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Amazon SageMaker vs MathWorks Matlab comparison

 

Comparison Buyer's Guide

Executive SummaryUpdated on Dec 5, 2024

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

Amazon SageMaker
Ranking in Data Science Platforms
2nd
Average Rating
7.8
Reviews Sentiment
7.0
Number of Reviews
38
Ranking in other categories
AI Development Platforms (4th)
MathWorks Matlab
Ranking in Data Science Platforms
14th
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 February 2026, in the Data Science Platforms category, the mindshare of Amazon SageMaker is 4.3%, down from 7.6% compared to the previous year. The mindshare of MathWorks Matlab is 1.8%, up from 0.6% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Science Platforms Market Share Distribution
ProductMarket Share (%)
Amazon SageMaker4.3%
MathWorks Matlab1.8%
Other93.9%
Data Science Platforms
 

Featured Reviews

Saurabh Jaiswal - PeerSpot reviewer
Python AWS & AI Expert at a tech consulting company
Create innovative assistants with seamless data integration for large-scale projects
The various integration options available in Amazon SageMaker, such as Firehose for connecting to data pipelines, are simple to use. Tools like AWS Glue integrate well for data transformations. The Databricks integration aids data scientists and engineers. SageMaker is fully managed, offers high availability, flexibility with TensorFlow, PyTorch, and MXNet, and comes with pre-trained algorithms for forecasting, anomaly detection, and more.
RB
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.

Quotes from Members

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

Pros

"One of the most valuable features of Amazon SageMaker for me is the one-touch deployment, which simplifies the process greatly."
"The most valuable feature of Amazon SageMaker is SageMaker Studio."
"We've had experience with unique ML projects using SageMaker. For example, we're developing a platform similar to ChatGPT that requires models. We utilize Amazon SageMaker to create endpoints for these models, making accessing them convenient as needed."
"The most valuable features include the ML operations that allow for designing, deploying, testing, and evaluating models."
"The tool has made client management easier where patients need to upload their health records and we can use the tool to understand details on treatment date, amount, etc."
"The technical support of the tool was good."
"We were able to use the product to automate processes."
"The deployment is very good, where you only need to press a few buttons."
"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."
"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."
"The platform's most valuable feature is its field-specific packages, which make it very easy to use."
"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."
 

Cons

"The documentation must be made clearer and more user-friendly."
"The entry point can be a bit difficult. Having all documentation easily accessible on the front page of SageMaker would be a great improvement."
"Having all documentation easily accessible on the front page of SageMaker would be a great improvement."
"Improvement is needed in the no-code and low-code capabilities of Amazon SageMaker. This would empower citizen data scientists to utilize the tool more effectively since many data scientists do not have a core development background."
"Lacking in some machine learning pipelines."
"The solution requires a lot of data to train the model."
"They could add features such as managing environments, experiment management across those environments, and the integration with training datasets as you go through those experiments."
"There are other better solutions for large data, such as Databricks."
"One area where the product could improve is in the ease of learning."
"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. What I would want it to do is to run in Next Generation with Intel or AMD, and not just with Nvidia."
"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."
 

Pricing and Cost Advice

"SageMaker is worth the money for our use case."
"The tool's pricing is reasonable."
"You don't pay for Sagemaker. You only pay for the compute instances in your storage."
"On a scale from one to ten, where one is cheap, and ten is expensive, I rate the solution's pricing a six out of ten."
"The cost offers a pay-as-you-go pricing model. It depends on the instance that you do."
"The product is expensive."
"Amazon SageMaker is a very expensive product."
"Databricks solution is less costly than Amazon SageMaker."
"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
18%
Computer Software Company
10%
Manufacturing Company
9%
University
6%
Computer Software Company
14%
Comms Service Provider
9%
Government
6%
Educational Organization
6%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business12
Midsize Enterprise11
Large Enterprise17
By reviewers
Company SizeCount
Small Business2
Midsize Enterprise1
Large Enterprise4
 

Questions from the Community

How would you compare Databricks vs Amazon SageMaker?
We researched AWS SageMaker, but in the end, we chose Databricks. Databricks is a Unified Analytics Platform designed to accelerate innovation projects. It is based on Spark so it is very fast. It...
What do you like most about Amazon SageMaker?
We've had experience with unique ML projects using SageMaker. For example, we're developing a platform similar to ChatGPT that requires models. We utilize Amazon SageMaker to create endpoints for t...
What is your experience regarding pricing and costs for Amazon SageMaker?
If you manage it effectively, their pricing is reasonable. It's similar to anything in the cloud; if you don't manage it properly, it can be expensive, but if you do, it's fine.
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...
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...
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...
 

Also Known As

AWS SageMaker, SageMaker
No data available
 

Overview

Information not available
 

Sample Customers

DigitalGlobe, Thomson Reuters Center for AI and Cognitive Computing, Hotels.com, GE Healthcare, Tinder, Intuit
Information Not Available
Find out what your peers are saying about Amazon SageMaker vs. MathWorks Matlab and other solutions. Updated: December 2025.
881,565 professionals have used our research since 2012.