palaniappan p19 min
Top 20 AWS AI & Modern Services in 2026: Enterprise Adoption Guide
The 20 AWS services reshaping enterprise architecture in 2024–2026: AI agents, vector storage, generative BI, distributed SQL, and security automation explained.
Insights & Resources
Expert perspectives on AWS cloud consulting, generative AI, and enterprise solutions.
palaniappan p10 minAWS IoT SiteWise Native Anomaly Detection for Predictive Maintenance
SiteWise multivariate anomaly detection (GA July 2025) is the Lookout for Equipment exit ramp before the 2026-10-07 sunset. July 2026 refresh — when native ML fits, when SageMaker still wins.
palaniappan p19 min10 AWS DevOps Practices We Actually Use in Production in 2026
Real AWS DevOps practices from production: GitOps on EKS, OpenTelemetry, supply chain security, chaos engineering with FIS, and AI-assisted DevOps with Amazon Q.
palaniappan p10 min24/7 AWS Managed Support: What to Expect from a Monitoring Partner
July 2026: AWS Support is Business Support+ (from $29/mo), Enterprise (from $5k/mo), and Unified Operations — legacy Developer/Business/On-Ramp sunset 2027-01-01. What 24/7 third-party managed monitoring still adds, with an SLA scorecard.
palaniappan p8 minWhat Makes a Top AWS Cloud Consulting Partner (And How to Choose One)
AWS Cloud Consulting Partners vary wildly in quality and capability. This guide explains AWS Partner tiers, what differentiates top partners from generalists, and concrete evaluation criteria for choosing a consulting partner aligned with your business.
palaniappan p8 minAWS Environment Parity: Why Dev/Staging/Prod Drift Costs More Than It Saves
When staging is green and prod fails, it's usually config drift — not the commit. July 2026 refresh: IaC parity, intentional size deltas, drift checks that catch SG and parameter-group surprises.
palaniappan p8 minAWS Infrastructure Drift Detection: How to Find and Fix Config Drift Before It Breaks Production
Detect AWS config drift with terraform plan + Config. July 2026 runbook: schedule, triage, prevent console writes.
palaniappan p6 minAWS IoT Solutions: Architecture Patterns for Connected Devices
AWS IoT architecture patterns for manufacturing, smart buildings, and connected devices — from device connectivity to data ingestion, edge processing with Greengrass, and real-time analytics.
palaniappan p15 minOPC-UA on AWS: SiteWise Edge Gateway Setup and Best Practices
OPC-UA → SiteWise Edge on Greengrass v2. July 2026 refresh — MQTT V3 gateways, correct collector component name, DPP closed to new customers, production hardening checklist.
palaniappan p8 minHow to Build a Safe Terraform Apply Workflow on AWS: Approval Gates, Plan Review, and Rollback
One bad `terraform apply` still deletes databases. July 2026: plan→review→apply, no -auto-approve, OIDC CI, Atlantis/HCP Terraform gates.
palaniappan p9 minHow to Upgrade the AWS Terraform Provider Safely: Strategy, Testing, and Rollback
AWS provider 6.0 GA June 2025. July 2026: upgrade 4→5→6 one major at a time, changelog-first, staging plan, lockfile commit.
palaniappan p10 minTerraform State Management on AWS: Imports, State Moves, and Emergency Repairs
Terraform on AWS: import, state mv/rm, stuck locks. July 2026 — S3 use_lockfile (TF 1.10+); DynamoDB locking is legacy.