I Benchmarked EBS vs. S3 Express So You Don’t Have To – Here’s What I Found

TL;DR I benchmarked EBS and S3 Express One Zone across EC2 and EKS setups to settle a question we kept hearing from customers: “What’s the best temp storage for ML pipelines?” The short answer: Here’s the full story and why it matters to your ML pipelines. Why I Ran This Test As more customers […]
Simplifying GPU Workloads On-Prem? Here’s What Actually Worked for Me

TL;DR The Quiet Reality of On-Prem GPU Workloads Let’s be honest. A lot of AWS customers are still running on-prem GPU servers. Sometimes it’s for internal model training jobs, sometimes it’s cost-sensitive work that doesn’t need cloud-scale reliability. The pattern is common, especially in R&D-heavy environments. The usual go-to is virtualization platforms. But those add […]
How To Rebuild a Scalable Data Pipeline with AWS Serverless And Graviton

Learn how a cybersecurity startup cut cloud costs by 95%, automated onboarding, and scaled effortlessly by migrating from EC2 to a fully serverless architecture. Takeaways When a fast-growing cybersecurity startup hit the limits of its monolithic cloud setup, it didn’t just need an upgrade – it needed a full re-architecture. The goal: eliminate surprise costs, […]
GPUs on AWS: How to Run Complex Math Faster and Cheaper

As cloud architects, we’re all chasing the holy grail: performance and cost-efficiency. Whether you’re running complex mathematical algorithms, AI workloads, or just trying to process massive datasets, the type of EC2 instance you choose can make or break your goals. In recent months, more customers from industries like medical imaging and cybersecurity have been turning […]