Are you struggling with rising AWS costs? Or you've moved to the AWS cloud and haven't seen the cost savings that everyone has already assured.
It's fair to say that Amazon Web Services (AWS) remains the leader in the cloud computing industry, with an almost 29% market share in Q1 2025, compared to Microsoft Azure and Google Cloud Platform.
If you aren't experienced with AWS, you may over-provision resources or make the wrong choices. However, by making the right decisions, it's possible to optimize resource usage (instances, storage, databases, networking, etc) and payment plans to reduce cloud costs as much as possible.
The process is challenging, especially when forecasting future needs during procurement, but AWS cost optimization is essential for everyone.
Keeping this as the core of our discussion, let's get started.
What is AWS Cost Optimization?
AWS cost reduction is a matter of decreasing expense at the same time that we do not trade performance or function. This includes right-sizing, automating, choosing smart pricing models, and using automation to optimize your cloud spend and reduce your AWS bill.
To reduce AWS costs, you look at what you are doing now with resources. This helps you to identify inefficiencies, which may be unused EC2 instances, idling resources, or unnecessary services.
Cost optimization in AWS is not just about reducing the bill at the end of the month; it is also about making smart and strategic decisions on which AWS services you use.
The aim is to do away with waste and see how your money is being spent. In which case, we put those savings into new ideas and growth.
If done right, our AWS cost optimization is to pay only for what we need, which in turn keeps our applications modern, flexible, and scalable.
Key Points in AWS Cost Optimization
Optimizing AWS costs requires a combination of technical adjustments and strategic planning. Here are the most impactful areas to focus on to achieve meaningful cost optimization in AWS:

Right-Size Your Resources
Provision your AWS resources as per what you really require. Do not buy more of what you won’t need. For example, if your application is running at 30% capacity in a large EC2 instance, move it to a smaller size. Also, right-sizing, which is a best practice, will help you not pay for what you don’t fully use.
Increase Elasticity
In traditional IT setups, servers are always on, even when not needed. AWS gives you the flexibility to turn resources off when they’re not in use. Set up auto-scaling and use scheduling tools to shut down non-production environments during off-hours. This elasticity ensures you only pay for what you use when you use it.
Use the Right Pricing Model
AWS provides a variety of pricing models for different use cases:
- On-demand – pay per hour/second with no long-term commitment.
- Reserved Instances (RI) – commit to 1 or 3 years for a lower rate, ideal for steady workloads.
- Spot Instances – bid on unused capacity for huge discounts, great for flexible, fault-tolerant tasks.
Picking the best set of models for your workloads may result in a drop in costs.
Optimize Storage Costs
AWS also has a range of storage solutions that vary in performance and price. For instance, if you do not require high performance, use of Amazon EBS Throughput Optimized HDD (st1) is much more economical than General Purpose SSD (gp2). Also, for large-scale, less frequent data access, you can put info into Amazon S3 Glacier or S3 Intelligent-Tiering. Align your storage solution to your data access requirements.
Measure, Monitor, and Continuously Improve
Cost optimization is a continuous process. Set up proper cost tracking that goes beyond a single effort:
- Enforcing cost allocation tags
- Defining clear metrics and targets
Using AWS Cost Explorer, Budgets, and CloudWatch
Assign responsibility for cost management to certain teams or individuals, also train your teams in the practice of incorporating cost into their work, and encourage regular reviews. Visualization, account ability, and team incentives play a large role in integrating cost optimization into your cloud culture.
Why Is AWS Cost Optimization Needed?
AWS cost optimization is a must for companies that rely on the cloud, helping them use resources more efficiently, cut unnecessary expenses, and align cloud spend with business goals.
When comparing AWS vs Azure or GCP, many organizations choose AWS for its extensive service catalog and mature ecosystem. However, this breadth often comes with increased pricing complexity, making strategic cost optimization crucial to avoid overspending.
Here is what we do on AWS cost optimization:
Lower costs
Effective AWS cost optimization is a practice of identifying idle, unused, or oversized resources. This helps organizations from paying for what they don’t require and allows them to put their money into more important projects.
Improved resource efficiency
Through the use of rightsizing and workload scheduling, organizations can see that computing, storage, and other services are used in the best way. This maintains performance at a high level while also reducing the chance of overspending.
More accurate budgeting and forecasting
With insight into usage and cost trends, teams can predict future spend more accurately. This supports better budgeting and reduces the risk of unexpected cost increases.
Clear cost accountability
With precise tagging and cost allocation, teams can tie cloud spending to which specific departments or projects it is for. This encourages responsible use of cloud resources and also allows us to see if the spend is bringing value.
Stronger cross-functional alignment
Cost optimization which promotes cross-functional collaboration between finance, engineering, and operations. Through the use of shared metrics and regular reviews, organizations can better their decision-making and see that cloud investments align with business goals.
Understanding Your AWS Costs
Before you start cutting down your AWS bill, it’s essential to understand where your money is going. Let’s quickly understand the basics of AWS costs.
How Much Does AWS Cost?
AWS pricing can be confusing because there are many services and different ways to pay. It's primarily based on a pay-as-you-go model, meaning you only pay for the individual services you use, for as long as you use them. You can always check the exact prices on the AWS website.
Basic Pricing Models
AWS has different ways to charge you based on how you use their services:
- Pay-As-You-Go: You pay only for what you use, with no upfront costs. This is great for flexibility and avoiding extra spending.
- Pay Less, Use More: The more you use, the cheaper it gets. Big users who spend a lot get discounts, which saves money in the long run.
- Save When You Reserve: Savings Plans help you save money by committing to use a certain amount of AWS services for 1 or 3 years. You get lower prices and can easily manage your plan with tools that give tips and alerts to save more.
- Free Usage Tier: AWS offers free use of some services for one year. It’s perfect for beginners who want to try AWS before spending money.
Factors That Lead to Unexpected AWS Costs
Not Keeping Track of What’s Running
Sometimes, AWS services or resources run without anyone noticing, which leads to surprise charges.
Unused or Forgotten Resources
- Servers (called EC2 instances) running but not being used still cost money.
- Storage volumes (EBS) that are not attached to any server still get charged.
- IP addresses not linked to anything can also cause fees.
Data Moving Around Costs Money
Sending data out to the internet or between different AWS regions can add up quickly.
Free Limits Can Be Exceeded
AWS offers free usage limits for new users, but if you go beyond them, you start paying fees.
Automatic Restarting Services
Some services restart automatically if they stop or fail, which can keep costs rising without you knowing.
Poor Setup of Services
Misconfigured load balancers (tools that spread traffic) or too many unnecessary system requests can cause extra charges.
Leaving Unused Regions Active
AWS has data centers worldwide. Leaving some regions active that you don’t use can cost you money.
Not Understanding Pricing Options
AWS offers different payment plans. Picking the wrong one for your needs can make costs higher than needed.
Missing Tags and Labels
Without clear labels on your resources, it’s hard to know what’s costing you and where to save.
Understanding AWS Pricing Models
AWS offers different pricing models to suit various business needs. Choosing the right one can help manage costs and improve cloud efficiency.
1. On-Demand Pricing
On-demand pricing lets you pay for compute resources by the hour or even by the second for some services, with no upfront costs or long-term commitments. It is the default and most flexible model, but also the most expensive for sustained usage.
Example:
- You launch an EC2 instance with On-Demand pricing. The price is $0.10 per hour. If you run the instance for 10 hours, you pay $1.00. If you shut it down after 5 hours, you pay only $0.50.
- You can scale up or down instantly, and only pay for what you use.
Best For:
- Organizations that want to treat cloud expenses as Operating Expenses (OpEx).
- Applications that have unpredictable or fluctuating workloads, or are mission-critical and require instant availability.
2. Savings Plans
Savings Plans offer significant discounts (up to 72%) in exchange for a commitment to a consistent amount of usage (measured in dollars per hour) over a one- or three-year term. This model covers EC2, Lambda, and Fargate usage, regardless of instance size, region, or operating system.
Example:
- You commit to a Savings Plan of $10 per hour for one year. For any hour, if your compute usage is $9, it is fully covered by the plan at the discounted rate.
- If your usage exceeds $10 in an hour, the extra is billed at the On-Demand rate.
- If you terminate all instances but still have a Savings Plan commitment, you are still billed for the committed amount.
Best For:
- Organizations that want flexibility but also want to avoid upfront costs.
- Applications with variable usage that will run over a long period, but may need to scale up or down.
3. Reserved Instances
Reserved Instances (RIs) provide discounts (up to 75%) in exchange for reserving capacity for a fixed term (1 or 3 years), with options for upfront, partial upfront, or no upfront payments. RIs are less flexible than Savings Plans but offer deeper discounts for predictable workloads.
Example:
- You reserve an EC2 instance for 3 years with a partial upfront payment. The On-Demand price is $0.10 per hour, but with the reservation, you pay $0.06 per hour.
- If you do not use the instance, you still pay for the reserved capacity.
- If you need more capacity than reserved, you pay On-Demand rates for the extra usage.
Best For:
- Organizations running existing or legacy enterprise applications with predictable usage.
- Applications with steady, long-term workloads and predictable growth.
4. Spot Instances
Spot Instances allow you to bid for unused EC2 capacity at steep discounts (up to 90% off On-Demand prices). Prices fluctuate based on supply and demand, and AWS can reclaim instances with short notice if capacity is needed elsewhere.
Example:
- You bid $0.04 per hour for a spot instance. If the current Spot price is $0.03, your instance runs at $0.03 per hour.
- If the spot price rises above your bid, or if AWS needs the capacity, your instance is terminated.
Best For:
- Organizations with advanced cloud-native capabilities and stateless, fault-tolerant applications.
- Non-time-critical workloads like batch processing, analytics, or testing.
How to Calculate Your AWS Savings Plan Costs
You can estimate your AWS Savings Plan costs with the AWS Pricing Calculator. This free tool helps you forecast spending and savings by choosing a 1- or 3-year Savings Plan.
Whether you’re planning your AWS usage or looking to optimize current expenses, this calculator offers a clear breakdown of your expected monthly or yearly costs. It allows you to compare different pricing options and simplifies budgeting. For a more comprehensive walkthrough, check out the AWS Pricing Calculator Guide.
What Can You Do with the AWS Pricing Calculator?
- View detailed cost breakdowns for individual AWS services or grouped resources.
- Organize estimates into groups that reflect your architecture for more precise analysis.
- Save and share your cost estimates via links hosted on Amazon’s servers.
- Export your estimates in CSV or PDF formats for easy sharing with stakeholders.




