756 articles on cost optimization — what drives the cost, how it is priced, and where the savings actually are.
Athena charges $5 per terabyte scanned, so the whole cost game is scanning less. Partitioning, columnar formats, and compression can cut the data a query reads by 10 to 100 times. Here is how each lever works and how they stack to slash an Athena bill.
Glue crawlers keep your Data Catalog in sync with S3, but they bill per DPU-hour with a 10-minute minimum and a 2-DPU floor, so frequent crawls of many tables cost more than teams expect. Here is the pricing and how to crawl less to spend less.
EFS Standard costs $0.30 per GB-month, one of the priciest storage options on AWS, but its Infrequent Access tier drops to $0.016 per GB, a near-95-percent cut. Here is how EFS lifecycle management moves cold files automatically and where the access fees bite.
A NAT Gateway costs about $0.045 per hour plus $0.045 per GB processed, while a NAT instance is just an EC2 box with no per-GB processing fee. For low traffic the instance can be far cheaper, but it trades money for operational risk. Here is the math.
Gateway VPC endpoints for S3 and DynamoDB are completely free, while interface endpoints cost about $0.01 per hour per AZ plus $0.01 per GB. Knowing which services use which endpoint type, and how the fees stack across AZs, keeps PrivateLink affordable. Here is the breakdown.
CloudFront price classes let you exclude the most expensive edge locations, trading global reach for a lower per-GB rate. Price Class 100 serves only North America and Europe at the cheapest rates. Here is how the classes change your bill.
Traffic between availability zones costs about $0.01 per GB each way, while traffic between regions runs roughly $0.02 per GB or more. Both are easy to trigger accidentally and both compound at scale. Here is how the two taxes differ and how to avoid them.
An Application Load Balancer costs about $0.0225 per hour plus a per-LCU fee, and the LCU is the part that surprises people. It measures four dimensions and bills the highest one. Here is how LCUs work and how to keep them low.
A Network Load Balancer costs about $0.0225 per hour plus a per-NLCU fee, and like the ALB it bills on the highest of several dimensions. For TCP and UDP pass-through it is often cheaper than an ALB. Here is how NLB pricing works.
Route 53 health checks cost $0.50 per month for AWS endpoints and $0.75 for external ones, with optional features adding $1 to $2 each. On their own they are cheap, but dozens of them with add-ons quietly add up. Here is the pricing.
CloudWatch Logs charges about $0.50 per GB to ingest and only $0.03 per GB per month to store, so ingestion, not retention, is almost always the bigger bill. Understanding the split changes how you cut logging cost. Here is the breakdown.
CloudWatch dashboards cost $3 per dashboard per month after the first three free, and API calls to render them add more. Teams that auto-generate a dashboard per service can rack up an unexpected line. Here is how dashboard pricing works.
AWS KMS charges $1 per month per customer-managed key and $0.03 per 10,000 requests, so a few keys is trivial but a high-throughput app making millions of encrypt and decrypt calls can flip the bill to requests. Here is how to tell which side dominates.
Transit Gateway inter-region peering lets you link regions through the AWS backbone, but you pay per-GB data processing on each side plus cross-region data transfer. For high-volume inter-region traffic the fees stack. Here is the cost breakdown.
Direct Connect adds port fees but slashes data transfer out to about $0.02 per GB versus $0.09 over the internet. For heavy, steady egress to your data center the savings can dwarf the port cost. Here is the break-even math.
Global Accelerator charges a fixed $0.025 per hour plus a per-GB premium, while CloudFront has no fixed fee and bills per GB and per request. They solve different problems, and picking the wrong one wastes money. Here is the cost comparison.
VPC Flow Logs are free to enable, but you pay to deliver them: about $0.50 per GB to CloudWatch Logs or less to S3. On a busy VPC that ingestion cost can surprise you. Here is how flow log pricing actually works.
CloudTrail management events are largely free, but data events cost $0.10 per 100,000 events, and high-volume S3 or Lambda logging can generate billions of them. Here is how data event pricing works and how to keep it in check.
AWS now charges about $0.005 per hour for every public IPv4 address, in use or idle, adding roughly $3.65 per month per address. For fleets with hundreds of public IPs the total is real. Here is how the charge works and how to cut it.
SSM Parameter Store standard parameters are free, while advanced parameters cost $0.05 each per month and higher-throughput API calls carry a fee. Knowing when you actually need advanced tier saves money over Secrets Manager. Here is the pricing.
Traffic between resources over private IPs in the same AZ is free, but the same traffic over public or Elastic IPs is charged even within a region. Using the wrong address turns free traffic into a per-GB bill. Here is how to keep it free.
Most Azure VM bills carry oversized instances that never touch their allocated CPU or memory. Right-sizing to the correct family and size, then layering reservations, is the highest-return Azure cost move. Here is how to do it.
Azure SQL Database serverless bills compute per second and pauses when idle, which can slash the bill for intermittent workloads but cost more for steady ones. Here is where serverless wins and where provisioned vCore is cheaper.
Azure SQL elastic pools let many databases share a single pool of DTUs or vCores, which is far cheaper than provisioning each database on its own when their peaks do not coincide. Here is how the math works.