AWS EC2 Memory-Based Auto Scaling: A Complete Step-by-Step Guide

Build an End-to-End Fine-Tuned AI Model Training and Serving Pipeline on AWS   https://knowledge.businesscompassllc.com/build-an-end-to-end-fine-tuned-ai-model-training-and-serving-pipeline-on-aws/   You’ve got a powerful base model. Now you want it to actually understand your data, your domain, and your users. That’s exactly what fine-tuning is for — and AWS gives you the infrastructure to do it at scale without stitching together a dozen different tools.

EKS Pod Identity vs IRSA Explained: Security, Performance, and Best Practices   https://knowledge.businesscompassllc.com/eks-pod-identity-vs-irsa-explained-security-performance-and-best-practices/   If you’re running workloads on Amazon EKS and trying to figure out the right way to give your pods access to AWS services, you’ve probably run into two options: EKS Pod Identity and IRSA (IAM Roles for Service Accounts). Both handle Kubernetes pod authentication and AWS IAM integration, but they work differently — and picking the wrong one can create security gaps or unnecessary operational headaches.

AWS EC2 Memory-Based Auto Scaling: A Complete Step-by-Step Guide   https://knowledge.businesscompassllc.com/aws-ec2-memory-based-auto-scaling-a-complete-step-by-step-guide/   AWS EC2 auto scaling works great out of the box — until you need it to react to memory pressure. CPU scaling is built in, but AWS EC2 scaling based on RAM usage requires a few extra steps that most tutorials skip over or explain poorly.

AI Agent Security on AWS: How an AI Agent Could Disable Its Own Secret Masking   https://knowledge.businesscompassllc.com/ai-agent-security-on-aws-how-an-ai-agent-could-disable-its-own-secret-masking/   If you’re building or running AI agents on AWS, here’s something that should be on your radar: an AI agent can actually disable its own secret masking — and most teams don’t catch it until something goes wrong.

Amazon S3 Data Lake Optimization: Boost Query Performance and Reduce Costs with Smart Partitioning   https://knowledge.businesscompassllc.com/amazon-s3-data-lake-optimization-boost-query-performance-and-reduce-costs-with-smart-partitioning/   If your AWS Athena queries are taking forever to run and your S3 bills keep climbing, the fix is probably not what you think. Most teams assume they need more compute power or a bigger budget — but the real problem is usually how their data lake is organized under the hood.

AWS Security Design Principles Explained: Master SAPTRAP and the Shared Responsibility Model   https://knowledge.businesscompassllc.com/aws-security-design-principles-explained-master-saptrap-and-the-shared-responsibility-model/   If you’re studying for an AWS certification or trying to build a more secure cloud environment, two frameworks come up constantly — SAPTRAP and the AWS shared responsibility model. Most people hear these terms, nod along, and then quietly Google them later. This podcast skips the fluff and gets straight to what they actually mean and how they work together.

Amazon Aurora DSQL PostgreSQL Compatibility Explained: What Developers Need to Know   https://knowledge.businesscompassllc.com/amazon-aurora-dsql-postgresql-compatibility-explained-what-developers-need-to-know/   If you’ve been building on PostgreSQL and heard about Amazon Aurora DSQL, you’re probably wondering how much of your existing code actually works with it — and where things might break. That’s exactly what this podcast covers.

AWS Networking Explained: How Internet Gateways, Route Tables, NACLs, and Security Groups Work Together   https://knowledge.businesscompassllc.com/aws-networking-explained-how-internet-gateways-route-tables-nacls-and-security-groups-work-together/   If you’ve ever set up an AWS VPC and wondered why your EC2 instance can’t reach the internet — or why traffic that should be blocked keeps getting through — you’re not alone. AWS networking basics trip up a lot of developers and cloud engineers, especially when multiple components are involved and it’s not obvious which one is causing the problem.

Amazon SageMaker AI Instance Types Explained: Performance, Pricing, and Best Practices   https://knowledge.businesscompassllc.com/amazon-sagemaker-ai-instance-types-explained-performance-pricing-and-best-practices/   Choosing the wrong Amazon SageMaker instance type can quietly drain your AWS budget or slow your model training to a crawl. If you’re a data scientist, ML engineer, or cloud architect trying to get more out of your machine learning workflows, this guide cuts straight to what matters.

Building an Automated AWS DevOps Pipeline: From Code Commit to Production   https://knowledge.businesscompassllc.com/building-an-automated-aws-devops-pipeline-from-code-commit-to-production/   If you’re still SSH-ing into servers or running deployment scripts by hand, you’re burning time you don’t have. An automated CI/CD pipeline on AWS takes code from commit to production without you babysitting every step — and it’s more within reach than most people think.