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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
3rd
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
17th
Average Rating
8.6
Reviews Sentiment
5.2
Number of Reviews
4
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of August 2025, in the Data Science Platforms category, the mindshare of Amazon SageMaker is 6.1%, down from 8.8% compared to the previous year. The mindshare of MathWorks Matlab is 1.0%, up from 0.6% compared to the previous year. It is calculated based on PeerSpot user engagement data.
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 solution is easy to scale...The documentation and online community support have been sufficient for us so far."
"SageMaker supports building, training, and deploying AI models from scratch, which is crucial for my ML project."
"Feature Store, CodeCommit, versioning, model control, and CI/CD pipelines are the most valuable features in Amazon SageMaker."
"The solution's ability to improve work at my organization stems from the ensemble model and a combination of various models it provides."
"The most valuable features in Amazon SageMaker are its AutoML, feature store, and automated hyperparameter tuning capabilities."
"The technical support from AWS is excellent."
"SageMaker is a comprehensive platform where I can perform all machine learning activities."
"It's user-friendly for business teams as they can understand many aspects through the AWS interface."
"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."
"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

"I would say the IDE is quite immature, but it is still in its infancy, so I expect it to get better over time."
"There is room for improvement in the collaboration with serverless architecture, particularly integration with AWS Lambda."
"The solution is complex to use."
"The model repository is a concern as models are stored on a bucket and there's an issue with versioning."
"For any cloud provider, the cost has to be substantially reduced, especially in the case of Amazon SageMaker, which is extremely expensive for huge workloads."
"The entry point can be a bit difficult. Having all documentation easily accessible on the front page of SageMaker would be a great improvement."
"In general, improvements are needed on the performance side of the product's graphical user interface-related area since it consumes a lot of time for a user."
"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."
"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."
"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

"The solution is relatively cheaper."
"I would rate the solution's price a ten out of ten since it is very high."
"I rate the pricing a five on a scale of one to ten, where one is the lowest price, and ten is the highest price. The solution is priced reasonably. There is no additional cost to be paid in excess of the standard licensing fees."
"There is no license required for the solution since you can use it on demand."
"The tool's pricing is reasonable."
"The support costs are 10% of the Amazon fees and it comes by default."
"Amazon SageMaker is a very expensive product."
"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."
"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
19%
Computer Software Company
11%
Manufacturing Company
9%
University
5%
Educational Organization
10%
Comms Service Provider
9%
Manufacturing Company
7%
Hospitality Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
 

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.
865,295 professionals have used our research since 2012.