🐾Step Functions for human-in-the-loop MLOps🐾

🤓You can automate almost every part of an ML workflow — except the human. Approvals are essential because few teams are comfortable pushing a model to…

Nov 24

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🐾Lessons learned from recent AWS outage🐾

🤓During the October 19-20 us-east-1 incident, thousands of Multi-AZ deployments stayed perfectly healthy — while experiencing intermittent scaling…

Nov 10

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October 2025

🐾Fine tuning myths that kill your RDS performance🐾

🤓 When you migrate your data to a managed service like AWS RDS (especially PostgreSQL), the last thing you expect is to be debugging performance issues…

Oct 27

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🐾From EC2 to Serverless: TCO comparison🐾

🤓 The move from EC2 to Serverless often feels like a purely technical shift, driven by a desire for operational simplicity. While that simplicity is a…

Oct 13

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September 2025

🐾Do you really need microservices for your ML workload?🐾

🤓 In data and ML projects, monolithic pipelines can become slow, fragile, and hard to scale, which often leads to their migration to a microservices…

Sep 29

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🐾Auto Scaling Groups: Beyond Basic Metrics🐾

🤓 While CPU and memory utilization serve as foundation metrics, truly resilient architectures require more sophisticated scaling strategies.

Sep 8

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July 2025

🐾Improving Glue performance and cost🐾

🤓 AWS Glue is a good choice for serverless data pipelines — flexible, fully managed, and easy to connect with other AWS services. But it’s also easy to…

Jul 28

🐾Designing for failure in serverless applications🐾

🤓 Serverless often feels like magic—no servers to manage, effortless auto‑scaling, and you pay only when things run. But that simplicity can lull you…

Jul 14

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June 2025

🐾Serverless cost pitfalls and how to avoid them🐾

🤓 Serverless services like AWS Lambda, DynamoDB, and SQS are often praised for being cost-effective — you pay only for what you use, and there’s no…

Jun 30

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🐾Cost optimization for GenAI workloads🐾

🤓 Over the past few months, I’ve received many questions about cost optimization for Generative AI workloads. While it may seem like GenAI requires an…

Jun 16

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🐾Should you use API Gateway or ALB for your API?🐾

🤓 In almost every project, eventually you will ask: “Should I use API Gateway or Application Load Balancer to expose my API?”. And it’s a great…

Jun 2

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May 2025

🐾Lambda@Edge vs. CloudFront Functions🐾

🤓 When thinking about edge computing for URL redirects and HTTP header manipulation, which service comes to mind first? Surprisingly, I often hear…

May 19

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