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Google Cloud Datalab vs MathWorks Matlab comparison

Google and MathWorks are both solutions in the Data Science Platforms category. Google is ranked #19 with an average rating of 7.5, while MathWorks is ranked #15 with an average rating of 9.0. Google holds a 1.2% mindshare in Data Science Platforms, compared to MathWorks’s 1.5% mindshare. Additionally, 80% of Google users are willing to recommend the solution, compared to 100% of MathWorks users who would recommend it.
Google Cloud Datalab
Read 6 Google Cloud Datalab reviews
  • 888 Views
  • 630 Comparison Views
80% willing to recommend
MathWorks Matlab
Read 5 MathWorks Matlab reviews
  • 692 Views
  • 664 Comparison Views
100% willing to recommend
 

Comparison Buyer's Guide

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Executive SummaryUpdated on Dec 5, 2024

Google Cloud Datalab and MathWorks Matlab compete in the realm of data analysis and computational tools with different approaches. Google Cloud Datalab seems to have the upper hand in cloud integration, while MathWorks Matlab holds an advantage in advanced computation and specialized tool offerings.

Features: Google Cloud Datalab offers seamless integration with Google Cloud services, making it ideal for cloud-based data exploration and real-time collaboration. Its flexibility allows for large-scale data project management. MathWorks Matlab, known for its comprehensive set of toolboxes, excels in numerical computation and algorithm development, which are crucial for scientific applications and engineering simulation.

Ease of Deployment and Customer Service: Google Cloud Datalab benefits from straightforward deployment within the Google Cloud ecosystem, leveraging robust support for ease of setup and scaling. MathWorks Matlab provides adaptable deployment options across multiple platforms, supported by comprehensive technical resources, although it is not cloud-native.

Pricing and ROI: Google Cloud Datalab generally offers a cost-effective pay-as-you-go model, leading to favorable ROI for data-intensive projects in the cloud. MathWorks Matlab, while having a higher initial cost, provides significant value through advanced computational capabilities, offering long-term benefits in specialized industries where such tools are essential.

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To learn more, read our detailed Google Cloud Datalab vs. MathWorks Matlab Report (Updated: December 2025).
Buyer's Guide
Google Cloud Datalab vs. MathWorks Matlab
December 2025
Download the complete report
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Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Categories and Ranking

Google Cloud Datalab
Ranking in Data Science Platforms
19th
Average Rating
7.8
Reviews Sentiment
6.4
Number of Reviews
6
Ranking in other categories
Data Visualization (17th)
MathWorks Matlab
Ranking in Data Science Platforms
15th
Average Rating
8.8
Reviews Sentiment
5.5
Number of Reviews
5
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of December 2025, in the Data Science Platforms category, the mindshare of Google Cloud Datalab is 1.2%, up from 1.0% compared to the previous year. The mindshare of MathWorks Matlab is 1.5%, up from 0.5% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Science Platforms Market Share Distribution
ProductMarket Share (%)
MathWorks Matlab1.5%
Google Cloud Datalab1.2%
Other97.3%
Data Science Platforms
 

Featured Reviews

LJ
LijomonJose
System Architect at UST Global España
dashboards are good and data visualization is more meaningful for the end-user
Access is always via URL, and unless your network is fast, it would be a little tough in India. In India, if we had a faster network, it would be easier. In a big data environment, like when forcing your database with over a billion records, it can be tough for the end-user to manage the data. You need to have a single entity system in each environment. It's not because of GCP, but it would be great to have options like MongoDB or other similar tools in GCP. Then, we wouldn't always need to connect to the cloud and execute SQL queries. Even if your application is always connected to its database, the processing can be cumbersome. It shouldn't be so complicated. Once the data is collected, it should be easily sorted.
Read full review
RB
Prof. Dr. Rudolf Bisping
Business Owner at SASS GmbH
Versatile system empowers users with advanced algorithm development and seamless integration capabilities
The application is pretty good, and I don't really complain. For my purposes, MathWorks Matlab is perfect because it's very versatile; it is not out-of-the-box of course, and you have to program everything yourself. If you are experienced enough, you can do many things which other programs, for instance, SPSS, cannot do, as you need to program it—it's a fourth-generation programming language. In the future of MathWorks Matlab, I would appreciate the addition of many AI features, as there are a lot of machine learning capabilities and many AI features in the visual scene, although I don't need those because I use this feature data and don't work on pictures or images. However, you can work on images and can then do deep learning and that stuff, which is one of the real strengths of MathWorks Matlab.
Read full review

Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Pros

"Google Cloud Datalab is very customizable."
"In MLOps, when we are designing the data pipeline, the designing of the data pipeline is easy in Google Cloud."
"All of the features of this product are quite good."
"The APIs are valuable."
"For me, it has been a stable product."
"The infrastructure is highly reliable and efficient, contributing to a positive experience."
"Personally for me, because I do a lot of development, I like that it is easy to test mathematical algorithms with several matrix calculations. It's perfect for that."
"Making digital twins saves significant time; checking something in simulation is more cost-effective—for instance, with marine engines, we typically need about 10 years of checking to find misfires, but with MathWorks Matlab, we can complete it in one month."
"The platform's most valuable feature is its field-specific packages, which make it very easy to use."
"What I appreciate about MathWorks Matlab is that it is the most versatile program system I know; there are so many toolboxes which I don't need, as I mostly work with statistics, but it's amazing how many functions there are."
"The tool's most valuable feature is the Simulink environment. This feature provides an incredible capability to visually represent the system behavior before creating the code. It allows you to see the flow and interactions of the system, which is extremely beneficial for software development. With this visual representation, you can better understand the system's behavior, make necessary adjustments, and ensure maintenance and updates. This capability is why I love working with the product."
 

Cons

"There is room for improvement in the graphical user interface. So that the initial user would use it properly, that would be a good option."
"We have also encountered challenges during our transition period in terms of data control and segmentation. The management of each channel and data structure as it has its own unique characteristics requires very detailed and precise control. The allocation should be appropriate and the complexity increases due to the different time zones and geographic locations of our clients. The process usually involves migrating the existing database sets to gcp and ensure data integrity is maintained. This is the only challenge that we faced while navigating the integers of the solution and honestly it was an interesting and unique experience."
"The product must be made more user-friendly."
"Connectivity challenges for end-users, particularly when loading data, environments, and libraries, need to be addressed for an enhanced user experience."
"Even if your application is always connected to its database, the processing can be cumbersome. It shouldn't be so complicated."
"The interface should be more user-friendly."
"In the area of improvement, sometimes there are issues with the speed of MathWorks Matlab, particularly in the Simulink environment. The tool's latest versions can be slow to open, taking significant time to load. Additionally, saving data and integrating models can also be time-consuming processes."
"One area where the product could improve is in the ease of learning."
"To make use of the GPU, you have to have an Nvidia card. What I would want it to do is to run in Next Generation with Intel or AMD, and not just with Nvidia."
"It is not out-of-the-box of course, and you have to program everything yourself."
 

Pricing and Cost Advice

"It is affordable for us because we have a limited number of users."
"The product is cheap."
"The pricing is quite reasonable, and I would give it a rating of four out of ten."
"We have a single user license. Support and add-ons are an extra fee."
"The pricing for the software itself is reasonable, and I didn't encounter any additional costs beyond the initial purchase or license."
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Top Industries

By visitors reading reviews
Financial Services Firm
25%
Computer Software Company
10%
University
8%
Government
7%
Computer Software Company
14%
Comms Service Provider
8%
Government
7%
Educational Organization
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
By reviewers
Company SizeCount
Small Business2
Midsize Enterprise1
Large Enterprise4
 

Questions from the Community

What do you like most about Google Cloud Datalab?
Google Cloud Datalab is very customizable.
See all answers
What needs improvement with Google Cloud Datalab?
Access is always via URL, and unless your network is fast, it would be a little tough in India. In India, if we had a faster network, it would be easier. In a big data environment, like when forcin...
See all answers
What is your primary use case for Google Cloud Datalab?
It's for our daily data processing, and there's a batch job that executes it. The process involves more than ten servers or systems. Some of them use a mobile network, some are ONTAP networks, and ...
See all answers
What do you like most about MathWorks Matlab?
The tool's most valuable feature is the Simulink environment. This feature provides an incredible capability to visually represent the system behavior before creating the code. It allows you to see...
See all answers
What is your experience regarding pricing and costs for MathWorks Matlab?
Regarding the pricing part and licensing cost for MathWorks Matlab, it is not cheap, but it depends on the functions you need. You don't need all of them; you may just require a few and then it's r...
See all answers
What needs improvement with MathWorks Matlab?
The application is pretty good, and I don't really complain. For my purposes, MathWorks Matlab is perfect because it's very versatile; it is not out-of-the-box of course, and you have to program ev...
See all answers
 

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Product Reports

Buyer's Guide
Google Cloud Datalab
December 2025
Google Cloud Datalab reportDownload Google Cloud Datalab product report
Buyer's Guide
MathWorks Matlab
December 2025
MathWorks Matlab reportDownload MathWorks Matlab product report
 

Overview

Cloud Datalab is a powerful interactive tool created to explore, analyze, transform and visualize data and build machine learning models on Google Cloud Platform. It runs on Google Compute Engine and connects to multiple cloud services easily so you can focus on your data science tasks.

Google
Information not available
MathWorks
Buyer's Guide
Google Cloud Datalab vs. MathWorks Matlab
December 2025
Free Report: Google Cloud Datalab vs. MathWorks Matlab
Find out what your peers are saying about Google Cloud Datalab vs. MathWorks Matlab and other solutions. Updated: December 2025.
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