--- title: Colaboratory for G Suite Reviews meta_title: 'Colaboratory for G Suite Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 56 reviews by the users' company size, role or industry to find out how Colaboratory for G Suite works for a business like yours. aggregate_rating: rating_value: 4.4 review_count: 56 scale: '5' date_modified: '2026-07-12' parent_category: name: Marketplace Apps url: https://www.g2.com/categories/marketplace-apps --- # Colaboratory for G Suite Reviews **Vendor:** Google **Category:** [Google Workspace Development Tools ](https://www.g2.com/categories/google-workspace-development-tools) **Average Rating:** 4.4/5.0 **Total Reviews:** 56 ## About Colaboratory for G Suite Colaboratory for G Suite is a data analysis tool that combines code, output, and descriptive text into one collaborative document. ## Colaboratory for G Suite Reviews ### 1. Great for Cloud Python on Any Device, but File Saving and Versioning Feel Messy **Rating:** 3.5/5.0 stars **Reviewed by:** Sean T. | Head of Marketing, Small-Business (50 or fewer emp.) **Reviewed Date:** June 08, 2026 **What do you like best about Colaboratory for G Suite?** I have always used python code on my computer to build simple things, explore ideas or data, or automate tasks. Colaboratory allows me to do this in the cloud, without needing to configure my computer - so I can do the same work on multiple devices, or share it with other people who do not have their devices set up. **What do you dislike about Colaboratory for G Suite?** The interface is code only which can be quite messy. If we can build code but then have that in the background that would be good. It also does not integrate into drive very easily, it's not always clear where files save. File versioning is also messy, especially when sharing with people, as you are never sure what changes save and update the original or not. Also it's very easy to destruct you work by mistake like accidentally deleting a cell you can not revert. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** It lets me run tools and automate tasks in the cloud, and it also makes it easy to delegate that work to other people who don’t need to understand the underlying tool. ### 2. Quick Experiments Made Easy with Great Debugging and Logging **Rating:** 4.5/5.0 stars **Reviewed by:** tanzeem a. | Principal data scientist, Small-Business (50 or fewer emp.) **Reviewed Date:** April 28, 2026 **What do you like best about Colaboratory for G Suite?** I really like the fact that it allows me to perform quick experiments with easy debugging and logging. **What do you dislike about Colaboratory for G Suite?** Sometimes, the GPUs can turn out be insufficient to train large models. This hampers development quite a bit. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** I use Google Colab to train AI models and set a pipeline before I deploy it into production. ### 3. A Python-Ready Online Tool Built Right Into Google Apps **Rating:** 4.5/5.0 stars **Reviewed by:** Darie M. | Assistant Professor, Mid-Market (51-1000 emp.) **Reviewed Date:** April 24, 2026 **What do you like best about Colaboratory for G Suite?** An online python ready tool inside Google applications package. **What do you dislike about Colaboratory for G Suite?** It loges out if not active and you need to run all the code again. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** You can write code like in any other editor, but it has the advantage of being in cloud. ### 4. Helps us focus on solving real challenges in ML as everything else is taken care of by Google Cloud! **Rating:** 4.5/5.0 stars **Reviewed by:** Murugesan N. | Freelance, Small-Business (50 or fewer emp.) **Reviewed Date:** July 07, 2023 **What do you like best about Colaboratory for G Suite?** Google Colab takes care of everything around the infrastructure requirements, software requirements and other associated things and lets us focus on solving real challenges in data science - we just need a browser to do even advanced machine learning training! The features l like most are the ability to share the notebooks with colleagues easily, the ability to use libraries like Tensorflow that automatically take care of version dependencies, the ability to use GPUs, and the ability to distributed training of neural network models that require TPUs, free of cost. **What do you dislike about Colaboratory for G Suite?** There is nothing to dislike about Google Colab as it satisfies most of our standard requirements and has been very helpful for me in my data science work. To increase wider usage, Kaggle features like creating datasets, using notebooks as datasets etc., can be thought of **What problems is Colaboratory for G Suite solving and how is that benefiting you?** Google Colab makes a separate cloud subscription for basic machine learning model analysis redundant. It provides the required servers, memory and processors, and software accessories, freeing us from worrying about the availability of on-premise or cloud servers. Alternatively, this might require the usage of subscriptions to cloud vendors like Google, AWS, Azure etc., as many of the machine learning problems can be better solved in cloud infrastructure ### 5. Convenience of using Google Colaboratory **Rating:** 4.0/5.0 stars **Reviewed by:** Sharath P. | Small-Business (50 or fewer emp.) **Reviewed Date:** July 05, 2023 **What do you like best about Colaboratory for G Suite?** Through Google Colaboratory, we can easily create, access and manage all our notebooks in a single place without worrying about where each notebook gets saved. It also has auto-save and versioning features, which lets us rest easy knowing that our latest changes are always saved, and we still have the option to fall back to an older version of code if needed. Another advantage is that we can run our notebooks on more capable hardware than our own system. **What do you dislike about Colaboratory for G Suite?** A common disadvantage of using Colaboratory is the need to always be online to access our notebooks. There is also the fact that it can't offer the advantages of running Jupyter notebooks on our local machines such as one global installation of required libraries applies to all notebooks calling it. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** The ability to run demanding workloads on a high configuration of system hardware through the power of cloud. This helps us in saving the costs that we would have otherwise incurred had we tried to get a similarly capable machine on premises. ### 6. Collab suite on a Chrome browser **Rating:** 4.5/5.0 stars **Reviewed by:** Akram K. | Presales Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** December 06, 2023 **What do you like best about Colaboratory for G Suite?** Simplicity to use by just a web broweser, no need to install RAM hungary clients to access email, video call, chats and productivity tools. **What do you dislike about Colaboratory for G Suite?** Less colorful graphics. it should be comes with more colorful themes and graphics. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** Email, chats, files and recordings. ### 7. A Great Tool for Data Analysis and ML **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Small-Business (50 or fewer emp.) **Reviewed Date:** May 19, 2023 **What do you like best about Colaboratory for G Suite?** I like best about colaboratory for G Suite is that we can do data analysis seamlessly using Python and ML Models over the cloud interface. By this, we can also collaborate and contribute to the same project by our team members. It is easy to use, fast and efficient. **What do you dislike about Colaboratory for G Suite?** Sometimes there is a lag in updates over the code. Libraries other than included with python needs to be installed again in every visit. Overall, a good experience. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** It helps me in solving my project that involves Python and ML models for data analysis. Able to do analysis with this tool efficiently and it takes less time for execution of codes. ### 8. Awesome go-to cloud Jupyter notebook environment **Rating:** 5.0/5.0 stars **Reviewed by:** Aishwarya J. | Data Analyst, Enterprise (> 1000 emp.) **Reviewed Date:** April 13, 2023 **What do you like best about Colaboratory for G Suite?** Colaboratory offers a cloud Python environment to write and execute code. When it comes to machine learning and data science/analytics, this comes in handy because of its GPU. Quick and fast command execution is made possible due to its cloud GPU. Also, no setup is required, unlike other products. **What do you dislike about Colaboratory for G Suite?** I have been using Colaboratory for many years now and one thing which could be improved is its speed of loading new databases. Often while working offline, this becomes a hindrance. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** One of the best things about Colaboratory is that I need not worry about which device I'm working on, all I need to just log in through the browser, and voila! I can resume my work. Deploying complex machine learning models is no longer tough and with its fast-processing GPU, the code gives faster output and hence improves my productivity. ### 9. Great tool for small size Data Science and Data Analytics projects on the go. **Rating:** 4.0/5.0 stars **Reviewed by:** Ashutosh V. | Assoc. Data Science Analyst, Enterprise (> 1000 emp.) **Reviewed Date:** April 10, 2023 **What do you like best about Colaboratory for G Suite?** The best part about Colaboratory for G Suite is its accessibility; it is really amazing how easy it is to set up a notebook rather than create a whole new notebook (like Jupyter Notebook) using tools like Anaconda. If a user wants to work on a Python project, they can just open the Colaboratory, and one is good to go. **What do you dislike about Colaboratory for G Suite?** Colaboratory for G Suite has a lot of things to improve; it becomes a little difficult to load the new database and data frames that are present offline. As the interpretation is done online, it gets a little slower as compared to its counterparts. Options are also limited. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** Colaboratory for G Suite is helping make small-scale presentable Data Analytics project using Python quickly. It is also helpful while teaching new trainees about new projects and python as a DA/DS tool. ### 10. Best tool for Developing ML Models **Rating:** 5.0/5.0 stars **Reviewed by:** Pankaj S. | Associate Data Science Analyst, Market Research, Enterprise (> 1000 emp.) **Reviewed Date:** April 13, 2023 **What do you like best about Colaboratory for G Suite?** I am using this tool for a long time in my organization and the features I mostly like are we can quickly import any Python notebook and use it easily. Also, I use this tool to create different notebooks in Python and can easily share those with anyone in the organization. **What do you dislike about Colaboratory for G Suite?** I am using this tool but I haven't seen anything that I can say I dislike about this tool as Google is providing everything that can help us while working on this tool. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** In our organization, we use to create different machine learning models that help us to work efficiently and it provides us to import our dataset and create notebooks in which we can easily use those datasets. Also, it helps us to import any libraries which we want to use in our project. ### 11. Experience with Colaboratory for G suite **Rating:** 4.5/5.0 stars **Reviewed by:** Swati M. | Security Analyst 1, Mid-Market (51-1000 emp.) **Reviewed Date:** May 29, 2023 **What do you like best about Colaboratory for G Suite?** Colaboratory, a cloud Python environment by Google, offers quick command execution with its cloud GPU. No setup is required, and it allows easy notebook creation and sharing. Collaboration is effortless with shared Google Colab notebooks on Google Drive. With pre-installed libraries like TensorFlow and PyTorch, it's a versatile tool for data analysis and machine learning. **What do you dislike about Colaboratory for G Suite?** While Colaboratory is a valuable tool, it has areas that could be improved. Users have highlighted issues with the speed of loading new databases and data frames offline, as well as the need to repeatedly install libraries. Additional feedback includes the absence of integrated SQL, frequent runtime refreshes, and a desire for improved project management capabilities. Addressing these concerns would enhance Colaboratory's functionality and strengthen G Suite's position as a leading collaboration and productivity platform. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** It offers convenient cross-device access via a web browser. Its fast-processing GPU enables quick deployment of complex machine learning models, enhancing productivity. It proves beneficial for educational purposes and facilitates the creation of presentable data analytics projects. Colaboratory supports efficient work through dataset imports, easy notebook creation, and library utilization. With powerful hardware and GPU capabilities, it excels in training machine learning models. Overall, Colaboratory proves valuable for data science and machine learning tasks. ### 12. A great tool that run data science projects on cloud **Rating:** 5.0/5.0 stars **Reviewed by:** Sahil K. | Associate Data Science Analyst, Enterprise (> 1000 emp.) **Reviewed Date:** April 17, 2023 **What do you like best about Colaboratory for G Suite?** The best thing I like about Colaboratory is that it runs Python code and machine learning models on the cloud, so my teammates and I can collaborate on the same project. Our Google Colab notebook is saved on Google Drive, so we can access them whenever we require them from any device just using our Google Log-In. **What do you dislike about Colaboratory for G Suite?** While using Google Colab, we have to perform repititive task. For every new session of Google Colab, we have to install all the libraries that are not there with the Python package. It can be difficult to work with bigger datasets. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** Google Colab offers powerful hardware to train our machine-learning model in less time. We don't have to worry about our machine's performance because Google servers provide high computing power with GPU. ### 13. My Go To Data Science Tool **Rating:** 5.0/5.0 stars **Reviewed by:** Deep S. | Data Science Trainee, Small-Business (50 or fewer emp.) **Reviewed Date:** March 04, 2023 **What do you like best about Colaboratory for G Suite?** Coaboratory is an awesome data analysis and machine learning tool that I highly recommend. It lets you combine Python code with other cool things like charts, images, and even LaTeX in a single document that you can store on Google Drive. One thing I love about Colab is how easy it is to use - you can write and run code right in your browser without needing to install anything on your computer. Plus, it comes with a bunch of useful libraries and packages like TensorFlow and PyTorch, which makes it a great option for exploring different machine-learning techniques. **What do you dislike about Colaboratory for G Suite?** It lacks few features like it does not have SQL integrated with it and the runtime gets refreshed all the time, it would have been better if it had multiple notebooks just like sheets with excel. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** It helps me solve my data science and machine learning, statistical analysis projects. Colabortaory is fast and has an inbuilt TPU which makes loading and training data much faster than other tools available online. ### 14. G-suite is a Great product for both SME and large scale business **Rating:** 4.5/5.0 stars **Reviewed by:** Mohammed S. | Technical Associate, Mid-Market (51-1000 emp.) **Reviewed Date:** June 07, 2023 **What do you like best about Colaboratory for G Suite?** G-suite apps such as google forms, G-drive, and Keep makes everyday task simpler and more intelligent. And risk-free in terms of data loss. Google Finance's functions are extraordinary and mindblowing. **What do you dislike about Colaboratory for G Suite?** Sometimes Google Sheets doesn't work well and freezes. Also, there are no alternative desktop apps for Google Sheets, making it hard to work with them. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** Certain MS excel & Powerpoint functions doesn't work on G-sheets causing issues. Need to educate the user both are different products with similar features. And at time need to provide the relevant g-sheet formula to the end-users ### 15. Resourceful, Enriching & Amazing as Automated **Rating:** 5.0/5.0 stars **Reviewed by:** Anup Kumar D. | Research Fellow, Enterprise (> 1000 emp.) **Reviewed Date:** May 26, 2023 **What do you like best about Colaboratory for G Suite?** The best part of G Suite Colab is easy to run and process the code. Interoperability and analysis is also very helpful for me. **What do you dislike about Colaboratory for G Suite?** I do not find any downside to Colab till now. It would be better if I can bookmark some of the codes I use frequently. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** I am a Research Fellow for this purpose I have built some models based on Goggle Earth Engine and Machine Learning. Utilisation of generating code for data and imagery analysis I mostly use Colaba nd through using it I am saving hours of mine. ### 16. Colaboratory Review **Rating:** 5.0/5.0 stars **Reviewed by:** Binu A. | Consultant, Enterprise (> 1000 emp.) **Reviewed Date:** May 25, 2023 **What do you like best about Colaboratory for G Suite?** Cloud-Based Convenience: With G Suite, the convenience of cloud-based storage and accessibility has been a game-changer. It allows us to store, access, and share files from anywhere, anytime, and across various devices. This flexibility has empowered our remote teams to collaborate effectively, making it a vital tool in today's dynamic work environment. **What do you dislike about Colaboratory for G Suite?** Can improve much on Project Management. G Suite can further strengthen its position as a leading collaboration and productivity platform, catering to the evolving needs of modern organizations like ours. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** dding more robust data analysis features in Google Sheets would enable users to perform complex calculations, create advanced charts and graphs, and analyze data more efficiently. This would further strengthen the capabilities of Google Sheets as a powerful data analysis tool. ### 17. One stop solution for all your business needs **Rating:** 5.0/5.0 stars **Reviewed by:** Sudheer A. | Small-Business (50 or fewer emp.) **Reviewed Date:** May 23, 2023 **What do you like best about Colaboratory for G Suite?** We can create a personal assignment for every student from a common assignment using collab. **What do you dislike about Colaboratory for G Suite?** We have not yet explored collab extensively. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** collaborative work among students ### 18. Great Implementation, but slow on performance **Rating:** 4.5/5.0 stars **Reviewed by:** Adrian D. | Small-Business (50 or fewer emp.) **Reviewed Date:** May 27, 2023 **What do you like best about Colaboratory for G Suite?** It can be easily shared and worked upon in a group. Saves local compute power and resources. **What do you dislike about Colaboratory for G Suite?** It lacks performance and takes more time to compute heavy load. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** It enables me to work remotely, I don't need to carry my laptop everywhere and provides me the basic compute resources for computing and developing decent models ### 19. Excellent Data Analysis Tool **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Education Management | Small-Business (50 or fewer emp.) **Reviewed Date:** May 18, 2023 **What do you like best about Colaboratory for G Suite?** Easy to use tool, offers a cloud environment to write and execute python code. Quick and Fast in execution of commands. Set up time is quite low which increases its accessibility. **What do you dislike about Colaboratory for G Suite?** As it is cloud based tool, so we don't have the these features in local system. Sometimes, it takes time to load new databases in it. Overall, there are more or less no major issues in it. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** Helps in creating new ML models efficiently through it, helps mainly in our business data analysis effectively. Also, we can import most of the libraries in it. ### 20. Best free resource for AI developers **Rating:** 5.0/5.0 stars **Reviewed by:** Vijay I. | Senior Consultant ML, Mid-Market (51-1000 emp.) **Reviewed Date:** August 18, 2022 **What do you like best about Colaboratory for G Suite?** This is really useful for AI developers who want to learn, upgrade, and practice their skills without a high-end laptop. We just need to have a browser and can code everything here. I also the GPU services provided freely for anyone to try. I believe this is the only resource where we can get GPU for running high end programmes. **What do you dislike about Colaboratory for G Suite?** Some of the features are disabled for free users (like disabling terminal options when connected to GPU instance). It would have been useful if these are available to free users. Also, auto tab completion of python code is not available in G Suite Colaboratory. For first-time users, it is a little difficult to start with Colaboratory. The runtime is only available for 24 hours. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** We have some resource limitations and looking at the budget, G Suite colab is the most affordable for training one of the internal AI projects. GPU provided is very much helpful for accelerating development activities. ### 21. It is easy to use for the beginners **Rating:** 3.5/5.0 stars **Reviewed by:** Ayush S. | Senior Analyst, Mid-Market (51-1000 emp.) **Reviewed Date:** May 24, 2023 **What do you like best about Colaboratory for G Suite?** Its simplicity is best. You can use it anywhere. **What do you dislike about Colaboratory for G Suite?** May be it's privacy. I think anyone can see your stuff even if you don't want to **What problems is Colaboratory for G Suite solving and how is that benefiting you?** It brings all the tools in a single plate so that everybody can switch their useful things within the system. ### 22. G Suite is best to use for an all purpose thing. **Rating:** 5.0/5.0 stars **Reviewed by:** Smriti K. | Small-Business (50 or fewer emp.) **Reviewed Date:** May 22, 2023 **What do you like best about Colaboratory for G Suite?** It allows you to do most of the tasks, I have loved to used G suite **What do you dislike about Colaboratory for G Suite?** There is nothing that I don't like about it. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** It is solving all problems be it tech related, education related, finance related, everything in a nutshell. ### 23. Complete productivity solution for organizations **Rating:** 4.0/5.0 stars **Reviewed by:** Divyansh M. | Software Quality Analyst II, Mid-Market (51-1000 emp.) **Reviewed Date:** May 15, 2023 **What do you like best about Colaboratory for G Suite?** Easy to digitize important files for the entire organization **What do you dislike about Colaboratory for G Suite?** Customer support service can be quick as the task are crucial. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** It's integrated with the cloud services hence easy retrieval of files ### 24. Awesome free workspace for data scientist , data analyst professionals! **Rating:** 4.5/5.0 stars **Reviewed by:** Manidipa K. | Sentiment Data Analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** August 28, 2022 **What do you like best about Colaboratory for G Suite?** I like the fact that you can use it to learn the basics to advance python code, it is an open and free tool to learn machine learning and data analysis. It's a completely cloud version, so you just need to have a pc and around 4 GB ram to use this tool. **What do you dislike about Colaboratory for G Suite?** some times there is a delay to get the expected results. there are some issues I face while running advanced python data sets. So these error-related issues need to be fixed. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** I run my short projects explementary data sets to build data science projects. I love that I can share the project's Idea to my colleagues. This tool is really easy to understand and can shareable. ### 25. Like it much, it solves my problem **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Financial Services | Small-Business (50 or fewer emp.) **Reviewed Date:** May 15, 2023 **What do you like best about Colaboratory for G Suite?** Colaboratory was really helpful, it made my life easier to the the problem solved simply in short time. **What do you dislike about Colaboratory for G Suite?** I can't think of any like such dislike. The prodict did the job needed. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** It benefited us to collaborate better and easily keep people on the same page. ### 26. Good to use but still feels like it can be improved in overall experience **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Mid-Market (51-1000 emp.) **Reviewed Date:** May 23, 2023 **What do you like best about Colaboratory for G Suite?** It's a nice way to be more productive with you work and as well with features it provides. **What do you dislike about Colaboratory for G Suite?** Nothing as such it a a good product so fine with it **What problems is Colaboratory for G Suite solving and how is that benefiting you?** Mainly just day to day tasks ### 27. Efficient team work **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Higher Education | Small-Business (50 or fewer emp.) **Reviewed Date:** June 09, 2023 **What do you like best about Colaboratory for G Suite?** Helps a leader track his team effectively and efficiently **What do you dislike about Colaboratory for G Suite?** Interface could be more user friendly for all **What problems is Colaboratory for G Suite solving and how is that benefiting you?** Collaboration and team work ### 28. Very collaborative and informative **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Retail | Mid-Market (51-1000 emp.) **Reviewed Date:** May 26, 2023 **What do you like best about Colaboratory for G Suite?** The Easy User interface and the infrastructure **What do you dislike about Colaboratory for G Suite?** Nothing much marketing and promoting product **What problems is Colaboratory for G Suite solving and how is that benefiting you?** Lab infrastructures helped me to unclock the study of many products ### 29. It helps in data analysis. **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Small-Business (50 or fewer emp.) **Reviewed Date:** May 24, 2023 **What do you like best about Colaboratory for G Suite?** Sharing notebooks. Useful for non technical users also. **What do you dislike about Colaboratory for G Suite?** Live editing is not available. Saving and storing problems. Only 12 hrs a day. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** Data analysis. ### 30. Best place for Machine Learning research and practice **Rating:** 5.0/5.0 stars **Reviewed by:** Ashaysingh S. | Data Scientist, Mid-Market (51-1000 emp.) **Reviewed Date:** April 04, 2022 **What do you like best about Colaboratory for G Suite?** The service provided is just a steal price and rates are also flat. You get up to 50+gb ram is high ram runtime and p100 always and v100 too sometimes which is more than twice faster than p100. It also provides background execution so that after the training has started the tab can be closed and later on when opened the code will still be running. You can also run GPU sessions easily in parallel without any problems. you get more than 100 GB of available disk space to save the results or download the data to carry out your experiments. **What do you dislike about Colaboratory for G Suite?** The only thing I didn't like is the fact that sometimes you can't get v100 for a whole month but considering the price, even a 20-hour use on p100 would be costing more on other cloud services so you still get value for money. Also, the connection only lasts for a straight 24 hours max and this figure can vary in the range of 18-24 hours depending on the particular runtime selected. e.g. a high ram runtime with you will most likely last shorter as it is the most resource-consuming of all than a normal runtime on CPU. **Recommendations to others considering Colaboratory for G Suite:** Google colab is one of the best solutions for beginners in data science or anyone who wants to experiment with models without the need to create multiple virtual environments for individual tasks. It is easy to use and has a jupyter notebook life interface which makes it very easy to use. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** We run our research models and tune them to find the best-performing one. It is easy to do this as collab already has most of the required libraries for many tasks. It is also quite easy to mound a Gdrive to save results to a cloud. ### 31. The best cloud notebook by far **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** June 21, 2022 **What do you like best about Colaboratory for G Suite?** The notebook provides free memory and disk space for community use. It has multiple integrated features and libraries for common use and it's pretty fast and efficient to work with. It also provides integration with G-drive and other Google services. **What do you dislike about Colaboratory for G Suite?** Not much to be honest, it saves my life. But sometimes the servers are busy when many developers are using it for the same time and that causes a nuisance but for a free service no one can complain. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** It helps developers run computationally-extensive code online with a very easy to use notebook and many options for pro versions. I use almost everyday for all of my ML projects. It saves me many local configurations and provides me with all options I need to write and run my code. ### 32. Good to train Deep Learning models **Rating:** 4.0/5.0 stars **Reviewed by:** Bipul H. | CP Lead | CodeChef CGC Chapter, Mid-Market (51-1000 emp.) **Reviewed Date:** February 04, 2022 **What do you like best about Colaboratory for G Suite?** Google Colab interface is very identical to Jupyter Notebook; that's what makes it easy to work in it, plus it gives the following things for free: - 13GB(approx.) of RAM - A choice between CPU and GPU - A large disk - Can mount with google drive to save models **What do you dislike about Colaboratory for G Suite?** It is perfect for people working on low-end devices and ideal for those who don't want to cook their system training deep learning models. A few things which annoy me are - it disconnects very soon for inactivity, which should be increased. - if you forgot to save the model in google drive you might loose all the data which could be problematic assuming how long does it took to train it. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** It helps me a lot in generating deep learning models from a low-end system, as well as providing a beautiful interface to make any notes as it supports markdown syntax. I always use it whenever I do something with DL and Jupyter notebook for ML. ### 33. Review for Google Colaboratory **Rating:** 4.5/5.0 stars **Reviewed by:** Aniket M. | Research Intern, Data Analyst, Enterprise (> 1000 emp.) **Reviewed Date:** February 18, 2022 **What do you like best about Colaboratory for G Suite?** Its one of the most convenient notebook for writing codes especially related to Data Science. It has clear cells, good, distinguishable, and colorful fonts, it can be used online, so no need to download it. We can write texts and add pictures for explanation and documentation purposes as well. Quite easy to use. The best part is it comes with GPU and TPU for faster computing. Can also directly connect to Github to access code files/datasets. Also good part is most of the top libraries used in ML tasks are already present in it. **What do you dislike about Colaboratory for G Suite?** Its premium/pro version is little on the costlier side. Also the space provided to us to run/process our models can be increased for the free version, sometimes MemoryError comes. Otherwise highly recommended. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** I mainly use Google Colaboratory for Data Analytics, Data Science and Deep Learning Task. ### 34. Financial Analyst **Rating:** 5.0/5.0 stars **Reviewed by:** Andrii L. | Product strategy analyst, Information Technology and Services, Small-Business (50 or fewer emp.) **Reviewed Date:** December 09, 2021 **What do you like best about Colaboratory for G Suite?** Colaboratory Is a revolutionary tool. It is easy to install and a great tool to start coding Python and experimenting. It is extremely fast and has instant saving options to secure your versions control. Great for prototyping and analytics work. **What do you dislike about Colaboratory for G Suite?** Colab is an excellent working and research tool. It is a pleasure for me to give a review. **Recommendations to others considering Colaboratory for G Suite:** I recommend using Colaboratory with no reservations. Start using ASAP! Life is learning! **What problems is Colaboratory for G Suite solving and how is that benefiting you?** I use it for web scraping and financial modeling. I want to state once again it is speedy. Google did a great thing to society by sharing its resources for this software for people to use. It is very user-friendly for work and educational purposes been a kind of notebook design. It gives you the power of having a part of the server machine been just a second after your google workspace click. Thanks to developers and Google for creating it. It makes Progress. It would be great to have options to export in excel or a straightforward way to build a google spreadsheet from pandas. ### 35. Best Cloud Notebook for Machine Learning **Rating:** 4.0/5.0 stars **Reviewed by:** Ashish A. | Developer, Mid-Market (51-1000 emp.) **Reviewed Date:** December 08, 2021 **What do you like best about Colaboratory for G Suite?** The best thing about Google Colaboratory are: > Easy to use. > Free to use given CPU and some GPU. > Works fully in Cloud. > Easy connect to drive and access files. > The CPU is really fast and helps a lot in training models. **What do you dislike about Colaboratory for G Suite?** There are some small things that I dislike about it: > Some libraries must be installed before running it. >Takes a lot of time while loading data from the drive. > No options to extract the notebook in HTML and other forms only supports .ipynb and .py file for export. **Recommendations to others considering Colaboratory for G Suite:** I recommend Colaboratory for those who don't have a good PC and are still working on Machine Learning projects. This platform is definitely for them. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** I am a Data Science and learning Ml and NLP and to train models for machine learning in a personal computer is a time-consuming task and need to drain my laptop battery so Colaboratory plays a vital role here providing a fully virtual resource and platform where I can start the task and leave it to run in the cloud until completion. ### 36. Easy tool for collaboration on code **Rating:** 4.5/5.0 stars **Reviewed by:** Polina R. | Customer Support Analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** August 17, 2021 **What do you like best about Colaboratory for G Suite?** The ability to mount google drive to the notebook and pull data directly from there. Also supports a good flow betweeen other Google products (such as BigQuery) . For BigQuery allows running queries directly in the notebook and pipe into the pandas data frame. Helps with managing the packages and dependencies. **What do you dislike about Colaboratory for G Suite?** Some modules that are not explicitly built into Colab can cause issues. Processing times do not scale well on large datasets. **Recommendations to others considering Colaboratory for G Suite:** Make sure you integrate with other Google products for the best results **What problems is Colaboratory for G Suite solving and how is that benefiting you?** Used it to do EDA, run Machine learning code and NLP research. Was annoyed with dependencies issues on the local machine and Colab helped solve it. ### 37. Best platform to test and run jupyter notebooks **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Mechanical or Industrial Engineering | Enterprise (> 1000 emp.) **Reviewed Date:** January 28, 2022 **What do you like best about Colaboratory for G Suite?** Run experiments free of cost. Prototype and learn. **What do you dislike about Colaboratory for G Suite?** Low gpu memory in free tier. Strict limit for inactivity. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** Prototyping Machine Learning models. Learning about new models by experiments. ### 38. Review for framework and free available **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Electrical/Electronic Manufacturing | Mid-Market (51-1000 emp.) **Reviewed Date:** August 30, 2021 **What do you like best about Colaboratory for G Suite?** Easy handle and free access to CPU and GPU both **What do you dislike about Colaboratory for G Suite?** Sometimes it automatically disconnected and we lose scripts run **What problems is Colaboratory for G Suite solving and how is that benefiting you?** Training testing Neural network and Machine Learning algorithm ### 39. Easy to use with out setting up any environment **Rating:** 5.0/5.0 stars **Reviewed by:** Susmitha C. | Small-Business (50 or fewer emp.) **Reviewed Date:** July 30, 2020 **What do you like best about Colaboratory for G Suite?** 1. for every error it will auto-generate stack overflow URL to solve the issue. 2.It is simple to use and is hassle-free to install different environments in the system. It is easy to save the code as it directly links up to the drive. **What do you dislike about Colaboratory for G Suite?** 1. error output console is not legible enough to understand the errors easily. 2. I wish there was a numbering system even if the code is entered in a new section each time. It is difficult to follow the numbers mentioned in error. **Recommendations to others considering Colaboratory for G Suite:** Highly recommend this as this is open-source and free for all. no issues like handling installations. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** 1. I am working on an internship project - sentiment analysis on COVID related tweets. 2. The UI is easy to use and far better than the Pycharm in my system ### 40. Excellent Tool for Using and Developing Code **Rating:** 5.0/5.0 stars **Reviewed by:** Michael S. | Research Assistant, Enterprise (> 1000 emp.) **Reviewed Date:** July 02, 2020 **What do you like best about Colaboratory for G Suite?** I like that you can open and run and develop code, especially python code. The built in modules are excellent too as you do not need to download them to your local machine. It is a 'cloud' application which is great and a very powerful tool. **What do you dislike about Colaboratory for G Suite?** Sometimes there are issues calling in modules that are not already built into Colab. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** I am developing, testing, and using code to solve and explore research questions. ### 41. An awesome platform for Machine learning **Rating:** 4.5/5.0 stars **Reviewed by:** Shri P. | Graduate Student, Computer Software, Enterprise (> 1000 emp.) **Reviewed Date:** May 12, 2018 **What do you like best about Colaboratory for G Suite?** 1. Just upload your python code and related input files of your Machine learning model in the Google Drive, and start running your code in Colab Notebook. 2. You can select GPU to accelerate the speed of your code to take advantage of multi-threading/processing features of GPU. 3. Store the results in Google Drive. 4. Very easy to use. Your google drive is just like a folder on your PC, and Colab Notebook is like a python interpreter. Combination of both makes your machine learning model execution on the cloud very simple. And after the run, you can just download your results file from the Google drive. 5. Since everything runs on the server, there is no load on your PC. Your PC can be used for other tasks simultaneously. 6. If you don't have more RAM on your PC, You can easily run the computationally intensive task on Colab Notebook with GPU. 7. You can add the text in your Notebook along with the code, and share the Notebook. **What do you dislike about Colaboratory for G Suite?** 1. Please add a python file editor in the Google drive so that we don't have to modify the python files locally and upload it to Google drive and then rerun on Colab Notebook. It becomes frustrating when there are frequent changes required in the code. 2. Sometimes Colab Notebook doesn't recognize the edited code file and runs on the previous version of the file. To overcome this, I need to refresh the google drive and Colab notebook every time I re-upload the edited python file to the Google Drive. 3. Can't run python code that does intensive computation on the big dataset. (Memory related error comes) 4. The execution sometimes takes a long time even with GPU. **Recommendations to others considering Colaboratory for G Suite:** Highly recommended to run the Computational Intensive tasks of your Machine learning model if you don't have a PC with HIGH RAM and GPU. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** Using it to run Machine learning code. (Greatly benefitted by it for one of my projects. I was bound my computation power of my PC and this platform helped me a lot in running computational intensive task) ### 42. It's a good data analysis tool but it's missing a few things **Rating:** 4.0/5.0 stars **Reviewed by:** Margie A. | Computer and Telecommunications Specialist, Higher Education, Enterprise (> 1000 emp.) **Reviewed Date:** January 28, 2019 **What do you like best about Colaboratory for G Suite?** This is a great tool for basic analysis in collab. I had a few issues with codes and functions, but overall a good tool. It's missing some big components that other analysis tools have, including data studio from Google. The best feature is it's integration with Google Drive, being the main reason I used this tool. **What do you dislike about Colaboratory for G Suite?** Too many issues with codes, not an easy tool to deal with. Steep learning curve if you're not in the coding field. Drive integration is good, just not that great as expected. It takes quite some time to get to the core features of this tool and to be able to use it in general. **Recommendations to others considering Colaboratory for G Suite:** Read all characteristics to see if this is the right tool for your needs, try implementing it as a trial first because it will take up too much time for a non-coding to basic coding team. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** We used this tool for research data analysis, this is a group work so Colaboratory was a great start to try finding a tool to meet all our needs. ### 43. Google Colab **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Banking | Enterprise (> 1000 emp.) **Reviewed Date:** November 06, 2019 **What do you like best about Colaboratory for G Suite?** The best part about google colaboratory is that it lets you collaborate your work with the team. You can share your colaboratory link with your team to work on it. Google provides free GPUs to work on. **What do you dislike about Colaboratory for G Suite?** The runtime disconnects if not used for a long time. You can mount your google drive to the colaboratory, however it gets unmounted if the data is large in size. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** Sharing exploratory analysis of a banking product with my team. Free GPUs offered through it is the best feature. ### 44. Awesome product for machine learning/data science **Rating:** 5.0/5.0 stars **Reviewed by:** arun r. | Arun Rajora, Small-Business (50 or fewer emp.) **Reviewed Date:** December 13, 2018 **What do you like best about Colaboratory for G Suite?** It is easy to work with and it has great set of features which makes the workflow easy . It allows to create a new python notebook easily and it provides free CPU / GPU / TPU resources to run the code . The ability to share the notebook with others or download it in different formats like html or ipynb is awesome. It has great support for shortcuts and is easy to use. Since it works in the browser, you can use it on any platform. One can easily upload their dataset in google drive, connect it with colab and start experimenting with it. A lot of useful packages are preinstalled and it is easy to install new ones. Also, the documentation has great examples which shows it's capabilities. **What do you dislike about Colaboratory for G Suite?** There is nothing to dislike about it . It seems to be heading in the right direction and has great features. **Recommendations to others considering Colaboratory for G Suite:** It is easy to get started with and is a very powerful tool. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** Working on machine learning problems on it is easy. The dataset can be uploaded to the google drive first. Then we can connect the notebook to the drive and start experimenting on it. It is free and also provides free GPU and TPU to speedup the runtime of the machine learning model. It is easy to share with other users also. It can really help to get quickly started with a machine learning project without first buying a high end machine. ### 45. Excellent cloud based notebooks **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Online Media | Enterprise (> 1000 emp.) **Reviewed Date:** January 29, 2019 **What do you like best about Colaboratory for G Suite?** - Can share code easily - Eager execution of code - Awesome syntax highlighting - Ability to see code and its results as small chunk **What do you dislike about Colaboratory for G Suite?** - Sometimes kernel restarts automatically - Sometimes syntax highlighting is slow - Python 2/Python 3 support is sometimes choked now. Not that is bothers me a lot. Although, of course, it would be way more convenient for us to have this resolved sooner than later. A bit, a little bit of inconvenience for now. Not a big deal though. Don't sweat over it. **Recommendations to others considering Colaboratory for G Suite:** - Awesome work - Cloud support could be improved - Language support and syntax highlighting could be improved - Kernel going down issue could be resolved **What problems is Colaboratory for G Suite solving and how is that benefiting you?** - Share code with colleagues - Use tensorflow 2.0 with eager execution - Use tensorflow 2.0 with autograph ### 46. Great tool for improving your coding skills **Rating:** 3.0/5.0 stars **Reviewed by:** Verified User in Government Administration | Enterprise (> 1000 emp.) **Reviewed Date:** January 28, 2019 **What do you like best about Colaboratory for G Suite?** Google Colab has me excited to try machine learning in a similar way as using Jupyter notebooks, but with less setup and administration. Not only is this a great tool for improving your coding skills, but it also allows absolutely anyone to develop deep learning applications using popular libraries such as PyTorch, TensorFlow, Keras, and OpenCV. **What do you dislike about Colaboratory for G Suite?** Google colab appears to be very slow at loading images from my google drive to use in a convolutional neural network. Also, it supports Python 2.7 and 3.6, but not R or Scala yet. There is a limit to your sessions and size, but you can definitely get around that if you’re creative and don’t mind occasionally re-uploading your files **Recommendations to others considering Colaboratory for G Suite:** Colab provides GPU and it’s totally free. Seriously! **What problems is Colaboratory for G Suite solving and how is that benefiting you?** My business creates notebooks in Colab, we upload notebooks, store notebooks, share notebooks, mount your Google Drive and use whatever we've got stored in there, import most of our favorite directories, upload our personal Jupyter Notebooks, upload notebooks directly from GitHub, upload Kaggle files, and download our notebooks. Colab is ideal for everything from improving your Python coding skills to working with deep learning libraries. ### 47. Love this tool! **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Market Research | Small-Business (50 or fewer emp.) **Reviewed Date:** January 28, 2019 **What do you like best about Colaboratory for G Suite?** This tool has streamlined my code creation and minimized time spent deciphering code between tools. I love the fact that it can combine both code and text together. **What do you dislike about Colaboratory for G Suite?** The disadvantages of this tool is little, but it still has impacted my work. I've downloaded it before and it says it's broken, which can be frustrating having to redownload it after opening sometimes. Wish they could fix this bug. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** Solving putting both code and text together within one major output. Has streamlined my team. I simply love the fact that data can be uploaded straight from google drive. Most importantly to my small business and team, is this product is free and allows us to create efficiencies in the workplace where I haven't found any other paid or non paid tools that can get the job done like this one. ### 48. GPU and TPU support makes it so fast! **Rating:** 4.5/5.0 stars **Reviewed by:** Niti S. | Graduate Assistant, Higher Education, Enterprise (> 1000 emp.) **Reviewed Date:** November 24, 2018 **What do you like best about Colaboratory for G Suite?** Very fast to run. Comes with almost all the python modules. It has most of the modules like networkx, matlablib. The graph generation is easy. **What do you dislike about Colaboratory for G Suite?** uploading external files is slow. larger the file is, harder it is to upload it in less time. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** Taking the course of Urban Computing where I create lots of network graphs. Coming with networkx package, the graph generation and analysis is breathtakingly simpler. ### 49. Great cloud based ML IDE **Rating:** 5.0/5.0 stars **Reviewed by:** Aabhas B. | Student, Enterprise (> 1000 emp.) **Reviewed Date:** November 24, 2018 **What do you like best about Colaboratory for G Suite?** This the best online tool available when it comes to machine learning and neural networks. Not only is it free but it also provided tremendous compute resources **What do you dislike about Colaboratory for G Suite?** The data upload and download functionalities are still basic. For smaller files, it won't create many challenges but for larger files, it might be difficult **What problems is Colaboratory for G Suite solving and how is that benefiting you?** I was looking for a way to run deep learning models without investing in resources. Not only is the tool is free but it is also easily accessible and shareable ### 50. The best collaborative programming environment available. **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Computer Software | Small-Business (50 or fewer emp.) **Reviewed Date:** January 29, 2019 **What do you like best about Colaboratory for G Suite?** The option of selecting runtime type and hardware accelerator (GPU). We can install libraries as required. We can easily upload files to the colab environment. Colaboratory is free. **What do you dislike about Colaboratory for G Suite?** Sometimes retrieving data sets is not easy and is a task. Understanding google colab can be sometimes difficult. **Recommendations to others considering Colaboratory for G Suite:** Just give it a try. You won't be disappointed. **What problems is Colaboratory for G Suite solving and how is that benefiting you?** I have been using it to implement machine learning algorithms and working on the environment has definitely been helpful in working as a team. ## Colaboratory for G Suite Discussions - [What is Colaboratory for G Suite used for?](https://www.g2.com/discussions/what-is-colaboratory-for-g-suite-used-for) - 1 comment - [View Colaboratory for G Suite pricing details and edition comparison](https://www.g2.com/products/colaboratory-for-g-suite/reviews?section=pricing&secure%5Bexpires_at%5D=2026-07-14+15%3A52%3A21+-0500&secure%5Bsession_id%5D=5166eeed-70fb-40ba-a7d0-06dc4a34fb18&secure%5Btoken%5D=0fbd199ae2667386d9de0ba0a0beeab99d2cc5305426ba2bc37a974d177b1505&format=llm_user) ## Colaboratory for G Suite Integrations - [PyTorch](https://www.g2.com/products/pytorch/reviews) ## Colaboratory for G Suite Features **Agentic AI - Google Workspace Development Tools** - Multi-step Planning - Cross-system Integration - Natural Language Interaction ## Top Colaboratory for G Suite Alternatives - [Code Blocks for G Suite](https://www.g2.com/products/code-blocks-for-g-suite/reviews) - 4.3/5.0 (11 reviews) - [Editor of Vu Tran for G Suite](https://www.g2.com/products/editor-of-vu-tran-for-g-suite/reviews) - [Mixed Analytics](https://www.g2.com/products/mixed-analytics/reviews) - 4.5/5.0 (1 reviews)