Prowler has HIPAA checks. What checklist-based compliance still misses.
✓ Human-authored analysis; AI used for formatting and proofreading. The 2018 conversation In Prowler issue #227 , a user asked: "any plan to add [HI…
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NAT Gateway vs VPC Endpoints: Which Path Should Your Private AWS Traffic Take?
Private subnets are one of the first good habits you learn in AWS. Put your EC2 instances, containers and databases where the internet cannot start…
Free AWS practice exams: how to actually use them well
Most of us have wasted at least one practice exam. You sit down, blast through 65 questions, glance at the score, feel either great or terrible, and…
A professional-grade website for under $5 a month
How I run my wife's clinic website https://naturlaskin.clinic on AWS with security, automation and the Well-Architected Framework built in from day…
Google Built It. I Ran It on AWS.
The agent runtime is more portable than you think — mostly. Last week I got Google's Agent Substrate running on Amazon EKS, with S3 snapshots, RDS s…
I built a customer support agent on Amazon Bedrock AgentCore — and it refused to say my name
I spent ten years in asset management, most of it translating what portfolio managers and quants built into something clients could actually follow.…
One Glue Job, Zero Orchestrators — My First Spark Declarative Pipeline on AWS Glue
Disclaimer This is an independent, personal write-up — not official AWS content, and not endorsed by or affiliated with AWS. It documents a hobby pr…
AWS Launches Serverless AI Runtime: No Code, Just Compute
Amazon Web Services (AWS) has officially unveiled its new Serverless AI Runtime, a major update to its cloud computing service that promises to elim…
How to Build Transportation Management Solutions Around Real-Time Inventory Events
A warehouse can show 500 units available while the transportation system is still waiting for the previous stock update. That inconsistency can caus…
From Finance to AI Engineering: 6 lessons I learned building a Multi-Agent Support system on Amazon Bedrock AgentCore
After ten years in asset management, I started a full-stack developer path in 2024 and spent my time between blockchain and AI. Becoming an AI engin…
Optimizing Kubernetes Cluster Costs: Spot Instances, Autoscaling, and Resource Quotas
Introduction & Industry Context In the competitive landscape of 2026, managing cloud infrastructure is no longer merely a system engineering con…
I replaced theoretical study with high-intensity practice — and the result? I passed the AWS Solutions Architect Associate exam.
As I progressed through my AWS learning journey, I went from being familiar with EC2 to working with services like Lambda, IAM, VPC, RDS, DynamoDB,…
Prove It or Pay for It: The Real Cost of Weak Data Governance in GCC Financial Services
Data governance is a business capability rather than a compliance document. When an organisation cannot answer a regulator’s question about its own…
Cut LLM Document-Extraction Cost by 85% Without Losing Accuracy
Most production LLM extraction pipelines route every field through a frontier model, every time. It works, and for a while nobody questions the bill…
I Tested Amazon S3 Vectors' New Pre-Filtering Against Exact Ground Truth
A filtered vector query that asks for 10 results can come back with 2, and nothing errors. AWS's own launch post shows exactly that on a CLASSIC ind…
Hybrid Search and Reranking: What Each One Actually Buys You
Enterprise RAG Engineering — Part 2 of 3 Where Part 1 Left Off Part 1 argued that most enterprise RAG systems fail at the ingestion layer, before a…
The ML you need to operate LLMs, not train them
You do not need to understand backpropagation to run a large language model well in production. You need a smaller, more practical thing: the operat…
Your AI Agent Has a Burn Rate: Governing the Cost of Production AI Agents on AWS
Your AI Agent Has a Burn Rate: Governing the Cost of Production AI Agents on AWS Every AI pilot I have reviewed in the last two years had the same s…
Amazon EKS: More Control Over the Kubernetes Control Plane
Introduction One of the main perks of Amazon EKS is that AWS manages the Kubernetes control plane for you. You do not have to operate components lik…
Why Data Reconciliation Matters in AWS Glue: Finding Missing Records with Anti Joins
A pipeline can be green and still have a data problem. This is one of the things I learned while working with data pipelines. A Glue job can complet…
Cloud Infrastructure Cost Optimization: FinOps Engineering, Graviton Migrations, and Auto-Scaling
Cloud cost runaway is the silent margin killer in scaling B2B SaaS platforms. Unoptimized auto-scaling groups, over-provisioned database instances,…
Cutting AWS Storage Costs: S3 Tables vs. S3 Express One Zone
Last year, my team was fighting the "small file problem" in a standard S3 bucket. We were running massive Glue jobs that spent 40% of their executio…
Data transfer is the AWS line item everyone underestimates
Data transfer costs are the most consistently underestimated line item in AWS They're not the biggest cost in most accounts. But they're the one tha…
Serverless vs Containers: A Cost Analysis with Real Numbers
September 2026 | ~16 min read The $12,400 Surprise We ran the same REST API on both Lambda and ECS Fargate for 3 months. Lambda cost $87/month at lo…
Kubernetes Cost Optimization: Real-World Strategies That Actually Work
September 2026 | ~15 min read The $170,000 Wake-Up Call $14,200/month on EKS with 38% average utilization. We cut it to $4,180/month — a 71% reducti…
production statefulset argocd
GitHub ↓ Argo CD ↓ Kubernetes ↓ StatefulSet ├── Headless Service ├── ConfigMap ├── ServiceAccount ├── StatefulSet ├── PVC per Pod ├── PDB └── Storag…
Airbus Sovereign Cloud: A Per-Workload Decision, and the Proof the Public Record Doesn't Show
The Airbus sovereign cloud decision is a per-workload placement, and the public record evidences the placement, not the proof it depends on. On July…
Project Sentinel: One Morning Digest for Every Failure in Our Data Stack
How we collect health metadata from Airflow, Glue, dbt and Tableau into S3, serve it through a thin API, and let an AI agent write the daily report.…
How to Reduce AWS Costs Without Sacrificing Performance: The Smart Way to Build a Leaner Cloud
AWS gives engineering teams an incredible amount of flexibility. You can launch infrastructure in minutes, scale applications automatically, store m…
Beyond Stateless Lambda: Harnessing MicroVMs for Isolated AI Sandboxes
Here is the updated, complete blog post incorporating the AWS Console location and Terraform code specification as dedicated sections. Unlocking Nex…