
AWS RDS Performance and Caching: IOPS, Query Tuning, and Application-Layer Cache Patterns
RDS performance: gp3 IOPS, Performance Insights / Database Insights, Proxy, replicas, ElastiCache. July 2026 tuning checklist.
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RDS performance: gp3 IOPS, Performance Insights / Database Insights, Proxy, replicas, ElastiCache. July 2026 tuning checklist.

12 business triggers for hiring AWS help — and when not to. July 2026 scorecard: FinOps, GenAI, compliance, multi-account.

Build a data-driven business case for application modernization. ROI calculations, cost-benefit analysis, risk frameworks, and board-ready presentations.

AWS Graviton processors deliver 20-40% cost savings and better performance-per-watt. Complete guide: migration path, performance benchmarks, and production deployment patterns.

Terraform to OpenTofu migration: compatibility, risks, tools, and production deployment patterns for AWS infrastructure.

The business case for hiring a certified AWS consultant: 12 specific, measurable benefits — from MAP credits and FinOps savings to faster AI deployment and compliance. Written by an AWS Select Tier Services Partner.

Greengrass v2 for factory floors. July 2026 refresh — Nucleus 2.18.x line, non-root install (2.17), TPM (2.16), SiteWise collector names, SageMaker Edge Manager EOL.

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.

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.

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.

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.

TwinMaker still earns its keep when spatial context beats line charts. July 2026 refresh — SiteWise connectors, Dynamic Scene, AMG (not SiteWise Monitor), and when a 3D twin is overkill.