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Amazon SageMaker vs TIBCO Data Science comparison

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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
4th
Average Rating
7.8
Reviews Sentiment
7.0
Number of Reviews
39
Ranking in other categories
AI Development Platforms (4th)
TIBCO Data Science
Ranking in Data Science Platforms
25th
Average Rating
7.6
Reviews Sentiment
6.3
Number of Reviews
4
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of September 2026, in the Data Science Platforms category, the mindshare of Amazon SageMaker is 3.2%, down from 6.0% compared to the previous year. The mindshare of TIBCO Data Science is 1.5%, up from 0.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.
Data Science Platforms Mindshare Distribution
ProductMindshare (%)
Amazon SageMaker3.2%
TIBCO Data Science1.5%
Other95.3%
Data Science Platforms
 

Featured Reviews

NeerajPokala - PeerSpot reviewer
Machine Learning Engineer at Macquarie Group
Automation has transformed document review and reduces manual effort in financial workflows
There will be many features in Amazon SageMaker itself, but we don't know whether the feature is there or not, particularly the documentation part. Whatever the new releases will be, they will not post very fast. It is very easy to deploy Amazon SageMaker. The documentation is also very good. It is good because we are able to collaborate with our notebooks. At a time we can develop simultaneously and work on different use cases in the same notebook itself.
JS
Tibco Spotfire Expert (contractor via Amaris) at GSK
Good performance, reporting, and data visualization
The two similar solutions that I have used are MicroStrategy and Tableau. Tableau is pretty similar and it would be difficult for me to point out the differences. With MicroStrategy, it has a great feature where you build the representation in the database and it then the tool creates SQL queries by itself. There are more differences between these tools but this is the one essential difference.

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 feature of Amazon SageMaker for me is the model deployment service."
"The return on investment varies by use case and offers significant value in revenue increases and cost saving capabilities, especially in real time fraud detection and targeted advertisements."
"Allows you to create API endpoints."
"They are doing a good job of evolving."
"One of the most valuable features of Amazon SageMaker for me is the one-touch deployment, which simplifies the process greatly."
"The evolution from SageMaker Classic to SageMaker Studio, particularly the UI part of Studio, is commendable."
"The technical support from AWS is excellent."
"The feature I found most valuable is the data catalog, as it assists with the lineage of data through the preparation pipeline."
"We like the way we can drill down into each report to get back data on each project. From the portfolio level, I can see what is happening on it. That is a really important feature. I can look at indirect costs, for example, which are hitting each CIO portfolio. It's good to be able to see actual resources in terms of time as well as cost."
"The idea that you don't have to generate reports each day but they are sent automatically is great."
"In this sector of the market, it is indeed a better tool than the other data analytics tool, such as QlikView, for example."
"In general, I would say that this is a good tool and I recommend it."
"The most valuable feature is the ease of setting up visualizations."
"The most valuable feature is the performance."
 

Cons

"The entry point can be a bit difficult. Having all documentation easily accessible on the front page of SageMaker would be a great improvement."
"Improvements are needed in terms of complexity, data security, and access policy integration in Amazon SageMaker."
"The pricing for the Notebook endpoints is a bit high, but generally reasonable."
"The model repository is a concern as models are stored on a bucket and there's an issue with versioning."
"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."
"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."
"I would say the IDE is quite immature, but it is still in its infancy, so I expect it to get better over time."
"From the cost point of view, it's relatively on the higher side."
"I would like the visualization for the map of countries to be more easily configurable."
"In terms of performance, I can see there are some issues when you are working with big data. When we are taking it from the Data Lake, we have a lot of issues."
"Additional templates would help to get things moving more quickly in terms of getting the reports out."
"The initial setup was quite complex."
"Whenever the client or someone was opening the report it would take around 15 to 20 minutes to open the first time."
"The scripting for customization could be improved."
"At this point, there are other tools that I would recommend before using Spotfire."
 

Pricing and Cost Advice

"You don't pay for Sagemaker. You only pay for the compute instances in your storage."
"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 pricing could be better, especially for querying. The per-query model feels expensive."
"On average, customers pay about $300,000 USD per month."
"SageMaker is worth the money for our use case."
"The cost offers a pay-as-you-go pricing model. It depends on the instance that you do."
Information not available
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Top Industries

By visitors reading reviews
Financial Services Firm
16%
Manufacturing Company
9%
Comms Service Provider
7%
Computer Software Company
7%
Comms Service Provider
16%
Construction Company
12%
Manufacturing Company
11%
Outsourcing Company
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business13
Midsize Enterprise11
Large Enterprise18
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 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 needs improvement with Amazon SageMaker?
It takes some work. We need to refer to the documentation. The documentation is good regarding what other providers we are able to connect with. Out of five, I can say 3.5.
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Also Known As

AWS SageMaker, SageMaker
Alpine Data Chorus
 

Overview

 

Sample Customers

DigitalGlobe, Thomson Reuters Center for AI and Cognitive Computing, Hotels.com, GE Healthcare, Tinder, Intuit
Havas Media, Tipping Point Community, eviCore
Find out what your peers are saying about Amazon SageMaker vs. TIBCO Data Science and other solutions. Updated: September 2026.
913,806 professionals have used our research since 2012.