--- title: The Jupyter Notebook Reviews meta\_title: 'The Jupyter Notebook Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 254 reviews by the users' company size, role or industry to find out how The Jupyter Notebook works for a business like yours. aggregate\_rating: rating\_value: 4.6 review\_count: 254 scale: '5' date\_modified: '2026-08-09' parent\_category: name: Integrated Development Environments (IDE) url: https://www.g2.com/categories/integrated-development-environments-ide --- ### The Jupyter Notebook Pros and Cons: Top 5 Advantages and Disadvantages #### Quick AI Summary Based on G2 Reviews Generated from real user reviews Users appreciate the **ease of use** of Jupyter Notebook, making it perfect for beginners and efficient for data projects. [(7 mentions)](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=1809736&qs=pros-and-cons#reviews) Users value the **easy implementation of data visualizations** in Jupyter Notebook, enhancing their Python and machine learning projects. [(6 mentions)](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=1809920&qs=pros-and-cons#reviews) Users value the **powerful data analysis capabilities** of Jupyter Notebook, enabling interactive insights and seamless visualizations. [(5 mentions)](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=1809433&qs=pros-and-cons#reviews) Users value the **interactive prototyping and language flexibility** of Jupyter Notebook, enhancing their data analysis workflows. [(5 mentions)](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=1809491&qs=pros-and-cons#reviews) Users value the **unmatched interactive prototyping** capabilities of Jupyter Notebook, enhancing their data analysis and experimentation. [(4 mentions)](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=1810401&qs=pros-and-cons#reviews) Users find **file management cumbersome** in Jupyter Notebook, particularly with large projects and outdated UI limitations. [(3 mentions)](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=1810253&qs=pros-and-cons#reviews) Users report that handling **large datasets** is slow, often leading to crashes and performance issues. [(3 mentions)](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=1810067&qs=pros-and-cons#reviews) Users experience a **complex setup** with Jupyter Notebook, finding the initial learning process and configuration overwhelming. [(2 mentions)](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=2009150&qs=pros-and-cons#reviews) Users find **difficult management** aspects challenging, especially in setting up environment configurations and handling version control. [(2 mentions)](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=1808983&qs=pros-and-cons#reviews) Users find the **steep learning curve** of Jupyter Notebook challenging, requiring significant time to grasp initial setup and commands. [(2 mentions)](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=1810238&qs=pros-and-cons#reviews) ### 5 Pros or Advantages of The Jupyter Notebook ##### 1. Ease of Use Users appreciate the **ease of use** of Jupyter Notebook, making it perfect for beginners and efficient for data projects. [ See 7 mentions ](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=1809736&qs=pros-and-cons#reviews) See Related User Reviews ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") U Verified User Small-Business (50 or fewer emp.) 4.0/5 "Jupyter Notebook: Ideal for Interactive Data Analysis and Rapid Prototyping" What do you like about The Jupyter Notebook? Jupyter Notebook is extremely effective for interactive data analysis, experimentation, and prototyping. The ability to combine code, visualizations, ![Gaurav G.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Gaurav G.") GG Gaurav G. Small-Business (50 or fewer emp.) 5.0/5 "Clean Interface That Enhances Productivity" What do you like about The Jupyter Notebook? it has a clean interface and good for python use and machine learning work ##### 2. Data Visualization Users value the **easy implementation of data visualizations** in Jupyter Notebook, enhancing their Python and machine learning projects. [ See 6 mentions ](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=1809920&qs=pros-and-cons#reviews) See Related User Reviews ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") U Verified User Small-Business (50 or fewer emp.) 4.0/5 "Jupyter Notebook: Ideal for Interactive Data Analysis and Rapid Prototyping" What do you like about The Jupyter Notebook? Jupyter Notebook is extremely effective for interactive data analysis, experimentation, and prototyping. The ability to combine code, visualizations, ![Priyanshu D.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Priyanshu D.") PD Priyanshu D. Mid-Market (51-1000 emp.) 4.0/5 "Jupyter Notebook: The Ultimate Tool for Interactive Data Science" What do you like about The Jupyter Notebook? Being a Data Scientist and Proactively working in the field of Data Analysis, Jupyter have become a essential tool in my daily task, due to its easy-t ##### 3. Data Analysis Users value the **powerful data analysis capabilities** of Jupyter Notebook, enabling interactive insights and seamless visualizations. [ See 5 mentions ](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=1809433&qs=pros-and-cons#reviews) See Related User Reviews ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") U Verified User Small-Business (50 or fewer emp.) 4.0/5 "Jupyter Notebook: Ideal for Interactive Data Analysis and Rapid Prototyping" What do you like about The Jupyter Notebook? Jupyter Notebook is extremely effective for interactive data analysis, experimentation, and prototyping. The ability to combine code, visualizations, ![Priyanshu D.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Priyanshu D.") PD Priyanshu D. Mid-Market (51-1000 emp.) 4.0/5 "Jupyter Notebook: The Ultimate Tool for Interactive Data Science" What do you like about The Jupyter Notebook? Being a Data Scientist and Proactively working in the field of Data Analysis, Jupyter have become a essential tool in my daily task, due to its easy-t ##### 4. Useful Users value the **interactive prototyping and language flexibility** of Jupyter Notebook, enhancing their data analysis workflows. [ See 5 mentions ](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=1809491&qs=pros-and-cons#reviews) See Related User Reviews ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") U Verified User Small-Business (50 or fewer emp.) 4.0/5 "Jupyter Notebook: Ideal for Interactive Data Analysis and Rapid Prototyping" What do you like about The Jupyter Notebook? Jupyter Notebook is extremely effective for interactive data analysis, experimentation, and prototyping. The ability to combine code, visualizations, ![Priyanshu D.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Priyanshu D.") PD Priyanshu D. Mid-Market (51-1000 emp.) 4.0/5 "Jupyter Notebook: The Ultimate Tool for Interactive Data Science" What do you like about The Jupyter Notebook? Being a Data Scientist and Proactively working in the field of Data Analysis, Jupyter have become a essential tool in my daily task, due to its easy-t ##### 5. Performance Users value the **unmatched interactive prototyping** capabilities of Jupyter Notebook, enhancing their data analysis and experimentation. [ See 4 mentions ](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=1810401&qs=pros-and-cons#reviews) See Related User Reviews ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") U Verified User Small-Business (50 or fewer emp.) 4.0/5 "Jupyter Notebook: Ideal for Interactive Data Analysis and Rapid Prototyping" What do you like about The Jupyter Notebook? Jupyter Notebook is extremely effective for interactive data analysis, experimentation, and prototyping. The ability to combine code, visualizations, ![Priyanshu D.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Priyanshu D.") PD Priyanshu D. Mid-Market (51-1000 emp.) 4.0/5 "Jupyter Notebook: The Ultimate Tool for Interactive Data Science" What do you like about The Jupyter Notebook? Being a Data Scientist and Proactively working in the field of Data Analysis, Jupyter have become a essential tool in my daily task, due to its easy-t ### 5 Cons or Disadvantages of The Jupyter Notebook ##### 1. File Management Users find **file management cumbersome** in Jupyter Notebook, particularly with large projects and outdated UI limitations. [ See 3 mentions ](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=1810253&qs=pros-and-cons#reviews) See Related User Reviews ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") U Verified User Small-Business (50 or fewer emp.) 4.0/5 "Jupyter Notebook: Ideal for Interactive Data Analysis and Rapid Prototyping" What do you dislike about The Jupyter Notebook? The UI gets the job done, but it feels less customizable than some desktop IDEs. Managing large projects or multiple notebooks can also become cumbers ![Sandeep K.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Sandeep K.") SK Sandeep K. Mid-Market (51-1000 emp.) 5.0/5 "All time favourite product for Python tasks" What do you dislike about The Jupyter Notebook? The GUI is outdated and lacks an integrated development environment; we need to return to the home page each time to manage files. ##### 2. Large Data Management Users report that handling **large datasets** is slow, often leading to crashes and performance issues. [ See 3 mentions ](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=1810067&qs=pros-and-cons#reviews) See Related User Reviews ![Priyanshu D.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Priyanshu D.") PD Priyanshu D. Mid-Market (51-1000 emp.) 4.0/5 "Jupyter Notebook: The Ultimate Tool for Interactive Data Science" What do you dislike about The Jupyter Notebook? Handling large Dataset is bit slow and sometime involves server/browser crash. Not very well suited for large dataset. ![Ajay M.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Ajay M.") AM Ajay M. Small-Business (50 or fewer emp.) 4.0/5 "Jupyter Notebook Review: The Gold Standard for Interactive Data Exploration" What do you dislike about The Jupyter Notebook? Collaboration Challenges: Lacks real-time co-editing (unlike Google Colab). Merging changes from multiple users often causes version conflicts, requi ##### 3. Complex Setup Users experience a **complex setup** with Jupyter Notebook, finding the initial learning process and configuration overwhelming. [ See 2 mentions ](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=2009150&qs=pros-and-cons#reviews) See Related User Reviews ![Ajay M.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Ajay M.") AM Ajay M. Small-Business (50 or fewer emp.) 4.0/5 "Jupyter Notebook Review: The Gold Standard for Interactive Data Exploration" What do you dislike about The Jupyter Notebook? Collaboration Challenges: Lacks real-time co-editing (unlike Google Colab). Merging changes from multiple users often causes version conflicts, requi ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") U Verified User Small-Business (50 or fewer emp.) 5.0/5 "Everything flows with The Jupyter Notebook, I transform data and visualize results" What do you dislike about The Jupyter Notebook? You've to spend a few hours understanding how to set up virtual environments and resolve specific dependencies, so initially configuring and learning ##### 4. Difficult Management Users find **difficult management** aspects challenging, especially in setting up environment configurations and handling version control. [ See 2 mentions ](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=1808983&qs=pros-and-cons#reviews) See Related User Reviews ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") U Verified User Small-Business (50 or fewer emp.) 5.0/5 "Everything flows with The Jupyter Notebook, I transform data and visualize results" What do you dislike about The Jupyter Notebook? You've to spend a few hours understanding how to set up virtual environments and resolve specific dependencies, so initially configuring and learning ![Shantanu R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Shantanu R.") SR Shantanu R. Small-Business (50 or fewer emp.) 5.0/5 "Best tool for Python coding in parts/modules" What do you dislike about The Jupyter Notebook? Sometimes if the code is big and has too many cells, it takes too much time to execute. It runs on the browser of your choice but it aslo depends on t ##### 5. Learning Curve Users find the **steep learning curve** of Jupyter Notebook challenging, requiring significant time to grasp initial setup and commands. [ See 2 mentions ](https://www.g2.com/products/the-jupyter-notebook/reviews?filters%5Bsentiment_snippet%5D=1810238&qs=pros-and-cons#reviews) See Related User Reviews ![Ajay M.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Ajay M.") AM Ajay M. Small-Business (50 or fewer emp.) 4.0/5 "Jupyter Notebook Review: The Gold Standard for Interactive Data Exploration" What do you dislike about The Jupyter Notebook? Collaboration Challenges: Lacks real-time co-editing (unlike Google Colab). Merging changes from multiple users often causes version conflicts, requi ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") U Verified User Small-Business (50 or fewer emp.) 5.0/5 "Everything flows with The Jupyter Notebook, I transform data and visualize results" What do you dislike about The Jupyter Notebook? You've to spend a few hours understanding how to set up virtual environments and resolve specific dependencies, so initially configuring and learning ## Top-Rated Alternatives [ ![Eclipse](https://images.g2crowd.com/uploads/product/hd_favicon/99f6b354a419d817b55329e62b0ea83f/eclipse.svg "Eclipse") Eclipse 4.3/5(3,220) ](https://www.g2.com/products/eclipse/reviews) [ ![PyCharm](https://images.g2crowd.com/uploads/product/hd_favicon/2eaf0d6363d962a63d86883a92e7d20d/pycharm.svg "PyCharm") PyCharm 4.6/5(787) ](https://www.g2.com/products/pycharm/reviews) [ ![AWS Cloud9](https://images.g2crowd.com/uploads/product/hd_favicon/1528476507/aws-cloud9.svg "AWS Cloud9") AWS Cloud9 4.3/5(368) ](https://www.g2.com/products/aws-cloud9/reviews) [ View All Alternatives ](https://www.g2.com/products/the-jupyter-notebook/competitors/alternatives) ![Furkan A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Furkan A.") FA Furkan A. Data scientist Computer Software Small-Business (50 or fewer emp.) 4/13/2026 "Everything I Need for Data Science in One Place" 5/5 What do you like best about The Jupyter Notebook? The thing I like most about Jupyter Notebook is that it is very beginner-friendly and has a simple, easy-to-understand interface. As someone who is learning data science, I found it easy to get started without needing a lot of technical knowledge. The layout is clean and organized, which makes it comfortable to work with even for beginners. One of the biggest advantages is that I can perform multiple tasks in one place. I can write and run Python code, clean and analyze data, create visualizations, and document my work all within the same notebook. This eliminates the need to switch between different applications and tools, making my workflow much smoother and more efficient. I also like that I can see the output of my code immediately, which helps me learn faster and understand concepts more clearly. Whether I am experimenting with new ideas, practicing coding skills, working on assignments, or building data science projects, Jupyter Notebook makes the process easier and more organized. As a data science student, it has become one of my most useful tools because it helps me focus on learning, exploring data, and improving my skills rather than spending time managing multiple software programs. Overall, Jupyter Notebook provides a simple and effective environment for learning, experimenting, and developing data science projects. Review collected by and hosted on G2.com. What do you dislike about The Jupyter Notebook? One thing I dislike about Jupyter Notebook is that it can become slow when working with very large datasets or running heavy computations. As the amount of data increases, the notebook may start lagging, take longer to execute code, or become less responsive. This can sometimes interrupt the workflow and make it harder to work efficiently on complex projects. There have been situations where I had to wait longer for code to run or restart the notebook to improve performance. While this is not a major issue for smaller projects and learning tasks, it can be noticeable when handling larger datasets or resource-intensive operations. Apart from this limitation, Jupyter Notebook works very well for most of my data analysis, visualization, and learning activities. Its ease of use, flexibility, and beginner-friendly interface make it a valuable tool for students and professionals alike. Review collected by and hosted on G2.com. What problems is The Jupyter Notebook solving and how is that benefiting you? One of the biggest benefits of Jupyter Notebook is that it allows me to perform many different tasks in a single environment. I can clean and prepare data, perform data analysis, create visualizations, and even build and train machine learning models without needing to switch between multiple applications or tools. Having everything in one place makes the entire process much more convenient and efficient. This saves me a lot of time because I do not have to move data between different software programs or manage multiple workspaces. It also helps keep my projects organized since the code, outputs, charts, and notes are all stored together in one notebook. This makes it easier to track my work, review previous steps, and share projects with others. Another benefit is that Jupyter Notebook encourages experimentation and learning. I can run code in small sections, see the results immediately, and make changes whenever needed. This interactive approach helps me understand concepts more clearly and learn from my mistakes. As a data science student, Jupyter Notebook is especially valuable because it provides a practical environment for practicing skills, exploring datasets, and building projects. It helps me test ideas quickly, improve my understanding of data science concepts, and complete assignments and personal projects more efficiently. Overall, it makes learning and working on data science tasks much easier and more enjoyable. Review collected by and hosted on G2.com. Show More 6/6/2026 Current UserValidated ReviewerSource: Organic Review from User Profile ![Lokesh S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Lokesh S.") LS Lokesh S. Senior Data Scientist Mid-Market (51-1000 emp.) 6/7/2026 "Perfect for Prototyping and EDA, but a Headache for Version Control" 5/5 What do you like best about The Jupyter Notebook? Rapid prototyping, exploratory data analysis (EDA), and creation of fast machine learning models to check basic business assumptions before investing the time and resources needed to develop a full data pipeline.To summarise the above, Jupyter Notebook is nothing but my canvas to explore data sets and rapid prototype. It's awesome that it's cell-based and there's immediate feedback loop. It's really very useful to be able to write out a block of code, then run it, and immediately see the black and yellow graphic below that shows an intricate plot. It helps me keep a flow state in my mind while in the midst of cleaning up messy dataset or tuning hyperparameters for a machine learning model. Other types of support include markdown — because it allows me to write our thought process, assumptions, and initial findings along with the live code, and that's a lot more user-friendly when passing prototypes along to our data engineering team. Review collected by and hosted on G2.com. What do you dislike about The Jupyter Notebook? This is a fantastic idea for solo work, but not so SoS in the ordinary software development process. Version control is by far the biggest pain. Taking advantage of the fact that notebooks are saved as huge JSON files with various parts of the output and metadata, change-tracking via Git just becomes pain in the ass. One of the least favorite tasks for me in Jupyter is resolving merge conflicts. In addition, it does not possess the solid syntactic support of a complete IDE such as PyCharm or VS Code—feats such as sophisticated linting, in-depth debugging or refactoring need jumping through hoops with extensions. This makes it easy to run cells out of order so as to add hidden states, and can cause the very common "it works on my machine" bug when another user tries to run the notebook in sequence. Review collected by and hosted on G2.com. What problems is The Jupyter Notebook solving and how is that benefiting you? As a mid-sized team, we often have to jump quickly to the end of the problem solving sprint, refute business hypotheses and stay away from building full software projects.We, as a mid-sized team, have a need to validate business hypotheses in a timely fashion before investing our resources into building full software projects. Recently, our product team wanted to identify churn trends of a new feature that was introduced into our product. I did not have to create a big pipeline, but set up my Jupyter Notebook directly to our warehouse and created a quick random forest classifier. In one afternoon I was now able to see these main churn drivers through interactive visualizations. I got to present this notebook directly to stakeholders because it's so easy to lay out that it's easily read by a non-technical person. In doing so, it can save us days of overhead because we can test and prove a concept works first in the sandbox, and then write production ready code. Review collected by and hosted on G2.com. Show More Validated ReviewerIncentivizedSource: G2 invite ![Anas Z.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Anas Z.") AZ Anas Z. Data Scientist Mid-Market (51-1000 emp.) 5/28/2026 "Jupyter Notebook Makes Experimentation and Learning Fast and Clear" 5/5 What do you like best about The Jupyter Notebook? What I like best about Jupyter Notebook is how it combines code, visualizations, and documentation in one place, making experimentation and learning very efficient. It allows quick testing of ideas, easy debugging, and clear presentation of results, which is especially useful for data science and machine learning projects. Review collected by and hosted on G2.com. What do you dislike about The Jupyter Notebook? What I dislike about Jupyter Notebook is that notebooks can become difficult to manage and reproduce in larger projects, especially when cells are run out of order. This can lead to hidden state issues, messy workflows, and challenges when moving code into production environments. Review collected by and hosted on G2.com. What problems is The Jupyter Notebook solving and how is that benefiting you? Jupyter Notebook solves the problem of inefficient experimentation and fragmented workflows in programming and data analysis by combining code execution, visualization, and documentation in a single environment. This benefits me by allowing faster prototyping, easier debugging, clearer presentation of results, and more efficient development of machine learning and data science projects. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic Review from User Profile ![Asma B.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Asma B.") AB Asma B. Data Annotator Small-Business (50 or fewer emp.) 6/6/2026 "Seamlessly Combines Live Code, Narrative, and Interactive Visualizations" 5/5 What do you like best about The Jupyter Notebook? What stands out most about Jupyter Notebook is how seamlessly it brings together live code, narrative text, and interactive visualizations in a single, shareable document. Review collected by and hosted on G2.com. What do you dislike about The Jupyter Notebook? It’s notorious for encouraging poor software engineering habits, leading to messy state management and problematic version control. Review collected by and hosted on G2.com. What problems is The Jupyter Notebook solving and how is that benefiting you? Jupyter Notebook addresses the problem of disconnected coding and data analysis by bringing live code, equations, text, and visualizations together in a single interactive document. It helps users work through prototypes step by step, get immediate visual feedback as they iterate, and share reproducible research and workflows more seamlessly. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ![Verified User in Renewables & Environment](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Renewables & Environment") UR Verified User in Renewables & Environment Small-Business (50 or fewer emp.) 4/18/2026 "Interactive Cell-by-Cell Execution Makes Prototyping Fast and Easy" 5/5 What do you like best about The Jupyter Notebook? It offers interactive, cell-by-cell execution, which is great for rapid prototyping and getting immediate feedback without having to re-run the entire script each time. Review collected by and hosted on G2.com. What do you dislike about The Jupyter Notebook? It can create reproducibility and version-control issues. Because cells can be executed out of order, the kernel’s current state may not reflect the code’s intended linear flow. This often leads to situations where results can’t be reproduced, since variables may have been defined in cells that were later deleted, moved, or re-ordered. Review collected by and hosted on G2.com. What problems is The Jupyter Notebook solving and how is that benefiting you? Jupyter lets me run code in chunks, which makes it easy to work iteratively. I can load your data once and then try out different analysis techniques without having to reload the dataset each time. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ![Ajay M.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Ajay M.") AM Ajay M. Data Analyst Small-Business (50 or fewer emp.) 8/1/2025 "Jupyter Notebook Review: The Gold Standard for Interactive Data Exploration" 4/5 What do you like best about The Jupyter Notebook? Pros: Unmatched Interactive Prototyping: Combines code execution, visualizations (Matplotlib/Plotly), and Markdown documentation in a single notebook. Ideal for iterative workflows like model tuning or data cleaning, where immediate feedback accelerates experimentation Language Flexibility: Supports 40+ languages (Python, R, Julia) via kernels, making it indispensable for cross-functional teams. Python integration is seamless, especially for libraries like Pandas and TensorFlow Zero-Cost & Open Source: Free accessibility lowers barriers for students and startups. Active community support ensures continuous updates (e.g., JupyterLab improvements) Educational Powerhouse: Step-by-step code execution and inline visualizations (e.g., heatmaps, graphs) simplify complex concepts—perfect for teaching statistics or sharing reproducible analyses Integration Ecosystem: Works natively with big-data tools (Apache Spark, Hadoop) and exports to PDF/HTML for reports. Integrates with VS Code for hybrid IDE workfllow Review collected by and hosted on G2.com. What do you dislike about The Jupyter Notebook? Collaboration Challenges: Lacks real-time co-editing (unlike Google Colab). Merging changes from multiple users often causes version conflicts, requiring manual reconciliation Debugging Limitations: Weak error tracing in notebook cells complicates large-scale debugging. Users frequently switch to PyCharm/VSCode for complex projects Performance Bottlenecks: Struggles with memory-intensive operations (e.g., processing 10GB+ datasets). Kernel crashes force workarounds like batch processing Steep Learning Curve: Magic commands (%%time, !pip install), kernel management, and environment setup overwhelm beginners Review collected by and hosted on G2.com. What problems is The Jupyter Notebook solving and how is that benefiting you? At GeoIQ, we use Jupyter for rapid influencer ROI analysis. We scrape social data, visualize engagement trends, and share notebooks with marketing teams—cutting report time by 65%. But we avoid it for pipeline deployment. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite ![Priyanshu D.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Priyanshu D.") PD Priyanshu D. Jr. Executive Business Analyst Mid-Market (51-1000 emp.) 8/12/2025 "Jupyter Notebook: The Ultimate Tool for Interactive Data Science" 4/5 What do you like best about The Jupyter Notebook? Being a Data Scientist and Proactively working in the field of Data Analysis, Jupyter have become a essential tool in my daily task, due to its easy-to-use structure, as we can write code in a very simple way ie in small chunks running them independently making the debugging and iteration easier.Coming to the Visualization part, It is very useful in creating interactive graphs and plots, thanks to diffrent libraries it support (ex- Matplot, plotly, seaborn). Review collected by and hosted on G2.com. What do you dislike about The Jupyter Notebook? Handling large Dataset is bit slow and sometime involves server/browser crash. Not very well suited for large dataset. Review collected by and hosted on G2.com. What problems is The Jupyter Notebook solving and how is that benefiting you? Its helps me in EDA and Visualizaing My data in most efficient way possible. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic ![Gaurav G.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Gaurav G.") GG Gaurav G. Application Developer II Small-Business (50 or fewer emp.) 12/19/2025 "Clean Interface That Enhances Productivity" 5/5 What do you like best about The Jupyter Notebook? it has a clean interface and good for python use and machine learning work Review collected by and hosted on G2.com. What do you dislike about The Jupyter Notebook? it does not have autocomplete feature of certain code snippet and sometimes does not give warning on wrong syntax Review collected by and hosted on G2.com. What problems is The Jupyter Notebook solving and how is that benefiting you? it is helping me with the IDE of python, i can perform various machine learning tasks in it without any hassle Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ![Vijay S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Vijay S.") VS Vijay S. LLM Trainer Mid-Market (51-1000 emp.) 12/2/2025 "Excellent Editing Tools and Undo Feature" 5/5 What do you like best about The Jupyter Notebook? The tools for editing each cell and the undo feature Review collected by and hosted on G2.com. What do you dislike about The Jupyter Notebook? Double-click to edit a cell. Sometimes it goes away while mistakenly clicked. Review collected by and hosted on G2.com. What problems is The Jupyter Notebook solving and how is that benefiting you? We personally used it to resolve issues in our labeling conversation, and it is very useful in training models Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ![Shantanu R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Shantanu R.") SR Shantanu R. Engineer Small-Business (50 or fewer emp.) 12/26/2024 "Best tool for Python coding in parts/modules" 5/5 What do you like best about The Jupyter Notebook? It has the most easy and understanable UI. A beginner would find easy to use all the tools, how to make paths for the files and to make projects. Also the code runs in cells making it easier to debug and to remove any error or issue in the program as soon as it gets detected. It provide the feature to decorate your texts in code like comments or a simple line by changing the size, boldness and font of the text. It supports various languages like Python, R, Ruby, etc which also makes it to have better cross language support in the program. Use of data visualisation modules like Matplotlip and Seaborn is quite efficient on this platform. I use this often to make my python projects and ML projects. Review collected by and hosted on G2.com. What do you dislike about The Jupyter Notebook? Sometimes if the code is big and has too many cells, it takes too much time to execute. It runs on the browser of your choice but it aslo depends on the version of the browser thus it is very important to maintain the version of the browser updated. And it is difficult to make any version control changes like Git or to upload it to Github. Review collected by and hosted on G2.com. What problems is The Jupyter Notebook solving and how is that benefiting you? As the code runs in seperate cells it solves the problem of real time data visualisation and representation on a map, bar graph, pie chart, etc. thus it is faster to view and make analysis of the information of a scattered data. This platform provides the ease of learning by giving free tutorials to the users and documentations. The UI is suitable for new users to make used to the platform. Review collected by and hosted on G2.com. 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