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InfluxDB 3 vs TimescaleDB vs ClickHouse for IoT Time Series (2026)

InfluxDB 3 vs TimescaleDB vs ClickHouse for IoT Time Series (2026)

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted inArchitectureNo Comments
Decision matrix comparing InfluxDB 3.0, TimescaleDB 2.17, and ClickHouse 24 for IoT time-series workloads — ingestion rates, compression, query latency, and TCO at scale.
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Iceberg Catalogs: Polaris vs Nessie vs Unity Comparison (2026)

Iceberg Catalogs: Polaris vs Nessie vs Unity Comparison (2026)

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted inArchitecture1 Comment
Apache Polaris vs Project Nessie vs Unity Catalog OSS — branching, multi-engine federation, AuthN/AuthZ, and the right Iceberg catalog for production lakehouses in 2026.
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Building an MQTT-to-Kafka Bridge with Kafka Connect: Production Tutorial

Building an MQTT-to-Kafka Bridge with Kafka Connect: Production Tutorial

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted iniiotNo Comments
Step-by-step production tutorial for bridging MQTT to Kafka with the Lenses MQTT Source connector — schema mapping, QoS handling, Sparkplug B decoding, and HA topology.
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Crossplane Composition Functions: Internal Developer Platform Guide

Crossplane Composition Functions: Internal Developer Platform Guide

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted inArchitectureNo Comments
Crossplane Composition Functions (v1.14+) deep dive — Pipeline Mode, KCL/Python/Go runtimes, building self-service IDP abstractions, and when functions beat raw patches.
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OPC UA Pub/Sub: MQTT vs UADP Architecture Comparison

OPC UA Pub/Sub: MQTT vs UADP Architecture Comparison

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted iniiotNo Comments
OPC UA Pub/Sub architecture compared — UDP UADP for deterministic LAN delivery vs MQTT for cloud-friendly fan-out. Mappings, message security, and when each wins.
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ISA-100.11a vs WirelessHART: Wireless Industrial Networks Compared

ISA-100.11a vs WirelessHART: Wireless Industrial Networks Compared

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted iniiotNo Comments
ISA-100.11a vs WirelessHART head-to-head — TSCH MAC, 802.15.4 PHY, security architecture, gateway models, and how to choose for process automation networks.
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LLMs on Jetson Orin Benchmarked (2026): tok/s & VRAM

LLMs on Jetson Orin Benchmarked (2026): tok/s & VRAM

Posted by By MPRAUTO MPRAUTO April 24, 2026Posted inAINo Comments
Living benchmark — Llama 3.3 8B, Phi-4 14B, and Gemma 3 9B running on Jetson Orin AGX 64GB. Tokens/sec, time-to-first-token, memory, power. Updated quarterly.
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Azure Time Series Databases: Data Explorer & Cosmos DB Architecture (2026)

Azure Time Series Databases: Data Explorer & Cosmos DB Architecture (2026)

Posted by By mprcba April 24, 2026Posted inAzureNo Comments
Azure time-series database architecture — Azure Data Explorer (Kusto), Cosmos DB time-series patterns, and the post-Time-Series-Insights landscape for 2026 IoT analytics.
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Digital Twin: The 2026 Architecture Guide for Industrial Systems

Digital Twin: The 2026 Architecture Guide for Industrial Systems

Posted by By mprcba April 24, 2026Posted inDigital TwinNo Comments
Definitive 2026 guide to digital twin architecture — ISO 23247, DTDL v3, FMI co-simulation, asset vs process twins, and the reference stack used in production today.
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Thread vs Matter: IoT Connectivity Protocols Compared (2026)

Thread vs Matter: IoT Connectivity Protocols Compared (2026)

Posted by By mprcba April 24, 2026Posted iniiotNo Comments
Thread vs Matter — network layer vs application layer. Mesh routing, OpenThread border router, Matter clusters, IPv6, and the 2026 smart-home interop story explained.
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Posts pagination

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  • Newton vs MuJoCo Warp vs Isaac Lab: Choosing a GPU Physics Stack for Robotics in 2026
  • AI Agent Sandboxes Compared: Firecracker vs gVisor vs Kata for Untrusted Code in 2026
  • Apache Iceberg v3 Explained: 7 Spec Features That Change Your Lakehouse Upgrade Plan (2026)
  • STEP AP242 vs JT vs QIF: Choosing an MBD Exchange Format in 2026
  • MCP 2026-07-28 Spec Migration: 8 Breaking Changes Stateless Servers Must Handle
  • Kubernetes 1.37 DRA Explained: 6 Changes That Retire the GPU Device Plugin in 2026
  • EU Cyber Resilience Act 24-Hour Reporting: A 5-Step Compliance Architecture for IIoT Vendors (2026)
  • IEC/IEEE 60802 TSN Profile: 7 Decisions Industrial Network Architects Must Make in 2026
  • Asset Administration Shell Submodels in Practice (2026 Guide)
  • Jetson Thor vs Jetson Orin AGX: 2026 Edge AI Upgrade Guide
  • OTel Collector vs Vector vs Fluent Bit: 2026 Telemetry Pipeline
  • ROS 2 Kilted Kaiju to Lyrical Luth Migration (2026): What Breaks
  • Karpenter vs Cluster Autoscaler for GPU Nodes: 2026 Cost Guide
  • Postgres 18 vs TimescaleDB vs ClickHouse for IoT Time-Series (2026)
  • LangGraph vs CrewAI vs OpenAI Agents SDK vs Pydantic AI (2026)
  • Isaac Lab vs Isaac Sim vs Gazebo Harmonic: 2026 Robot Sim Stack
  • vLLM vs SGLang vs TensorRT-LLM in 2026: The Serving Engine Pick
  • OpenAI o3 and o4-mini Explained: The Reasoning-Model Lineage (2026)
  • pgvector vs Qdrant vs LanceDB: On-Prem RAG Vector Search (2026)
  • OTLP vs Prometheus Remote Write: The 2026 Metrics Pipeline Decision
  • TensorRT-LLM vs llama.cpp on Jetson: Throughput, VRAM & Setup (2026)
  • INT4 vs INT8 vs FP8 on Edge NPUs: The 2026 Quantization Trade-off
  • Sparkplug B vs Plain MQTT Topics: Do You Actually Need Sparkplug? (2026)
  • PROFINET vs EtherCAT vs OPC UA FX+TSN: The 2026 Deterministic Ethernet Decision
  • K3s at the Edge: A Production Kubernetes Guide for 2026
  • ArgoCD vs Flux for GitOps at Scale: An Architecture Decision Record
  • Agentic RAG Architecture Patterns: When Plain RAG Is Not Enough
  • OPC UA vs MQTT Sparkplug B: The Industrial Connectivity Decision (2026)
  • Unified Namespace (UNS) Reference Architecture for Industrial IoT in 2026
  • Ollama vs LM Studio vs Jan (2026): Local LLM Runner Compared
  • containerd vs CRI-O (2026): Kubernetes Runtime Decision Guide
  • Podman vs Docker (2026): Rootless, Daemonless & Compose Tested
  • Karpenter vs Cluster Autoscaler (2026): GPU Node Scaling & Cost
  • ONNX vs TFLite vs ExecuTorch vs Core ML (2026): Edge Format Pick
  • Hailo-10H vs Jetson Orin Nano (2026): Same CV Workload Tested
  • ROS 2 Kilted to Lyrical Luth Migration (2026): What Breaks & Fixes
  • LangGraph vs CrewAI vs Pydantic-AI vs Agents SDK (2026): Which to Pick
  • MACE vs MatterSim vs Orb (2026): ML Interatomic Potentials
  • MCP Server Frameworks (2026): FastMCP vs Official SDK

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