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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 (5th)
MathWorks Matlab
Ranking in Data Science Platforms
18th
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 September 2025, in the Data Science Platforms category, the mindshare of Amazon SageMaker is 6.0%, down from 8.5% compared to the previous year. The mindshare of MathWorks Matlab is 1.1%, 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 (%)
Amazon SageMaker6.0%
MathWorks Matlab1.1%
Other92.9%
Data Science Platforms
 

Featured Reviews

Saurabh Jaiswal - PeerSpot reviewer
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.
Ioannis Kalathas - PeerSpot reviewer
Creating digital twins significantly reduces time for marine engine diagnostics
MathWorks Matlab has numerous libraries, making it challenging to have a holistic understanding of all of them. I can only speak about the libraries I have used. Additional GUIs and add-ons for MathWorks Matlab would help, especially for users who are not familiar with the software. The cost is a significant concern. While university pricing is reasonable, a cheaper version with fewer libraries would be beneficial. In Greece, we struggle to purchase licenses, and we also use Ansys. There are technical differences in simulation, but the price of MathWorks Matlab is too high for a Greek mechanic to use it. A license with fewer features would be more appropriate.

Quotes from Members

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

Pros

"The most valuable features are the ability to store artifacts and gather reports and measures from experiments."
"Amazon SageMaker is highly valuable for managing ML workloads. It connects to AWS cloud resources, making it easy to deploy algorithms and collaborate using tools like GitLab. It offers a wide range of Python libraries and other necessary tools for modelling and algorithms."
"SageMaker offers functionalities like Jupyter Notebooks for development, built-in algorithms, model tuning, and options to deploy models on managed infrastructure."
"The Autopilot feature is really good because it's helpful for people who don't have much experience with coding or data pipelines. When we suggest SageMaker to clients, they don't have to go through all the steps manually. They can leverage Autopilot to choose variables, run experiments, and monitor costs. The results are also pretty accurate."
"I recommend SageMaker for ML projects if you need to build models from scratch."
"The product aggregates everything we need to build and deploy machine learning models in one place."
"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 for me is the model deployment service."
"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."
"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."
"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 platform's most valuable feature is its field-specific packages, which make it very easy to use."
 

Cons

"The main challenge with Amazon SageMaker is the integrations."
"Lacking in some machine learning pipelines."
"I would suggest that Amazon SageMaker provide free slots to allow customers to practice, such as a free slot to try out working with a Sandbox."
"Improvement is needed in the no-code and low-code capabilities of Amazon SageMaker."
"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."
"The training modules could be enhanced. We had to take in-person training to fully understand SageMaker, and while the trainers were great, I think more comprehensive online modules would be helpful."
"The main challenge with Amazon SageMaker is the integrations."
"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."
"It is not out-of-the-box of course, and you have to program everything yourself."
"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."
 

Pricing and Cost Advice

"The pricing is complicated as it is based on what kind of machines you are using, the type of storage, and the kind of computation."
"There is no license required for the solution since you can use it on demand."
"The pricing is comparable."
"In terms of pricing, I'd also rate it ten out of ten because it's been beneficial compared to other solutions."
"On average, customers pay about $300,000 USD per month."
"The tool's pricing is reasonable."
"The pricing could be better, especially for querying. The per-query model feels expensive."
"I would rate the solution's price a ten out of ten since it is very high."
"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
19%
Computer Software Company
11%
Manufacturing Company
9%
University
6%
Computer Software Company
10%
Educational Organization
10%
Comms Service Provider
8%
Manufacturing Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business12
Midsize Enterprise11
Large Enterprise16
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?
The pricing for the software itself is reasonable, and I didn't encounter any additional costs beyond the initial purchase or license.
What needs improvement with MathWorks Matlab?
MathWorks Matlab has numerous libraries, making it challenging to have a holistic understanding of all of them. I can only speak about the libraries I have used. Additional GUIs and add-ons for Mat...
 

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: July 2025.
867,445 professionals have used our research since 2012.