Google Cloud Datalab vs MathWorks Matlab comparison

Google and MathWorks are both solutions in the Data Science Platforms category. Google is ranked #16 with an average rating of 9.0, while MathWorks is ranked #15 with an average rating of 9.0. Google holds a 1.8% mindshare in Data Science Platforms, compared to MathWorks’s 1.8% 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

1,794 Views
1,130 Comparison Views

80% willing to recommend

MathWorks Matlab

Read 5 MathWorks Matlab reviews

1,346 Views
1,306 Comparison Views

100% willing to recommend

Google Cloud Datalab

MathWorks Matlab

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.

To learn more, read our detailed Google Cloud Datalab vs. MathWorks Matlab Report (Updated: April 2026).

Buyer's Guide

Google Cloud Datalab vs. MathWorks Matlab

April 2026

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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

16th

Average Rating

7.8

Reviews Sentiment

6.4

Number of Reviews

Ranking in other categories

Data Visualization (15th)

MathWorks Matlab

Ranking in Data Science Platforms

15th

Average Rating

8.8

Reviews Sentiment

5.5

Number of Reviews

Ranking in other categories

No ranking in other categories

Mindshare comparison

As of May 2026, in the Data Science Platforms category, the mindshare of Google Cloud Datalab is 1.8%, up from 0.9% compared to the previous year. The mindshare of MathWorks Matlab is 1.8%, up from 0.8% compared to the previous year. It is calculated based on PeerSpot user engagement data.

Data Science Platforms Mindshare Distribution
Product	Mindshare (%)
MathWorks Matlab	1.8%
Google Cloud Datalab	1.8%
Other	96.4%

Data Science Platforms

Featured Reviews

LijomonJose

System Architect at UST Global EspaÃ±a

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.

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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

"All of the features of this product are quite good."

"In MLOps, when we are designing the data pipeline, the designing of the data pipeline is easy in Google Cloud."

"Google Cloud Datalab is very customizable."

"For me, it has been a stable product."

"All of the features of this product are quite good."

"The APIs are valuable."

"The infrastructure is highly reliable and efficient, contributing to a positive experience."

"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."

"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."

"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."

"This solution is pretty good, I truly enjoy it."

"The platform's most valuable feature is its field-specific packages, which make it very easy to use."

Cons

"The interface should be more user-friendly."

"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."

"The product must be made more user-friendly."

"The interface should be more user-friendly."

"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."

"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."

"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."

"To make use of the GPU, you have to have an Nvidia card."

"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."

Pricing and Cost Advice

"It is affordable for us because we have a limited number of users."

"The pricing is quite reasonable, and I would give it a rating of four out of ten."

"The product is cheap."

"The pricing for the software itself is reasonable, and I didn't encounter any additional costs beyond the initial purchase or license."

"We have a single user license. Support and add-ons are an extra fee."

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Top Industries

By visitors reading reviews

Financial Services Firm

22%

Construction Company

16%

Comms Service Provider

Computer Software Company

Construction Company

10%

Computer Software Company

Comms Service Provider

Government

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

No data available

By reviewers
Company Size	Count
Small Business	2
Midsize Enterprise	1
Large Enterprise	4

Questions from the Community

What needs improvement with Google Cloud Datalab?

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 ...

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What advice do you have for others considering Google Cloud Datalab?

Overall, I would rate it a nine out of ten. Google Cloud is very good. Once you go through the features of Google Cloud, it's a good idea to get a GCP certification so you have an idea of how it ca...

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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?

See all answers

What is your primary use case for MathWorks Matlab?

I am working with MathWorks Matlab for statistics and machine learning, though I don't know which version I have, but I guess it is 21 or so. I don't care because the things I'm doing haven't chang...

See all answers

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Product Reports

Buyer's Guide

Google Cloud Datalab

May 2026

Download Google Cloud Datalab product report

Buyer's Guide

MathWorks Matlab

April 2026

Download MathWorks Matlab product report

Overview

Google Cloud Datalab offers an integrated environment for seamless data processing and analysis. It combines robust infrastructure with free call-up features to enhance user experience, making it a go-to choice for data-driven tasks.

Google Cloud Datalab is geared towards users seeking efficient data handling solutions. It provides a seamless setup with robust infrastructure, focusing on enhancing APIs and offering meaningful data visualization through its dashboards. Notable AI capabilities include auto-completion and data logging, although some minor configuration challenges exist. While transitioning from AWS can be complex, the platform supports dynamic data pipeline design that suits Python development, offering an end-user friendly environment.

What are the key features of Google Cloud Datalab?

Robust Infrastructure: Provides seamless setup with strong backend support.
Free Call-Up: Allows use without extra costs, enhancing accessibility.
Data Visualization: Dashboards offer meaningful insights into data trends.
AI Capabilities: Features auto-completion and data logging for efficiency.
Customizable Architecture: Adapts to different data handling needs effectively.

What benefits should users expect from Google Cloud Datalab?

Efficient Data Analysis: Streamlines exploratory data analysis in machine learning.
Enhanced API Value: API integrations add significant value to data handling.
Friendly Python Environment: Suitable for end-users looking for ease in Python development.
Adaptive Pipeline Design: Supports complex data transitions from AWS.
Global Availability: Helps overcome time lag issues with server location selection.

In specific industries, Google Cloud Datalab is instrumental in managing data analysis, machine learning exploration, and dataset preprocessing. It facilitates the transfer of workloads from AWS and ensures efficient daily data processing. Organizations benefit from its capability to provision machine learning models into Vertex AI, bolstering research and development efforts. The global availability feature plays a significant role in selecting optimal server locations, addressing time lag and connectivity challenges.

Google

MathWorks Matlab provides powerful algorithm testing capabilities and supports matrix calculations and toolboxes. It integrates with older systems and offers a visual system modeling environment in Simulink. Users appreciate its versatility and ability to create custom libraries for research projects.

MathWorks Matlab supports algorithm development and system modeling with seamless integration with C and Java. It is popular in educational and engineering contexts for its digital twins, mathematical modeling, and digital signal processing. Users in fields like automotive sector rely on Matlab's robust packages and libraries, though there is room for improvement in support and GPU compatibility. The cost and reliance on add-ons can be significant concerns, along with challenging syntax and limited learning resources.

What are the key features of MathWorks Matlab?

Algorithm Testing: Facilitates testing with matrix calculations.
Toolbox Versatility: Offers a broad range of toolboxes and functions.
Simulink Integration: Provides visual modeling for engineering disciplines.
Custom Libraries: Allows creation of tailored libraries for projects.
System Compatibility: Supports older systems and integrates with C and Java.

How does MathWorks Matlab provide benefits and ROI?

Time Savings: Digital twins lead to significant efficiency gains.
Research Reliability: User-friendly design supports R&D projects.
Robust Modeling: Facilitates automation and embedded coding.
Industry Support: Strong packages for specific fields enhance productivity.

MathWorks Matlab is implemented in educational and engineering settings, providing critical support for testing algorithms and data modeling. It's extensively used in the automotive sector for machine learning, statistics, and model-based development. Matlab and Simulink allow users to switch focus based on project needs, offering robust solutions for tasks like algorithm development and digital signal processing.

MathWorks

Buyer's Guide

Google Cloud Datalab vs. MathWorks Matlab

April 2026

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: April 2026.

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