Amazon SageMaker Scalability

Natu Lauchande - PeerSpot reviewer
Tech Lead - Sanlam Fintech Cluster - Data,ML,AI Eng. at Sanlam

The product is very scalable. I rate the scalability an eight out of ten. Six people use the product in our organization. We are planning to increase the usage.

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AnupKumar3 - PeerSpot reviewer
Executive Specialists at LineData

The scalability is very high. I rate the scalability a nine out of ten. We are a small team of AI analysts. We have half a dozen users.

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Leshmi Giridharan - PeerSpot reviewer
Data specialist at a mining and metals company with 11-50 employees

Scalability is a great point for AWS. But then again, when it comes to manufacturing, it's about people in the plant. Sometimes, they don't use the product at all. 

Even though it's popular and used by many companies, people tend to stick with other solutions. However, since Arain assumed your data center should be in-country, most people are now welcoming these cloud solutions.

The suitability of this solution's usage depends on the use case and the company size. If it involves a lot of variables and is difficult to manage manually, the tool is perfect.

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Buyer's Guide
Amazon SageMaker
April 2024
Learn what your peers think about Amazon SageMaker. Get advice and tips from experienced pros sharing their opinions. Updated: April 2024.
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Subhash Vaid - PeerSpot reviewer
VP, Principal at Axtria - Ingenious Insights

I would rate the scalability of Amazon SageMaker as a seven out of ten. We have about ten users of it at our company.

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Asif  Meem - PeerSpot reviewer
Software Engineer at Sportsbet

The solution is easy to scale.

We have B2C Customers for the product, which would include over two million monthly recurring users.

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Tristan Bergh - PeerSpot reviewer
Data Scientist at a computer software company with 501-1,000 employees

I rate the scalability a ten out of ten. Part of the problem is that AWS has limited the functionality of SageMaker in many ways to make it scalable. So it's scalability first and then functionality second.

The solution works well for medium-sized businesses and up. But even for small businesses, you can do some simple and quick elastic endpoints and get going quickly. The problem is the amount of work it takes for people to know what they're doing with Sagemaker, and those people are probably rare. I've been able to get things up and running in most cases in all sorts of AWS services, but I'm struggling. Small, medium, and large enterprises could use SageMaker with an automatic model, but it depends on the people's skills doing the deployment. A small business probably couldn't afford contractors, consultants, or data scientists. It's not about AWS. It's a problem with classic data science skills.

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VK
,student at a university with 11-50 employees

It is a scalable solution. Scalability-wise, I rate the solution an eight out of ten.

The number of uses of Amazon SageMaker varies from project to project. For most of the projects, the employees in our company depend on Azure platforms. Based on requests from our company's clients, we use Amazon SageMaker. Presently, five or six teams in our company use Amazon SageMaker.

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HJ
Team lead at Assell

Amazon SageMaker is a scalable solution.

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Padmanesh NC - PeerSpot reviewer
Big Data Solution Architect - Spatial Data Specialist at SCIERA, INC

Scalability-wise, I rate the solution an eight out of ten.

Around 20 to 25 people in my company use Amazon SageMaker.

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Daniel Boadzie - PeerSpot reviewer
Machine Learning Specialist at Hubtel

We have 600 people in our organization. More than 300 people are developers. Everybody uses AWS. The tool is very scalable. I rate the scalability a nine out of ten.

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SP
Data Scientist at a tech vendor with 10,001+ employees

It's quite scalable.

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JJ
Cloud Architect & Support Service Delivery Manager at Almoayyed Computers

This solution is completely scalable. 

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SH
Solutions Architect at Emids

I would rate the tool's scalability a nine out of ten and we use it once a week. 

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it_user1318050 - PeerSpot reviewer
Consultant at a tech services company with 501-1,000 employees

The solution is hosted on Amazon so it's quite scalable.

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VK
Consultantconsultant at a tech services company with 1,001-5,000 employees

Amazon SageMaker is scalable to the project requirements.

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PU
Lead Data Scientist at a tech services company with 201-500 employees

It is scalable to a degree. We have used several open data sources and have found that for small data, it works well. However, as the volume of data increases, there are issues with respect to scalability.

In general, I would say that for small to medium volumes of data, this solution works well. For bigger data, there is room for improvement. 

We have a team of five people who are using SageMaker.

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Buyer's Guide
Amazon SageMaker
April 2024
Learn what your peers think about Amazon SageMaker. Get advice and tips from experienced pros sharing their opinions. Updated: April 2024.
768,740 professionals have used our research since 2012.