FactualMinds Blog
Expert perspectives on AWS cloud consulting, generative AI, and enterprise solutions.
Amazon OpenSearch Service powers search, log analytics, and time-series workloads on AWS. Here are the architecture patterns and cost levers that matter most in production.
NAT Gateways are one of the most silent budget killers on AWS. AWS finally added Compute Optimizer support to find idle ones — but the real fix is knowing when not to use them at all.
Cheapest Spot pool is often the unstable one. July 2026: price-capacity-optimized + attribute-based selection, stability scoring, interruption hygiene — before you chase $/hr.
The AWS observability team built a chaos engineering game on top of the official OTel Demo. 44 injected failures. Three signals. One LLM judge. Here's everything inside it.
Kinesis Data Streams combined with Lambda and DynamoDB is the simplest path to a real-time data pipeline on AWS. Here is the complete architecture, code patterns, and operational guidance.
EMR Serverless vs EC2 vs EKS for Spark. July 2026 refresh — Spot limits, cold start, Iceberg on all three, and a decision matrix for intermittent vs 24/7 jobs.
Glue 5.1 (Spark 3.5.6, Iceberg 1.10.0) for lakehouse ETL. July 2026 refresh — Iceberg v2 vs v3, Lake Formation writes, compaction, Athena compatibility.
Most DevOps guides teach what AWS services are. Production teaches what happens when 200 engineers use them together. Here's the gap.
AWS CLI v2 #10196 chmod'd streaming outputs to 0600 — including /dev/null. July 2026 retrospective: #10215 revert, host repair, pin-and-canary checklist.
Glue does EL; dbt does T. July 2026 refresh — Glue 5.1 DPU economics, dbt-athena/Redshift, and the combined stack most teams converge on.
LocalStack paid tiers pushed free emulators forward. July 2026: MiniStack (~60+ services, real Postgres/Redis) vs floci (ms startup) — pick by CI speed vs DB fidelity.
12 business triggers for hiring AWS help — and when not to. July 2026 scorecard: FinOps, GenAI, compliance, multi-account.