
AWS Cost Optimization for Progressive Labs
Modernizing cloud operations for efficiency, scalability, and reduced spend
Table of Contents
Client Overview
Progressive Labs is a tech agency that is engaged in delivering end-to-end tech solutions for businesses worldwide. They hold expertise in web and mobile app development, SaaS products, UI/UX design, AI and large language model (LLM) based application development, and DevOps services. Committed to accelerating innovation, Progressive Labs assists clients in transforming their engineering concepts into market-ready offerings in a cost-effective way.
Challenges
- Rising AWS infrastructure costs driven by overprovisioned compute and underutilized storage.
- Lack of visibility into spend patterns and no real-time cost alerts.
- Manual provisioning leading to inconsistencies and inefficiencies.
- Ineffective lifecycle management of cloud resources, especially in development and staging environments.
Cloudlaya’s Solution
Cloudlaya performed a deep cost and architecture review using the AWS Well-Architected Framework. The solution focused on intelligent automation, right-sizing, and governance.
Key strategies included:
- Compute Optimization: Migrated Transited On-Demand EC2 workloads to Reserved and Spot Instances as per AWS Compute Optimizer recommendations. Implemented Auto Scaling groups to align use and demand.
- Storage Tiering: Migrated less-frequently used data to S3 Intelligent-Tiering and Glacier. Applied S3 lifecycle policies to manage object retention.
- Serverless Refactor: AWS Lambda was instrumental in refactoring Progressive Labs’ infrastructure, enabling us to have a serverless architecture that reduced overhead and improved scalability.
- Event-Driven Data Processing: Leveraged Lambda to forward and process Amazon Kinesis data streams for real-time analytics.
- Scheduled Maintenance Tasks: Leveraged Lambda for snapshot creation and log rotation with minimal manual intervention.
- Monitoring & Automation:
- Enabled AWS Budgets and Cost Anomaly Detection.
- Implemented automatic cleanup scripts in non-production environments.
- Implemented AWS CloudWatch and SNS for proactive alerting.
- Infrastructure as Code: Leveraged AWS CloudFormation for infrastructures that can be rolled out repeatedly and audited.
Outcomes
- 30% reduction in AWS monthly expenses across compute, storage, and operational overhead.
- Increased cost transparency and accountability with tagging at the team level and budgets.
- Accelerated deployment cycles through self-service automated IaC templates.
- Increased scalability and elasticity during peak usage, with auto-scaling and serverless workloads absorbing dynamic traffic.
Client Testimonial
“Cloudlaya’s team revealed cost inefficiencies that we were not even aware of. They were very proactive and their technical expertise enabled us to realize significant savings without compromising on performance.”
— Infrastructure Lead, Progressive Labs
About Cloudlaya
Cloudlaya is an AWS Advanced Tier Partner and has expertise in cloud consulting, DevOps, and cost optimization. Their engineers are multi-specialty AWS certified and have implemented modernization projects for startups and large enterprises.

As a seasoned DevSecOps Consultant, I specialize in ensuring the reliability, scalability, and security of cloud infrastructure and applications that are crucial for my clients’ success.