Amazon Web Services
aws.amazon.com › machine learning › savings plans › machine learning savings plans
Machine Learning Savings Plans
November 14, 2025 - Savings Plans offer a flexible usage-based pricing model for Amazon SageMaker, in exchange for a commitment to a consistent amount of usage (measured in $/hour) for a one or three year term.
Alphaus
alphaus.cloud › en › glossary › savings-plans
Savings Plans | Simplified Cloud Cost Management
This type of plan provides lower prices for Amazon SageMaker instance usage, regardless of the instance family size, component, or AWS Region with savings of up to 64% off on-demand rates.
Savings Plans Applicability to ML instances
Savings plans only apply to EC2 (compute and EC2 instance savings plans) and Fargate instances (compute savings plans). They do not apply to other services, such as SageMaker. More on repost.aws
Savings Plan Question
If you commit to pay $100 you will pay $100 but can consume on demand worth up to $122 (18% of 122 is about 22) without paying extra. But remember that this is a flat hourly commitment, and if your capacity fluctuates during the day/week you may pay more than just paying on demand for whatever you use. More on reddit.com
How to do cost estimation for Amazon Sagemaker
If you're bringing your own model, you don't need to use SageMaker. I've got mixtral-8x7b.Q5_K_M running on a g5.2xlarge (24GB of VRAM, 32 GB RAM), and it's $1.212 per hour in us-east-1. Just be sure to pick the Ubuntu deep learning AMI, as it has the required GPU drivers. Be aware that you're paying for the server whenever it's running - not just when you're interacting with the model. If you forget to shut it off and leave it for a month, that's $860... More on reddit.com
Savings Plans: New EC2 RI Replacement
It's unclear at this point if this can be stacked along with spot/reserved instance types, but it would be great if this was the case. Looks like this has just dropped as the links to the official documentation are a 404: https://aws.amazon.com/savingsplans/
More on reddit.comWhat is a savings plan in AWS?
AWS Savings Plans let you commit to a consistent hourly spend over 1 or 3 years in exchange for discounted rates. The discount applies automatically across services like EC2, Fargate, and Lambda, helping reduce compute costs while offering more flexibility than Reserved Instances. However, the challenge is often figuring out how much Savings Plans for compute usage to commit to – if you don’t buy enough you’ll be stuck paying costly On Demand rates, but if you buy too much, you’ll unnecessarily spend on unused SP.
nops.io
nops.io › aws savings plans: a guide to lower your aws bills
AWS Savings Plans: A Guide to Lower Your AWS Bills
What are the two types of savings plans AWS offers?
The two types of Savings Plans offered by AWS are Compute and EC2 Savings Plans. Compute Savings Plans apply to any EC2 instance, Fargate, or Lambda usage across all regions and instance types. EC2 Instance Savings Plans offer higher discounts but are limited to a specific EC2 instance family and region, making them better suited for predictable, stable workloads.
nops.io
nops.io › aws savings plans: a guide to lower your aws bills
AWS Savings Plans: A Guide to Lower Your AWS Bills
What is the difference between savings plan and reserved instances?
Savings Plans apply to a broader set of compute options and adjust automatically across instance types, sizes, and regions. Reserved Instances are more rigid, requiring upfront decisions about instance type and region. However, Convertible Reserved Instances can be exchanged for other RIs with different attributes. Both offer discounts, but the type of flexibility they offer is different.
nops.io
nops.io › aws savings plans: a guide to lower your aws bills
AWS Savings Plans: A Guide to Lower Your AWS Bills
Videos
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Optimizing your Machine Learning costs on Amazon SageMaker with ...
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The Tale of Savings Plan Allocations | AWS Tech Tales - YouTube
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How to use AWS Savings Plans Analyzer | Amazon Web Services - YouTube
SageMaker High-Performance Inference Cost Optimization - AWS
Getting to know Savings Plans Recommendations | The Keys ...
24:31
AWS Savings Plan Analyzer Demo - YouTube
AWS re:Post
repost.aws › knowledge-center › ec2-savings-plans
Save money on Compute, EC2, and SageMaker with Savings Plans | AWS re:Post
June 27, 2022 - EC2 Instance Savings Plans offer ... Amazon SageMaker Savings Plans offer flexible attributes such as instance family, instance size, AWS Region, and component for your SageMaker instance usage....
nOps
nops.io › aws savings plans: a guide to lower your aws bills
AWS Savings Plans: A Guide to Lower Your AWS Bills
September 16, 2025 - If you have a consistent amount of Amazon SageMaker eligible usage (measured in $/hour), and use multiple SageMaker components or expect your technology configuration (e.g. instance family, region) to change over time, SageMaker Savings Plans make it simpler to maximize your savings while providing flexibility to change underlying technology configuration based on application needs or new innovation.
AWS re:Post
repost.aws › questions › QU9dq7ZvLKSAKop9q_aV9P4w › savings-plans-applicability-to-ml-instances
Savings Plans Applicability to ML instances | AWS re:Post
September 10, 2019 - Savings plans only apply to EC2 (compute and EC2 instance savings plans) and Fargate instances (compute savings plans). They do not apply to other services, such as SageMaker.
Amazon Web Services
aws.amazon.com › machine learning › amazon sagemaker ai › pricing
SageMaker Pricing
2 days ago - With SageMaker AI, you pay only for what you use. You have two choices for payment: on-demand pricing that offers no minimum fees and no upfront commitments, and the Amazon SageMaker Savings Plans that offer a flexible, usage-based pricing model in exchange for a commitment to a consistent amount of usage.
Amazon Web Services
aws.amazon.com › cloud financial management › savings plans › faqs
Savings Plans FAQ | Amazon Web Services
3 days ago - For example, with Database Savings ... Amazon SageMaker Savings Plans are a flexible pricing model for Amazon SageMaker, in exchange for a commitment to a consistent amount of usage (measured in $/hour) for a one- or three-year term....
Reddit
reddit.com › r/aws › savings plan question
r/aws on Reddit: Savings Plan Question
March 19, 2023 -
I've read through everything I can and I just can't wrap my head around how the discount works. For example, if we commit to spend $100/month using the no-upfront option and get a 18% discount, is our final cost $82 or $100? Meaning, is the discount on the commit, or is the commit the result of the discount?
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If you commit to pay $100 you will pay $100 but can consume on demand worth up to $122 (18% of 122 is about 22) without paying extra. But remember that this is a flat hourly commitment, and if your capacity fluctuates during the day/week you may pay more than just paying on demand for whatever you use.
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So keep in mind it’s not per month, but per hour. But for examples sake if you commit to $100 per month with an 18% discount, if you spend exactly $100 your bill is $82. If you spend $50, your bill is $82. If you spend $150, your bill is $132 ($82 + $50).
AWS
aws.amazon.com › about-aws › whats-new › 2021 › 04 › amazon-sagemaker-announces-a-price-reduction-in-instances-and-sagemaker-savings-plan
Amazon SageMaker announces a price reduction by up to 14% on instances and SageMaker Savings Plans with up to 64% cost saving - AWS
April 20, 2021 - Today we are announcing Amazon SageMaker Savings Plans, a new flexible pricing model that allows you to save up to 64% on Amazon SageMaker ML instances in exchange for making a commitment to a consistent amount of eligible usage (e.g. $10/hour) for a 1- or 3-year term.
AWSInsider
awsinsider.net › whitepapers › 2020 › 02 › vmware-the-ultimate-guide-to-aws-savings-plans.aspx
The Ultimate Guide to AWS Savings Plans -- AWSInsider
This guide explains what AWS Savings Plans are, how they compare to Reserved Instances, and what you need to know to incorporate them into their existing AWS environment.
Vantage
vantage.sh › blog › what-is-an-aws-savings-plan
What Is an AWS Savings Plan? | Vantage
EC2 Instance Savings Plans: With this type of Savings Plan, you can potentially realize the most savings—up to 72%; however, unlike Compute Savings Plans, you do need to commit to a specific family (e.g., c4 in US East (Ohio)) to realize these savings. You can move between different instance types within the same family and Region (e.g., c4.large to c4.xlarge) as the original instance. Amazon SageMaker Savings Plans: This type applies to SageMaker usage commitments.