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Lucky Data Lucky Data
AWS Cost Optimization
AWS Cost Optimization

   [ Reduce AWS costs by 10–40% with a focused infrastructure audit for data platforms ]

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AWS Cost
Optimization
for Data
Platforms

See example findings 
Book a free 20-minute audit call 
Book a free audit call 
Based on real AWS production experience
Typical savings: 10–40% of AWS bill
No-risk audit approach
[ QUESTION ]

Common AWS cost drivers we review:

[EKS compute]

[Airflow / MWAA]

[S3 storage]

[RDS / PostgreSQL]

[Redshift]

[CloudWatch logs]

[Data transfer]

[NAT Gateway]

[MSK / Kafka]

[ECR storage]

[ CERTIFICATION ]

[ CERTIFICATION ]

Certified & experienced in AWS and data infrastructure

AWS Cost Optimization

AWS CERTIFIED
DATA ENGINEER – ASSOCIATE

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HASHICORP CERTIFIED
TERRAFORM ASSOCIATE (004)

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ASTRONOMER CERTIFICATION
DAG AUTHORING AIRFLOW 3

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[ AWS COST OPTIMIZATION EXPLAINED ]

What is AWS cost optimization?

Reduce cloud waste without risking production. We identify unnecessary AWS costs across compute, storage, logging and networking — and turn them into safe, actionable savings.

1.

REDUCE WASTE

Find idle, oversized or badly configured resources

2.

KEEP SYSTEMS STABLE

Optimize safely without risky changes

3.

IMPROVE VISIBILITY

Understand where your AWS bill really comes from

[ AWS COST PROBLEM ]

Most AWS costs are hidden inside your infrastructure

Many teams don’t overspend because they lack technical skill. They overspend because cloud cost optimization is rarely anyone’s full-time job.

CloudWatch logs growing silently across Airflow, EKS and Lambda
Data transfer costs through NAT Gateway and network-heavy services
Overprovisioned compute in EKS, RDS, EC2 and Redshift
Storage increasing without lifecycle or retention rules
Unused resources staying in the account for months
No clear visibility into what can be safely removed
Find your leaking costs

[ SERVICES ]

HOW THE AUDIT WORKS

INFRASTRUCTURE AUDIT

We analyze your AWS infrastructure and identify cost inefficiencies.

FINDINGS & SAVINGS

You receive prioritized findings with estimated savings potential.

IMPLEMENTATION SUPPORT

Optional help with cleanup, IaC updates and optimization rollout.

[ REAL FINDINGS ]

Real AWS cost optimization results

These are real cost reductions achieved through infrastructure reviews and optimization work. Every environment is different, but similar opportunities are often hidden in plain sight.

€600 /mo saved
S3 Lifecycle
Optimization
PROBLEM
Data stored forever
in Standard tier.
ACTION
Added lifecycle
rules.
RESULT
30–40% lower
storage cost.
€150 /mo saved
CloudWatch Retention
Optimization
PROBLEM
Logs retained far longer
than necessary.
ACTION
Optimized retention
settings.
RESULT
20% lower
CloudWatch costs.
€1000 /mo saved
Redshift
Right-Sizing
PROBLEM
Cluster sized
for past demand.
ACTION
Rightsized
the cluster.
RESULT
Same performance,
lower cost.
Get similar savings

[ OUTPUT ]

WHAT YOU RECEIVE

PRIORITIZED LIST OF ISSUES
CLEAR EXPLANATION OF MAIN COST DRIVERS
ESTIMATED MONTHLY SAVINGS IN €€
CLEAR IMPLEMENTATION STEPS
OPTIONAL IMPLEMENTATION SUPPORT

[ PRICING ]

Audit starts from €500

Pricing depends on infrastructure complexity, scale and access scope. Savings potential varies between environments and is assessed during the audit.

REQUEST PRICING

[ FAQ ]

Frequently asked questions
about AWS cost optimization

Have questions about AWS cost optimization? We’re happy to help you understand where unnecessary costs might be hiding.
What is AWS cost optimization?

AWS cost optimization is the process of reducing unnecessary cloud spending without impacting the stability, performance or reliability of your infrastructure. It typically involves identifying oversized resources, excessive logging, unused storage, hidden data transfer costs and other inefficiencies across AWS services.

How much can we save?

Every AWS environment is different, but many data platforms have opportunities to reduce costs by 10–40%. The actual savings depend on infrastructure size, service usage patterns and the current level of optimization.

What causes high AWS costs?

High AWS costs are often caused by oversized compute resources, missing lifecycle policies, excessive CloudWatch logging, unnecessary data transfer, unused snapshots and storage, or resources that have remained in the account long after they stopped providing business value.

What types of AWS services do you analyze?

The audit typically covers services commonly used in modern data platforms, including Amazon EKS, MWAA (Airflow), S3, RDS, Redshift, CloudWatch, MSK, ECR, NAT Gateway, EC2 and related infrastructure components.

How do I reduce AWS costs without breaking production?

The safest approach is to start with an audit. Potential savings are identified first, risks are assessed, and recommendations are prioritized. No production changes are made during the audit itself. Any implementation work is planned and executed separately.

Do you also implement the changes?

Yes. After the audit, implementation support can be provided if required. This may include infrastructure cleanup, lifecycle policies, resource rightsizing, logging optimization and infrastructure configuration improvements.

How long does the audit take?

Most audits take between 1 and 3 business days, depending on the size and complexity of the AWS environment. Larger platforms may require additional review time.

Do you need access to our AWS account?

In most cases, read-only access is sufficient for the audit. Administrator permissions are not required to identify cost optimization opportunities. Access requirements are discussed before the engagement begins.

Who is this service for?

This service is designed for companies running workloads on AWS, particularly data platforms, analytics environments and cloud-native applications using services such as EKS, Airflow, S3, RDS, Redshift or Kafka.

Do you sign NDAs?

Yes. NDAs can be signed if required before any access is granted or information is shared. Protecting customer data and infrastructure details is a standard part of the process.

Book a free audit call 

[ ABOUT LUCKY DATA ]

Built by a data engineer working daily with AWS, Terraform and production data pipelines

REMOTE - BERLIN

Lucky Data helps teams reduce AWS infrastructure costs safely and pragmatically – based on real production experience with data platforms.

Lucjan Konopka AWS Cost Optimization Consultant
REMOTE - BERLIN
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[ FINAL CTA ]

Ready to reduce AWS costs?

Book a short audit call and identify where savings may be hiding in your infrastructure.

Book YOUR AWS AUDIT

AWS cost optimization
for data platforms.

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