more included than Colab. • Schedule jobs and get notified with fresh results. • Organize work in projects and folders for team clarity. • Manage workflows via REST API. 🚀 Launch • Turn notebooks into dashboards or data apps, natively or with Streamlit. • Let users explore data with interactive inputs. • Share secure, live apps in one click.

**Average Rating:** 4.5/5.0

**Total Reviews:** 382

#### How Do G2 Users Rate Deepnote?

- **Has the product been a good partner in doing business?:** 8.6/10 (Category avg: 8.5/10)
- **Customization:** 7.5/10 (Category avg: 8.0/10)
- **Patching & Updates:** 8.4/10 (Category avg: 8.0/10)

#### Who Is the Company Behind Deepnote?

- **Seller:** [Deepnote](https://www.g2.com/sellers/deepnote)
- **Company Website:** www.deepnote.com
- **Year Founded:** 2019
- **HQ Location:** San Francisco , US
- **Twitter:** @DeepnoteHQ  
5,239 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0d297cbb8d96f5409e14da076c1669be4aa5b9bc29dd1db4c4a0ea90b79466ed&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdeepnote&secure%5Burl_type%5D=linkedin_company_website)  
17 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Student, Data Analyst
- **Top Industries:** Computer Software, Higher Education
- **Company Size:** 67% Small, 25% Medium

#### What Do G2 Reviewers Say About Deepnote?

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **ease of use** of Deepnote, facilitating collaboration and simplifying data analysis tasks.
- Users appreciate the **seamless collaboration** capabilities of Deepnote, enhancing teamwork and project efficiency significantly.
- Users value the **real-time collaboration** in Deepnote, enhancing teamwork and efficiency in data analysis processes.
- Users appreciate the **easy integrations** in Deepnote, enabling seamless workflow and efficient data management.
- Users appreciate the **easy data management** in Deepnote, enabling seamless integration and collaborative analytics.

##### Cons

- Users notice **slow performance** with large datasets, affecting the application's responsiveness and analysis agility.
- Users find the **limited features** of Deepnote hinder its usability and comparability with other tools.
- Users report issues with **data management** , including slowness, kernel crashes, and unintuitive file navigation.
- Users experience **lagging performance** with Deepnote, particularly when handling large datasets or multiple requests.
- Users often experience **slow loading** times in Deepnote, especially with larger projects, impacting their efficiency and workflow.

#### What Are Recent G2 Reviews of Deepnote?

**["Real-Time Collaboration That Makes Lab Work Easy"](https://www.g2.com/survey_responses/deepnote-review-13100282)**

**Rating:** 5.0/5.0 stars

_— Gabriel P._

[Read full review](https://www.g2.com/survey_responses/deepnote-review-13100282)

**["Deepnote Makes Team Data Work Seamless with Real-Time Collaboration"](https://www.g2.com/survey_responses/deepnote-review-13121723)**

**Rating:** 4.5/5.0 stars

_— Ravindra N._

[Read full review](https://www.g2.com/survey_responses/deepnote-review-13121723)

#### What Are G2 Users Discussing About Deepnote?

- [How do you use a deep note?](https://www.g2.com/discussions/how-do-you-use-a-deep-note)
- [Is Deepnote open source?](https://www.g2.com/discussions/is-deepnote-open-source)
- [Is Deepnote good?](https://www.g2.com/discussions/is-deepnote-good) - 1 comment
- [Is Deepnote better than Colab?](https://www.g2.com/discussions/is-deepnote-better-than-colab) - 1 comment

### [Eclipse](https://www.g2.com/products/eclipse/reviews)

Eclipse is a robust, open-source integrated development environment (IDE) renowned for its extensibility and support for multiple programming languages. It provides a comprehensive suite of tools for software development, including code editing, debugging, and version control integration. Eclipse's modular architecture allows developers to customize their workspace with a vast array of plugins, catering to diverse development needs. Its cross-platform compatibility ensures a consistent experience across different operating systems. By offering a unified environment for various development tasks, Eclipse enhances productivity and streamlines the software development process. Key Features and Functionality: - Extensible Plugin System: Eclipse's architecture supports a wide range of plugins, enabling developers to tailor the IDE to their specific requirements. - Multi-language Support: It offers support for numerous programming languages, including Java, C++, Python, and more, facilitating diverse development projects. - Advanced Code Editing: Features such as syntax highlighting, code completion, and refactoring tools enhance code quality and developer efficiency. - Integrated Debugging: Eclipse provides powerful debugging tools that allow for real-time code analysis and troubleshooting. - Version Control Integration: Seamless integration with version control systems like Git enables efficient source code management. - Cross-Platform Compatibility: Eclipse runs on various operating systems, including Windows, macOS, and Linux, ensuring a consistent development environment. Primary Value and User Solutions: Eclipse addresses the complexities of modern software development by offering an all-in-one platform that integrates essential development tools. Its extensible nature allows developers to adapt the IDE to their evolving needs, promoting flexibility and scalability. By supporting multiple programming languages and providing advanced features like debugging and version control, Eclipse streamlines the development workflow, reduces context switching, and enhances overall productivity. Its open-source model fosters a collaborative community, ensuring continuous improvement and a wealth of resources for users.

**Average Rating:** 4.3/5.0

**Total Reviews:** 3,097

#### How Do G2 Users Rate Eclipse?

- **Has the product been a good partner in doing business?:** 8.5/10 (Category avg: 8.5/10)
- **Customization:** 8.5/10 (Category avg: 8.0/10)
- **Patching & Updates:** 8.7/10 (Category avg: 8.0/10)

#### Who Is the Company Behind Eclipse?

- **Seller:** [Eclipse Foundation](https://www.g2.com/sellers/eclipse-foundation)
- **Year Founded:** 2004
- **HQ Location:** Brussels, Belgium
- **Twitter:** @EclipseFdn  
31,013 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d50df8759b0d923bbae12028a66f06794a2e04a986e0b8ae1c1f435343d534f2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F34093%2F&secure%5Burl_type%5D=linkedin_company_website)  
249 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer, Senior Software Engineer
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 43% Large, 29% Small

#### What Do G2 Reviewers Say About Eclipse?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** in Eclipse, benefiting from features that simplify coding and boost productivity.
- Users love Eclipse for its **comprehensive features** , including a powerful compiler, extensive themes, and advanced debugging tools.
- Users value the **strong Java support** in Eclipse, enhancing productivity with effective debugging and powerful tools.
- Users appreciate the **huge plugin ecosystem** of Eclipse, enhancing functionality and supporting various languages and frameworks efficiently.
- Users find Eclipse's **powerful debugging tools** invaluable, enhancing productivity and efficiency in Java development.

##### Cons

- Users experience **slow performance** with Eclipse, especially when managing large projects or multiple files simultaneously.
- Users criticize the **outdated interface** of Eclipse, finding it cluttered and less intuitive than newer IDEs.
- Users find the **poor interface design** of Eclipse outdated and lacking modern features, diminishing their overall experience.
- Users experience **performance issues** with Eclipse, facing lag and slowdowns, especially with larger projects or multiple plugins.
- Users experience **plugin issues** causing slow performance, especially with large projects and high memory usage.

#### What Are Recent G2 Reviews of Eclipse?

**["Enhances Java Coding with Powerful Tools but Needs a Performance Boost"](https://www.g2.com/survey_responses/eclipse-review-12634501)**

**Rating:** 4.5/5.0 stars

_— Jeni J._

[Read full review](https://www.g2.com/survey_responses/eclipse-review-12634501)

**["Eclipse: A Dependable, Productive IDE for Enterprise Java Development"](https://www.g2.com/survey_responses/eclipse-review-13193414)**

**Rating:** 4.5/5.0 stars

_— Muhammed A._

[Read full review](https://www.g2.com/survey_responses/eclipse-review-13193414)

#### What Are G2 Users Discussing About Eclipse?

- [Which version of Eclipse is best?](https://www.g2.com/discussions/which-version-of-eclipse-is-best) - 7 comments, 3 upvotes
- [What are the advantages of Eclipse IDE?](https://www.g2.com/discussions/eclipse-what-are-the-advantages-of-eclipse-ide) - 2 comments, 4 upvotes
- [What is Eclipse software used for?](https://www.g2.com/discussions/what-is-eclipse-software-used-for) - 3 comments
- [What are the features of Eclipse IDE?](https://www.g2.com/discussions/eclipse-what-are-the-features-of-eclipse-ide) - 2 comments

### [Hex](https://www.g2.com/products/hex-tech-hex/reviews)

Hex is the world’s favorite AI Analytics platform. With Hex, anyone can explore data using natural language, with or without code, all on trusted context, in one AI-powered platform. Get started now \> https://app.hex.tech/signup?source=g2 Get a demo \> https://hex.tech/request-a-demo/?source=g2

**Average Rating:** 4.5/5.0

**Total Reviews:** 402

#### How Do G2 Users Rate Hex?

- **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 8.5/10)
- **Customization:** 7.4/10 (Category avg: 8.0/10)
- **Patching & Updates:** 7.9/10 (Category avg: 8.0/10)

#### Who Is the Company Behind Hex?

- **Seller:** [Hex Tech](https://www.g2.com/sellers/hex-tech)
- **Company Website:** hex.tech
- **Year Founded:** 2019
- **HQ Location:** San Francisco, US
- **Twitter:** @\_hex\_tech  
6,982 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=18531fc4e6d51a8771f4a2f229024fea767874199650a484a62b89cd4abe5f24&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fhex-technologies%2F&secure%5Burl_type%5D=linkedin_company_website)  
249 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Data Analyst, Data Scientist
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 53% Medium, 22% Small

#### What Do G2 Reviewers Say About Hex?

_AI-generated summary from verified user reviews_

##### Pros

- Users find Hex **extremely user-friendly** , enjoying seamless integration and fast implementation for data projects.
- Users appreciate the **seamless integration of SQL and Python** , enhancing their data analysis and visualization experience in Hex.
- Users praise Hex for its **user-friendly data management** , enabling easy integration and collaboration across multiple databases.
- Users appreciate the **seamless SQL querying** in Hex, enhancing data analysis with effortless integration and intuitive tools.
- Users enjoy the **seamless data analysis and interactive capabilities** of Hex, enhancing collaboration and efficiency.

##### Cons

- Users highlight **limited features** in Hex, noting constraints in dashboard capabilities and lack of helpful AI tools.
- Users find **missing features** in Hex, such as inadequate data visualization and lack of saved result tabs.
- Users note that Hex is **lacking essential features** for dashboarding and computational efficiency compared to competitors.
- Users experience **slow performance** with Hex, especially in virtual machines and during routine tasks.
- Users face **data management issues** with Hex, including failures in scheduled runs and challenging notebook debugging.

#### What Are Recent G2 Reviews of Hex?

**["All-in-One Collaborative Workspace for SQL, Python, and Interactive Dashboards"](https://www.g2.com/survey_responses/hex-review-13125920)**

**Rating:** 4.5/5.0 stars

_— Ravindra N._

[Read full review](https://www.g2.com/survey_responses/hex-review-13125920)

**["Amazing AI and SQL Autocomplete That Speeds Up My Work"](https://www.g2.com/survey_responses/hex-review-12687305)**

**Rating:** 4.0/5.0 stars

_— Paco R._

[Read full review](https://www.g2.com/survey_responses/hex-review-12687305)

#### What Are G2 Users Discussing About Hex?

- [What is Hex Technologies used for?](https://www.g2.com/discussions/what-is-hex-technologies-used-for)

### [The Jupyter Notebook](https://www.g2.com/products/the-jupyter-notebook/reviews)

Jupyter Notebook is an open-source, web-based interactive computing environment that enables users to create and share documents containing live code, equations, visualizations, and narrative text. It supports over 40 programming languages, including Python, R, Julia, and Scala, making it a versatile tool for data science, scientific computing, and machine learning. Key Features: - Interactive Computing: Allows real-time code execution and immediate feedback, facilitating an interactive development process. - Multi-Language Support: Supports numerous programming languages, enabling flexibility in project development. - Rich Text Integration: Incorporates Markdown for formatting text, creating headings, lists, and embedding links alongside code. - Data Visualization: Integrates seamlessly with libraries like Matplotlib and Seaborn to produce dynamic, inline visualizations. - Notebook Sharing: Enables easy sharing of notebooks via email, GitHub, or conversion to formats like HTML and PDF. - Extensible Architecture: Supports extensions and plugins, allowing for customization and additional functionality. - Kernel Flexibility: Allows switching between different programming languages within the same notebook. Primary Value and User Solutions: Jupyter Notebook streamlines the process of developing, documenting, and sharing computational workflows. Its interactive environment promotes reproducibility and transparency in research, making it an invaluable tool for data scientists, educators, and researchers. By combining code execution, rich text, and visualizations in a single document, it enhances collaboration and simplifies the communication of complex ideas.

**Average Rating:** 4.6/5.0

**Total Reviews:** 240

#### How Do G2 Users Rate The Jupyter Notebook?

- **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 8.5/10)
- **Customization:** 7.9/10 (Category avg: 8.0/10)
- **Patching & Updates:** 8.3/10 (Category avg: 8.0/10)

#### Who Is the Company Behind The Jupyter Notebook?

- **Seller:** [Jupyter Open Source](https://www.g2.com/sellers/jupyter-open-source)
- **Year Founded:** 2014
- **HQ Location:** N/A
- **Twitter:** @ProjectJupyter  
86,975 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fa4dbe5d7a44f7ca5707802cd7fe710da42290c8a4f6cfaa252edb63bdad338a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F10445198%2F&secure%5Burl_type%5D=linkedin_company_website)  
42 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Data Scientist, Software Engineer
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 36% Large, 34% Small

#### What Do G2 Reviewers Say About The Jupyter Notebook?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Jupyter Notebook, making it perfect for beginners and efficient for data projects.
- Users value the **easy implementation of data visualizations** in Jupyter Notebook, enhancing their Python and machine learning projects.
- Users value the **powerful data analysis capabilities** of Jupyter Notebook, enabling interactive insights and seamless visualizations.
- Users value the **interactive prototyping and language flexibility** of Jupyter Notebook, enhancing their data analysis workflows.
- Users value the **unmatched interactive prototyping** capabilities of Jupyter Notebook, enhancing their data analysis and experimentation.

##### Cons

- Users find **file management cumbersome** in Jupyter Notebook, particularly with large projects and outdated UI limitations.
- Users report that handling **large datasets** is slow, often leading to crashes and performance issues.
- Users experience a **complex setup** with Jupyter Notebook, finding the initial learning process and configuration overwhelming.
- Users find **difficult management** aspects challenging, especially in setting up environment configurations and handling version control.
- Users find the **steep learning curve** of Jupyter Notebook challenging, requiring significant time to grasp initial setup and commands.

#### What Are Recent G2 Reviews of The Jupyter Notebook?

**["Perfect for Prototyping and EDA, but a Headache for Version Control"](https://www.g2.com/survey_responses/the-jupyter-notebook-review-12928655)**

**Rating:** 5.0/5.0 stars

_— Lokesh S._

[Read full review](https://www.g2.com/survey_responses/the-jupyter-notebook-review-12928655)

**["Everything I Need for Data Science in One Place"](https://www.g2.com/survey_responses/the-jupyter-notebook-review-12618104)**

**Rating:** 5.0/5.0 stars

_— Furkan A._

[Read full review](https://www.g2.com/survey_responses/the-jupyter-notebook-review-12618104)

#### What Are G2 Users Discussing About The Jupyter Notebook?

- [What is The Jupyter Notebook used for?](https://www.g2.com/discussions/what-is-the-jupyter-notebook-used-for) - 1 comment
- [Why is Jupyter notebook so popular?](https://www.g2.com/discussions/why-is-jupyter-notebook-so-popular) - 1 comment, 1 upvote
- [What is a Jupyter notebook checkpoint?](https://www.g2.com/discussions/what-is-a-jupyter-notebook-checkpoint) - 1 comment
- [What is the use of Jupyter notebooks?](https://www.g2.com/discussions/what-is-the-use-of-jupyter-notebooks) - 1 comment, 1 upvote
- [What are the features of Jupyter notebook?](https://www.g2.com/discussions/what-are-the-features-of-jupyter-notebook) - 1 comment

### [spyder download](https://www.g2.com/products/spyder-download/reviews)

Spyder is a powerful scientific environment written in Python, for Python, and designed by and for scientists, engineers and data analysts. It offers a unique combination of the advanced editing, analysis, debugging, and profiling functionality of a compr

**Average Rating:** 4.4/5.0

**Total Reviews:** 60

#### How Do G2 Users Rate spyder download?

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.5/10)
- **Customization:** 7.8/10 (Category avg: 8.0/10)
- **Patching & Updates:** 7.8/10 (Category avg: 8.0/10)

#### Who Is the Company Behind spyder download?

- **Seller:** [Spyder](https://www.g2.com/sellers/spyder)
- **HQ Location:** N/A
- **Twitter:** @pypi  
23,230 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 43% Large, 38% Small

#### What Are Recent G2 Reviews of spyder download?

**["Spyder py"](https://www.g2.com/survey_responses/spyder-download-review-9630214)**

**Rating:** 4.0/5.0 stars

_— Verified User in Information Technology and Services_

[Read full review](https://www.g2.com/survey_responses/spyder-download-review-9630214)

**["Best IDE for data analytics and Machine learning"](https://www.g2.com/survey_responses/spyder-download-review-9103824)**

**Rating:** 5.0/5.0 stars

_— anshuman m._

[Read full review](https://www.g2.com/survey_responses/spyder-download-review-9103824)

#### What Are G2 Users Discussing About spyder download?

- [What is spyder download used for?](https://www.g2.com/discussions/what-is-spyder-download-used-for)
- [Is Spyder a software?](https://www.g2.com/discussions/is-spyder-a-software) - 1 comment
- [How do you code a Spyder?](https://www.g2.com/discussions/how-do-you-code-a-spyder)
- [What is Spyder used for?](https://www.g2.com/discussions/what-is-spyder-used-for)
- [How do I download Spyder for Python?](https://www.g2.com/discussions/how-do-i-download-spyder-for-python)

### [Anvil](https://www.g2.com/products/anvil-anvil/reviews)

Anvil is a web development platform that lets you build and deploy powerful applications using only Python. With Anvil, you can build your app's front end, back end, and database, all in one place, without writing any HTML, CSS, or JavaScript. Just drag and drop components to design your UI, and use Python code to make it work. Whether you're building internal tools, dashboards, SaaS products, or data science apps, Anvil provides everything you need out of the box: - Build with drag and drop UI - Write server-side code - Store data with built-in database - Create and consume HTTP APIs - Send emails - Manage users and authentication - Integrate with third-party services (Google, Microsoft, Facebook, Stripe) - Use any Python library - Collaborate with Git - Deploy with one click From prototype to production, Anvil simplifies the entire web development process, without sacrificing flexibility or control.

**Average Rating:** 4.8/5.0

**Total Reviews:** 11

#### How Do G2 Users Rate Anvil?

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.5/10)
- **Customization:** 9.1/10 (Category avg: 8.0/10)
- **Patching & Updates:** 9.6/10 (Category avg: 8.0/10)

#### Who Is the Company Behind Anvil?

- **Seller:** [Anvil](https://www.g2.com/sellers/anvil)
- **Year Founded:** 2015
- **HQ Location:** Cambridge, England, United Kingdom
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9d7dbfc19b7d9edf7d41ba14a1fff7596cd70f37ac9c9301afd7ed9b15bfb21c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fanvil-python&secure%5Burl_type%5D=linkedin_company_website)  
10 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 73% Small, 18% Medium

#### What Do G2 Reviewers Say About Anvil?

_AI-generated summary from verified user reviews_

##### Pros

- Users love the **ease of use** of Anvil, allowing effortless app development without diving into complex coding.
- Users value the **robust Python support** in Anvil, enabling the development of powerful and complex applications seamlessly.
- Users value the **collaborative features** of Anvil, enabling easy teamwork and seamless project development.
- Users praise Anvil for its **seamless abstraction** of app development complexities, making deployment effortless and efficient.
- Users love the **easy code editing** with Anvil, enabling rapid development of both simple and complex web apps.

##### Cons

- Users find the **limited features** of Anvil hinder achieving refined results, with issues in components and support accessibility.
- Users feel the lack of **AI integration for coding** limits productivity and hampers faster iteration in the online IDE.
- Users find Anvil's **complex usability** challenging, as it sometimes lags during coding and isn't user-friendly enough.
- Users find **Excel compatibility problematic** , making refined production-level results difficult or nearly impossible to achieve.
- Users find the **high system requirements** of Anvil challenging, making it unsuitable for quick scripting tasks.

#### What Are Recent G2 Reviews of Anvil?

**["Anvil is hands down the best way to use Python"](https://www.g2.com/survey_responses/anvil-review-10882140)**

**Rating:** 5.0/5.0 stars

_— Jacque v._

[Read full review](https://www.g2.com/survey_responses/anvil-review-10882140)

**["Low-Code Platform with Powerful Python Integration Work Faster with an Easy, Reliable Workflow"](https://www.g2.com/survey_responses/anvil-review-12761336)**

**Rating:** 5.0/5.0 stars

_— Shamim S._

[Read full review](https://www.g2.com/survey_responses/anvil-review-12761336)

### [Qt](https://www.g2.com/products/qt/reviews)

Read more about our product here: https://www.qt.io/product Programming should be fast, easy and fun. That’s why we have been focusing on improving software development for the last 25 years, and with the amount of applications and devices growing every day, efficiency has become more important than ever. Qt has everything you need to quickly and cost-effectively design, develop, test, deploy and maintain your software for any project. Focus on creating the best user experiences instead of coding what’s already been coded for you. Qt Group (Nasdaq Helsinki: QTCOM) is a global software company with a strong presence in more than 70 industries and is the leading independent technology behind millions of devices and applications. Qt is used by major global companies and developers worldwide, and the technology enables its customers to deliver exceptional user experiences and advance their digital transformation initiatives. Qt achieves this through its cross-platform software framework for the development of apps and devices, under both commercial and open source licenses.

**Average Rating:** 4.3/5.0

**Total Reviews:** 53

#### How Do G2 Users Rate Qt?

- **Has the product been a good partner in doing business?:** 7.8/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Qt?

- **Seller:** [Qt Group](https://www.g2.com/sellers/qt-group)
- **Year Founded:** 1995
- **HQ Location:** Espoo, Finland
- **Twitter:** @qtproject  
21,456 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=6a2495552dacd153e9beb62f01a89167324b4e81c62c8e844647541d7d75c1fd&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fqt-quality-assurance%2F&secure%5Burl_type%5D=linkedin_company_website)  
20 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer
- **Top Industries:** Computer Software
- **Company Size:** 50% Small, 30% Medium

#### What Do G2 Reviewers Say About Qt?

_AI-generated summary from verified user reviews_

##### Pros

- Users find Qt's **ease of use** invaluable, enabling streamlined development across multiple platforms with a single code base.
- Users value the **high compatibility** of Qt, enabling seamless deployment across multiple devices with a single code base.
- Users value the **cross-platform compatibility** of Qt, allowing seamless deployment on various devices with a single code base.
- Users value the **fast development** capabilities of Qt, enabling swift creation of cross-platform graphical interfaces.
- Users value the **agile and dynamic UI development** capabilities of Qt, streamlining multi-platform deployment effectively.

##### Cons

- Users find the **learning curve steep** with Qt, necessitating persistence to fully grasp its vast framework.
- Users find the **complex usability** of Qt challenging, especially with rigid window resizing during creation.
- Users find Qt's vastness a bit **daunting to start with** , requiring persistence to navigate its complexity.
- Users find the **lack of window resizing customization** challenging, particularly with large resolutions affecting usability.
- Users find it challenging due to **limited window resizing features** in Qt, impacting usability with large resolutions.

#### What Are Recent G2 Reviews of Qt?

**["Agile UI Development, But Window Resizing Needs Improvement"](https://www.g2.com/survey_responses/qt-review-11848019)**

**Rating:** 5.0/5.0 stars

_— Danilo D._

[Read full review](https://www.g2.com/survey_responses/qt-review-11848019)

**["QT: Complete Review"](https://www.g2.com/survey_responses/qt-review-12520950)**

**Rating:** 4.5/5.0 stars

_— Mohammad W._

[Read full review](https://www.g2.com/survey_responses/qt-review-12520950)

#### What Are G2 Users Discussing About Qt?

- [What is Qt used for?](https://www.g2.com/discussions/what-is-qt-used-for) - 1 comment
- [What is the difference between Qt Creator and Qt Designer?](https://www.g2.com/discussions/what-is-the-difference-between-qt-creator-and-qt-designer)
- [Is Qt Creator good?](https://www.g2.com/discussions/is-qt-creator-good)
- [Is Qt Creator IDE free?](https://www.g2.com/discussions/is-qt-creator-ide-free) - 1 comment
- [What is the use of Qt Creator?](https://www.g2.com/discussions/what-is-the-use-of-qt-creator) - 1 comment

### [Kite](https://www.g2.com/products/kite/reviews)

Kite is an AI-powered coding assistant that automates the repetitive parts of programming. Supports 13 languages and 16 editors/IDEs. Kite provides an autocomplete plugin for your favorite IDE, plus a desktop app for searching for Python docs. More developers use Kite than any other code completion tool because it is secure, easy-to-use, and uses deep learning models trained on open source code to achieve the highest code completions confidence. Kite is available for Atom, IntelliJ/ PyCharm/ WebStorm, Spyder, Sublime Text 3, Vim, and VS Code. (JupyterLab integration under development and expected in Q3 2020) Visit kite.com/pricing for more information about our paid and enterprise products.

**Average Rating:** 4.2/5.0

**Total Reviews:** 58

#### How Do G2 Users Rate Kite?

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 8.5/10)
- **Customization:** 6.7/10 (Category avg: 8.0/10)
- **Patching & Updates:** 7.0/10 (Category avg: 8.0/10)

#### Who Is the Company Behind Kite?

- **Seller:** [Kite](https://www.g2.com/sellers/kite)
- **Year Founded:** 2014
- **HQ Location:** San Francisco,CA
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e7d7f5512f593189704aa11bc226fae75ad42f689760d8cdf0b31bc64be113fc&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fkite-co-%2Fabout&secure%5Burl_type%5D=linkedin_company_website)  
73 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 56% Small, 31% Medium

#### What Are Recent G2 Reviews of Kite?

**["A good code assistant but needs improvements"](https://www.g2.com/survey_responses/kite-review-6940135)**

**Rating:** 4.5/5.0 stars

_— Yash W._

[Read full review](https://www.g2.com/survey_responses/kite-review-6940135)

**["The best assistant of developers."](https://www.g2.com/survey_responses/kite-review-6800125)**

**Rating:** 5.0/5.0 stars

_— Ali K._

[Read full review](https://www.g2.com/survey_responses/kite-review-6800125)

#### What Are G2 Users Discussing About Kite?

- [How do you use a kite?](https://www.g2.com/discussions/how-do-you-use-a-kite)
- [How does PyCharm integrate with kite?](https://www.g2.com/discussions/how-does-pycharm-integrate-with-kite) - 1 comment
- [Is kite only for Python?](https://www.g2.com/discussions/is-kite-only-for-python)
- [What is kite Python?](https://www.g2.com/discussions/what-is-kite-python)

### [Codenvy](https://www.g2.com/products/codenvy/reviews)

Codenvy is a developer workspace cloud that runs behind your firewall, connected to your systems and projects, removing configuration maintenance from development. Codenvy allows developers to: - Start a project in seconds, from any computer. - Work on-prem or in the cloud with an adaptable and well-paced IDE - Configure workspaces to include any stack using Dockerfiles. - Customize the IDE with Eclipse Che extensions and assemblies. - Launch parallel processes to build, run and deploy. - Work online, or offline with CLI push, pull and clone. Codenvy can be deployed to your own datacenter or any cloud in just seconds.

**Average Rating:** 4.2/5.0

**Total Reviews:** 67

#### How Do G2 Users Rate Codenvy?

- **Has the product been a good partner in doing business?:** 7.3/10 (Category avg: 8.5/10)
- **Customization:** 6.0/10 (Category avg: 8.0/10)
- **Patching & Updates:** 6.3/10 (Category avg: 8.0/10)

#### Who Is the Company Behind Codenvy?

- **Seller:** [Red Hat](https://www.g2.com/sellers/red-hat)
- **Year Founded:** 1993
- **HQ Location:** Raleigh, NC
- **Twitter:** @RedHat  
300,769 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=4e0d3729ea76bc2ca4cd8f1f390777549ab9f3d824d6dd01fe584e175b43fe7a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3545%2F&secure%5Burl_type%5D=linkedin_company_website)  
19,413 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer, Desarrollador de software
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 66% Small, 18% Large

#### What Do G2 Reviewers Say About Codenvy?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **cloud-based accessibility** of Codenvy, enabling convenient development from anywhere without local installations.
- Users appreciate the **collaborative environment** of Codenvy, enabling seamless teamwork and boosting project efficiency.
- Users value the **convenience of cloud access** , enabling development from any location without local installations.
- Users praise Codenvy's **exceptional customer support** , facilitating seamless collaboration and enhancing overall productivity for teams.
- Users find the **cloud-based accessibility** of Codenvy convenient for easy access to development workspaces from anywhere.

##### Cons

- Users note the **customization difficulty** in Codenvy, finding the IDE less flexible than traditional installations.
- Users find the **pricing expensive** when scaling Codenvy for larger projects or teams, leading to increased costs.
- Users express concern over the **lack of customization** , finding the IDE less flexible than local installations.
- Users find the **steep learning curve** challenging, particularly for those transitioning from local storage to cloud environments.
- Users find the **limited customization** in Codenvy restrictive compared to local IDEs, affecting their development experience.

#### What Are Recent G2 Reviews of Codenvy?

**["My hands on experience on Codenvy- a collaborative coding environment"](https://www.g2.com/survey_responses/codenvy-review-10313800)**

**Rating:** 5.0/5.0 stars

_— Prabhupratik P._

[Read full review](https://www.g2.com/survey_responses/codenvy-review-10313800)

**["Browser-Based IDE That Simplifies Developer Workflows"](https://www.g2.com/survey_responses/codenvy-review-12747399)**

**Rating:** 5.0/5.0 stars

_— Javier C._

[Read full review](https://www.g2.com/survey_responses/codenvy-review-12747399)

### [Selenium IDE](https://www.g2.com/products/selenium-ide/reviews)

Selenium IDE is an open-source integrated development environment (IDE) designed for automating web application testing. As a browser extension available for Chrome, Firefox, and Edge, it enables users to record, edit, and debug test cases directly within the browser. This tool simplifies the creation of automated tests by capturing user interactions and converting them into executable scripts, making it accessible for both novice and experienced testers. Key Features and Functionality: - Record and Playback: Easily record user actions and replay them to validate web application functionality. - Cross-Browser Compatibility: Supports major browsers, including Chrome, Firefox, and Edge, facilitating consistent testing across different environments. - Easy Debugging: Offers features like setting breakpoints and pausing on exceptions to streamline the debugging process. - Parallel Test Execution: Utilizes the Command-line Runner to execute tests in parallel across various browser and operating system combinations, enhancing efficiency. - No Programming Required: Allows testers to create and execute tests without prior programming knowledge, lowering the barrier to entry for test automation. Primary Value and Problem Solved: Selenium IDE addresses the challenge of efficiently creating and managing automated tests for web applications. By providing a user-friendly interface with record and playback capabilities, it eliminates the need for extensive programming skills, enabling testers to quickly develop reliable end-to-end tests. Its cross-browser support and parallel execution features ensure comprehensive testing coverage, reducing the time and effort required to validate web applications across different platforms. This leads to faster development cycles, improved software quality, and a more streamlined testing process.

**Average Rating:** 4.2/5.0

**Total Reviews:** 125

#### How Do G2 Users Rate Selenium IDE?

- **Has the product been a good partner in doing business?:** 7.6/10 (Category avg: 8.5/10)
- **Customization:** 8.3/10 (Category avg: 8.0/10)
- **Patching & Updates:** 8.1/10 (Category avg: 8.0/10)

#### Who Is the Company Behind Selenium IDE?

- **Seller:** [Selenium](https://www.g2.com/sellers/selenium)
- **Year Founded:** 2004
- **HQ Location:** Chicago, IL
- **Twitter:** @SeleniumHQ  
23,675 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b9eba3fc487c2a0b4aec906d45b1f123428082d5e2a77b7e6b86cf03262a21a7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F4826427%2F&secure%5Burl_type%5D=linkedin_company_website)  
101 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer, Software Developer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 39% Medium, 34% Large

#### What Do G2 Reviewers Say About Selenium IDE?

_AI-generated summary from verified user reviews_

##### Pros

- Users love the **code automation** capabilities of Selenium IDE, enhancing efficiency and integration with testing frameworks.
- Users find Selenium IDE **easy to use** , appreciating its user-friendly interface and seamless integration with TestNG.
- Users find Selenium IDE to be **user-friendly** for automating regression testing and integrating with TestNG effectively.
- Users love the **beginner-friendly interface** of Selenium IDE, making complex automation tasks easy without extensive programming knowledge.
- Users find Selenium IDE to be a **convenient tool** for browser automation, requiring minimal programming knowledge for complex tasks.

##### Cons

- Users find Selenium IDE's **beginner unfriendliness** frustrating due to unreliable web driver management across platforms.
- Users find **compatibility issues** with Selenium IDE, as it struggles with cross-platform functionality and reliability.
- Users find the **complex setup** of Selenium IDE challenging when editing or changing recorded actions.
- Users find the **unreliable webdriver management** hinders mobility and cross-platform functionality of Selenium IDE.
- Users find the **limited compatibility** of Selenium IDE frustrating, especially for mobile and cross-platform testing.

#### What Are Recent G2 Reviews of Selenium IDE?

**["Selenium IDE Makes Browser Test Automation Easy with Record & Playback"](https://www.g2.com/survey_responses/selenium-ide-review-13157893)**

**Rating:** 4.5/5.0 stars

_— Verified User in Information Technology and Services_

[Read full review](https://www.g2.com/survey_responses/selenium-ide-review-13157893)

**["Automation made easy"](https://www.g2.com/survey_responses/selenium-ide-review-10399415)**

**Rating:** 4.5/5.0 stars

_— Mahmoud R._

[Read full review](https://www.g2.com/survey_responses/selenium-ide-review-10399415)

#### What Are G2 Users Discussing About Selenium IDE?

- [What is Selenium IDE used for?](https://www.g2.com/discussions/what-is-selenium-ide-used-for)
- [What Does Selenium software do?](https://www.g2.com/discussions/what-does-selenium-software-do) - 1 comment
- [Which of the following can be recorded by Selenium IDE?](https://www.g2.com/discussions/which-of-the-following-can-be-recorded-by-selenium-ide)
- [Is Selenium IDE still supported?](https://www.g2.com/discussions/is-selenium-ide-still-supported)
- [How do I use Selenium IDE?](https://www.g2.com/discussions/how-do-i-use-selenium-ide)

### [Apache Arrow](https://www.g2.com/products/apache-arrow/reviews)

Apache Arrow is a cross-language development platform designed for in-memory data processing and efficient data interchange. It provides a standardized, language-independent columnar memory format that supports both flat and hierarchical data structures. This format is optimized for analytical operations on modern hardware, including CPUs and GPUs, facilitating high-performance data analytics and seamless integration across various data processing systems. Key Features and Functionality: - Columnar Memory Format: Arrow's in-memory columnar format is tailored for efficient analytic operations, enabling vectorized computations that leverage modern processor capabilities. - Zero-Copy Data Sharing: The platform allows for zero-copy reads, enabling rapid data access without the overhead of serialization and deserialization, thus enhancing performance in data-intensive applications. - Multi-Language Support: Arrow offers libraries in multiple programming languages, including C++, Java, Python, R, and more, ensuring broad compatibility and ease of integration into diverse development environments. - Interoperability with Data Formats: It provides tools for reading and writing various file formats such as CSV, Apache Parquet, and Apache ORC, facilitating smooth data interchange between different systems. - In-Memory Analytics and Query Processing: Arrow includes components for in-memory analytics and query processing, supporting efficient data manipulation and analysis directly in memory. Primary Value and Problem Solved: Apache Arrow addresses the challenges associated with processing large datasets by offering a unified, efficient in-memory data representation. By standardizing the columnar memory format and providing zero-copy data sharing, it significantly reduces the computational overhead typically involved in data serialization and deserialization. This leads to faster data processing and analytics, enabling developers to build high-performance applications that can handle complex data structures across various programming languages and platforms. Arrow's interoperability with existing data formats and its support for multiple languages make it a versatile tool for developers aiming to optimize data workflows and enhance the performance of data-driven applications.

**Average Rating:** 4.1/5.0

**Total Reviews:** 29

#### How Do G2 Users Rate Apache Arrow?

- **Has the product been a good partner in doing business?:** 7.5/10 (Category avg: 8.5/10)
- **Customization:** 8.0/10 (Category avg: 8.0/10)
- **Patching & Updates:** 8.6/10 (Category avg: 8.0/10)

#### Who Is the Company Behind Apache Arrow?

- **Seller:** [The Apache Software Foundation](https://www.g2.com/sellers/the-apache-software-foundation)
- **Year Founded:** 1999
- **HQ Location:** Wakefield, MA
- **Twitter:** @TheASF  
66,168 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b8484c4bb31e87bc0ba9e683d86f2af14309539343a063507c88bcdcff98434d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F215982%2F&secure%5Burl_type%5D=linkedin_company_website)  
2,470 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 43% Small, 37% Medium

#### What Do G2 Reviewers Say About Apache Arrow?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **efficient handling of large datasets** with Apache Arrow, enhancing performance across multiple languages and systems.
- Users value the **exceptional speed and efficiency** of Apache Arrow for handling large datasets across multiple systems.
- Users praise the **cross-language compatibility** of Apache Arrow, enabling seamless integration across various programming environments.
- Users commend Apache Arrow for its **exceptional performance efficiency** , significantly enhancing data handling and processing speed.
- Users praise the **excellent interoperability** of Apache Arrow, enabling seamless data handling across various programming languages.

##### Cons

- Users find the **complexity** of Apache Arrow daunting, especially due to steep learning curves and unclear documentation.
- Users face a **steep learning curve with integration** , particularly with documentation and cross-language performance challenges.
- Users face a **steep learning curve** with Apache Arrow, particularly with setup and understanding complex documentation.
- Users find Apache Arrow to have a **steep learning curve** , making it challenging for beginners to get started.
- Users find the **complex setup** of Apache Arrow challenging, often requiring time and effort to navigate effectively.

#### What Are Recent G2 Reviews of Apache Arrow?

**["High-Performance Data Framework for Analytics and ML Workflows"](https://www.g2.com/survey_responses/apache-arrow-review-11777123)**

**Rating:** 5.0/5.0 stars

_— andré P._

[Read full review](https://www.g2.com/survey_responses/apache-arrow-review-11777123)

**["Super fast for big data, but setup can be tricky"](https://www.g2.com/survey_responses/apache-arrow-review-10782379)**

**Rating:** 4.0/5.0 stars

_— Abhishek C._

[Read full review](https://www.g2.com/survey_responses/apache-arrow-review-10782379)

#### What Are G2 Users Discussing About Apache Arrow?

- [What is Apache arrow flight?](https://www.g2.com/discussions/what-is-apache-arrow-flight)
- [Who created Apache arrow?](https://www.g2.com/discussions/who-created-apache-arrow)
- [Is Apache arrow a database?](https://www.g2.com/discussions/is-apache-arrow-a-database)
- [What is Apache arrow used for?](https://www.g2.com/discussions/what-is-apache-arrow-used-for)

### [Python 3.8 with Ubuntu 20.04 LTS](https://www.g2.com/products/python-3-8-with-ubuntu-20-04-lts/reviews)

The "Python 3.8 with Ubuntu 20.04 LTS" Amazon Machine Image (AMI) offers a pre-configured environment combining Python 3.8 with Ubuntu 20.04 LTS. This setup is designed to facilitate the development and deployment of Python applications on AWS, providing a stable and secure foundation for various projects. Key Features and Functionality: - Pre-Configured Environment: The AMI comes with Python 3.8 and Ubuntu 20.04 LTS pre-installed, reducing the time and effort required for initial setup. - Ease of Use: Users can launch instances through the EC2 console's Quick Launch page and access them via SSH using the 'ubuntu' login. - Customization: The environment supports further customization to meet specific project requirements, allowing the installation of additional packages and tools as needed. - Security and Stability: Ubuntu 20.04 LTS provides long-term support, ensuring regular security updates and system stability. Primary Value and Problem Solved: This AMI addresses the need for a ready-to-use, reliable environment for Python development on AWS. By integrating Python 3.8 with Ubuntu 20.04 LTS, it eliminates the complexities associated with manual setup and configuration, enabling developers to focus on coding and deploying applications efficiently. The long-term support of Ubuntu 20.04 LTS ensures ongoing security and stability, making it a dependable choice for production environments.

**Average Rating:** 4.7/5.0

**Total Reviews:** 18

#### How Do G2 Users Rate Python 3.8 with Ubuntu 20.04 LTS?

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 8.5/10)
- **Customization:** 9.5/10 (Category avg: 8.0/10)
- **Patching & Updates:** 9.7/10 (Category avg: 8.0/10)

#### Who Is the Company Behind Python 3.8 with Ubuntu 20.04 LTS?

- **Seller:** [AlmaLinux OS Foundation](https://www.g2.com/sellers/almalinux-os-foundation-1f01d427-920a-41fb-a834-7951a888d101)
- **Year Founded:** 2021
- **HQ Location:** Estero, Florida
- **Twitter:** @almalinux  
12,309 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d041ecc853f9e2e7b5a5a6804534ccda3ee14b1afb6fdae565bf5ba85e8374ee&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Falmalinuxos&secure%5Burl_type%5D=linkedin_company_website)  
27 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 44% Small, 39% Medium

#### What Are Recent G2 Reviews of Python 3.8 with Ubuntu 20.04 LTS?

**["Python 3.8: Rock-Solid Stability Across a Wide Range of Packages"](https://www.g2.com/survey_responses/python-3-8-with-ubuntu-20-04-lts-review-12775551)**

**Rating:** 5.0/5.0 stars

_— William M._

[Read full review](https://www.g2.com/survey_responses/python-3-8-with-ubuntu-20-04-lts-review-12775551)

**["Pros and Cons with Python 3.8 on Ubuntu 20.04 LTS"](https://www.g2.com/survey_responses/python-3-8-with-ubuntu-20-04-lts-review-8563611)**

**Rating:** 4.5/5.0 stars

_— Kaung Khant Z._

[Read full review](https://www.g2.com/survey_responses/python-3-8-with-ubuntu-20-04-lts-review-8563611)

### [Wing Python IDE](https://www.g2.com/products/wing-python-ide/reviews)

Wing is a light-weight but full-featured Python IDE that was designed from the ground up for Python, to bring you a more productive development experience. Wing uses both static and runtime code analysis to provide auto-completion, call tips, code documentation, goto-definition, find uses, refactoring, and many other features. The editor also supports code inspection, PEP8 enforcement, manages new block indentation, and auto-enters invocation arguments. Wing's debugger can work with any Python code, whether it is started from Wing, running in a web framework or other external environment, or in the integrated Python shell. It works with multi-threaded and multi-process code, and can automatically debug child processes. Test-driven development, including debugging, is available for the unittest, docttest, nose, pytest, and Django testing frameworks. The version control integration works with Git, Mercurial, Perforce, and several others. All of Wing's features can be used with files stored locally or on a remote host, VM, or container. Extensive documentation explains how to use Wing with third-party modules like Django, Jupyter, matplotlib, Flask, Docker, Vagrant, Autodesk Maya, and many others. Wing runs on Windows, Linux, and macOS, and is available in paid and free editions: Wing Pro is the full-featured Python IDE for professional developers, Wing Personal is a free simplified Python IDE for students and hobbyists, and Wing 101 is designed for teaching beginning programmers.

**Average Rating:** 4.6/5.0

**Total Reviews:** 13

#### How Do G2 Users Rate Wing Python IDE?

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.5/10)
- **Customization:** 8.3/10 (Category avg: 8.0/10)
- **Patching & Updates:** 9.2/10 (Category avg: 8.0/10)

#### Who Is the Company Behind Wing Python IDE?

- **Seller:** [Wingware](https://www.g2.com/sellers/wingware)
- **Year Founded:** 1999
- **HQ Location:** Cambridge, MA
- **Twitter:** @pythonide  
844 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=012d13d6b028172811e82621e8e87f4dd2d88c945ddfac961cdca1636f90eeb8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F5227564%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 57% Small, 50% Large

#### What Are Recent G2 Reviews of Wing Python IDE?

**["a good tool for profesionals"](https://www.g2.com/survey_responses/wing-python-ide-review-4773319)**

**Rating:** 4.5/5.0 stars

_— Mohammad N._

[Read full review](https://www.g2.com/survey_responses/wing-python-ide-review-4773319)

**["Awesome IDE for Python"](https://www.g2.com/survey_responses/wing-python-ide-review-999290)**

**Rating:** 4.5/5.0 stars

_— Akshay S._

[Read full review](https://www.g2.com/survey_responses/wing-python-ide-review-999290)

#### What Are G2 Users Discussing About Wing Python IDE?

- [How do I run a Python program in Wing?](https://www.g2.com/discussions/how-do-i-run-a-python-program-in-wing)
- [What is Wingpro?](https://www.g2.com/discussions/what-is-wingpro)
- [What platforms does Wing IDE support?](https://www.g2.com/discussions/what-platforms-does-wing-ide-support)
- [Is Wing A good IDE for Python?](https://www.g2.com/discussions/is-wing-a-good-ide-for-python)

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- [C/C++ Integrated Development Environments (IDE)](/categories/c-c-integrated-development-environments-ide)
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- [Other Integrated Development Environments (IDE)](/categories/other-integrated-development-environments-ide)

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 ![Adam Crivello](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Adam Crivello")
AC

Researched and written by [Adam Crivello](https://research.g2.com/insights/author/adam-crivello)

Updated October 3, 2024

Python integrated development environments, or Python IDEs, are software platforms that provide programmers and developers with a comprehensive set of tools for software development in a single product, specifically in the Python programming language. Python IDEs are built to work with specific application platforms and remove barriers involved in the lifecycle of software development. Python IDEs are used by development teams to build new software, apps, web pages, and services, delivering a single tool with all the features needed to accomplish these tasks and removing the need for integrations. Python IDEs are used to program code for a specific platform or platforms, and have integrated features specifically designed for use within these platforms including capabilities to compile, debug, or intelligently complete code automatically.

To qualify for inclusion in the Python Integrated Development Environments category, a product must:

- Provide Python programming capabilities through a text editor or a GUI (graphical user interface)
- Integrate with at least one platform without a separate plugin
- Expose a platform’s application programming interface (API) and allow for compiling, debugging, version control, platform-specific code suggestions, or code deployment

Top Tools at a Glance

| 

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AWS-native serverless development with browser-based collaboration

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User Review

"Intuitive, Managed Cloud IDE with Strong AWS Integration"

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Python debugging with intelligent code completion

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User Review

"Easy Python Access for Non-Developers—Great for Learning and Building Basic Tools"

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| 

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Real-time collaborative data science notebooks

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User Review

"Real-Time Collaboration That Makes Lab Work Easy"

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| 

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Java-centric development with Python plugin support

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User Review

"Enhances Java Coding with Powerful Tools but Needs a Performance Boost"

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| 

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SQL-to-Python notebooks with interactive app publishing

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User Review

"All-in-One Collaborative Workspace for SQL, Python, and Interactive Dashboards"

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| 

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Interactive Python prototyping with cell-by-cell execution

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User Review

"Perfect for Prototyping and EDA, but a Headache for Version Control"

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| 

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Scientific Python development with variable exploration

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User Review

"Spyder py"

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Full-stack Python web apps without JavaScript

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User Review

"Anvil is hands down the best way to use Python"

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Cross-platform C++ GUI development with Qt

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User Review

"Agile UI Development, But Window Resizing Needs Improvement"

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