Amazon Elastic Compute Cloud (EC2) vs. Amazon SageMaker

Overview
ProductRatingMost Used ByProduct SummaryStarting Price
Amazon Elastic Compute Cloud (EC2)
Score 8.9 out of 10
N/A
Amazon Elastic Compute Cloud (Amazon EC2) is a web service that provides secure, resizable compute capacity in the cloud. Users can launch instances with a variety of OSs, load them with custom application environments, manage network access permissions, and run images on multiple systems.
$0.01
per IP address with a running instance per hour on a pro rata basis
Amazon SageMaker
Score 8.5 out of 10
N/A
Amazon SageMaker enables developers and data scientists to quickly and easily build, train, and deploy machine learning models at any scale. Amazon SageMaker removes all the barriers that typically slow down developers who want to use machine learning.N/A
Pricing
Amazon Elastic Compute Cloud (EC2)Amazon SageMaker
Editions & Modules
Data Transfer
$0.00 - $0.09
per GB
On-Demand
$0.0042 - $6.528
per Hour
EBS-Optimized Instances
$0.005
per IP address with a running instance per hour on a pro rata basis
Carrier IP Addresses
$0.005 - $0.10
T4g Instances
$0.04
per vCPU-Hour Linux, RHEL, & SLES
T2, T3 Instances
$0.05 ($0.096)
per vCPU-Hour Linux, RHEL, & SLES (Windows)
No answers on this topic
Offerings
Pricing Offerings
Amazon Elastic Compute Cloud (EC2)Amazon SageMaker
Free Trial
NoNo
Free/Freemium Version
NoNo
Premium Consulting/Integration Services
NoNo
Entry-level Setup FeeNo setup feeNo setup fee
Additional Details
More Pricing Information
Community Pulse
Amazon Elastic Compute Cloud (EC2)Amazon SageMaker
Considered Both Products
Amazon Elastic Compute Cloud (EC2)

No answer on this topic

Amazon SageMaker
Chose Amazon SageMaker
Amazon SageMaker comes with other supportive services like S3, SQS, and a vast variety of servers on EC2. It's very comfortable to manage the process and also support the end application by one click hosting option. Also, it charges on the base of what you use and how long you …
Features
Amazon Elastic Compute Cloud (EC2)Amazon SageMaker
Infrastructure-as-a-Service (IaaS)
Comparison of Infrastructure-as-a-Service (IaaS) features of Product A and Product B
Amazon Elastic Compute Cloud (EC2)
8.8
27 Ratings
7% above category average
Amazon SageMaker
-
Ratings
Service-level Agreement (SLA) uptime9.625 Ratings00 Ratings
Dynamic scaling9.226 Ratings00 Ratings
Elastic load balancing9.625 Ratings00 Ratings
Pre-configured templates8.726 Ratings00 Ratings
Monitoring tools8.225 Ratings00 Ratings
Pre-defined machine images8.625 Ratings00 Ratings
Operating system support8.626 Ratings00 Ratings
Security controls8.726 Ratings00 Ratings
Automation8.416 Ratings00 Ratings
Best Alternatives
Amazon Elastic Compute Cloud (EC2)Amazon SageMaker
Small Businesses
DigitalOcean Droplets
DigitalOcean Droplets
Score 9.4 out of 10
InterSystems IRIS
InterSystems IRIS
Score 7.8 out of 10
Medium-sized Companies
SAP on IBM Cloud
SAP on IBM Cloud
Score 9.0 out of 10
InterSystems IRIS
InterSystems IRIS
Score 7.8 out of 10
Enterprises
SAP on IBM Cloud
SAP on IBM Cloud
Score 9.0 out of 10
Dataiku
Dataiku
Score 8.2 out of 10
All AlternativesView all alternativesView all alternatives
User Ratings
Amazon Elastic Compute Cloud (EC2)Amazon SageMaker
Likelihood to Recommend
8.9
(73 ratings)
9.0
(5 ratings)
Usability
9.2
(11 ratings)
-
(0 ratings)
Support Rating
8.5
(12 ratings)
-
(0 ratings)
User Testimonials
Amazon Elastic Compute Cloud (EC2)Amazon SageMaker
Likelihood to Recommend
Amazon AWS
Suitable for companies that are looking for performance at a competitive price, flexibility to switch instance type even with RI, flexibility to add-on IOPS, option to lower running cost with the regular introduction of new instance type that comes with higher performance but at a lower cost.
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Amazon AWS
It allows for one-click processes and for things to be auto checked before they are moved through the process but through the system. It also makes training easy. I am able to train users on the basic fundamentals of the tool and how it is used very easily as it is fully managed on its own which is incredible.
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Pros
Amazon AWS
  • Huge Diverse range of machine shapes are available which cater to our demand.
  • Ability to combine the machines and integrate them with any other service in AWS (Ex: RDS, S3)
  • Handling performance and scalability using auto-scaling, ELB configuration and high performance machine shapes.
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Amazon AWS
  • Machine Learning at scale by deploying huge amount of training data
  • Accelerated data processing for faster outputs and learnings
  • Kubernetes integration for containerized deployments
  • Creating API endpoints for use by technical users
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Cons
Amazon AWS
  • The choices on AMIs, instance types and additional configuration can be overwhelming for any non-DevOps person.
  • The pricing information should be more clear (than only providing the hourly cost) when launching the instance. AWS DynamoDB gives an estimated monthly cost when creating tables, and I would love to see similar cost estimation showing on EC2 instances individually, as not all developers gets access to the actual bills.
  • The term for reserving instances are at least 12 months. With instance types changing so fast and better instances coming out every other day, it's really hard to commit to an existing instance type for 1 or more years at a time.
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Amazon AWS
  • It's very good for the hardcore programmer, but a little bit complex for a data scientist or new hire who does not have a strong programming background.
  • Most of the popular library and ML frameworks are there, but we still have to depend on them for new releases.
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Usability
Amazon AWS
You an start using EC2 instances immediately, is so easy and intuitive to start using them, EC2 has wizard to create the EC2 instances in the web browser or if you are code savvy you can create them with simple line in the CLI or using an SDK. Once you are comfortable using EC2, you can even automate the process.
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Amazon AWS
No answers on this topic
Support Rating
Amazon AWS
AWS's support is good overall. Not outstanding, but better than average. We have had very little reason to engage with AWS support but in our limited experience, the staff has been knowledgeable, timely and helpful. The only negative is actually initiating a service request can be a bit of a pain.
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Amazon AWS
No answers on this topic
Alternatives Considered
Amazon AWS
Amazon EC2 is super flexible compared to the PaaS offerings like Heroku Platform and Google App Engine since with Amazon EC2, we have access to the terminal. In terms of pricing, it's basically just the same as Google Compute Engine. The deciding factor is Amazon EC2's native integration with other AWS services since they're all in the same cloud platform.
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Amazon AWS
Amazon SageMaker took the heavy lifting out of building and creating models. It allowed for our organization to use our current system for integration and essentially added on a feature to help all levels of Data scientists and IT professionals in our department and company as a whole. The training was simple as well.
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Return on Investment
Amazon AWS
  • It reduced the need for heavy on-premises instances. Also, it completely eliminates maintenance of the machine. Their SLA criteria are also matching business needs. Overall IAAS is the best option when information is not so crucial to post on the cloud.
  • It makes both horizontal and vertical scaling really easy. This keeps your infrastructure up and running even while you are increasing the capacity or facing more traffic. This leads to having better customer satisfaction.
  • If you do not choose your instance type suitable for your business, it may incur lots of extra costs.
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Amazon AWS
  • We have been able to deliver data products more rapidly because we spend less time building data pipelines and model servers.
  • We can prototype more rapidly because it is easy to configure notebooks to access AWS resources.
  • For our use-cases, serving models is less expensive with SageMaker than bespoke servers.
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