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DuckLake 1.0 vs Iceberg: Catalog-as-Metadata Architecture Compared

DuckLake 1.0 vs Iceberg: Catalog-as-Metadata Architecture Compared

Posted by By MPRAUTO MPRAUTO September 28, 2026Posted inArchitectureNo Comments
DuckLake stores lakehouse metadata in a SQL database instead of manifest files. How it compares to Apache Iceberg catalogs, and when each one wins.
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OTel Collector vs Vector vs Fluent Bit: 2026 Telemetry Pipeline

OTel Collector vs Vector vs Fluent Bit: 2026 Telemetry Pipeline

Posted by By MPRAUTO MPRAUTO September 17, 2026Posted inArchitecture2 Comments
OpenTelemetry Collector vs Vector vs Fluent Bit in 2026: throughput, memory, transforms, backpressure and the right telemetry-pipeline agent for edge and cloud.
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Postgres 18 vs TimescaleDB vs ClickHouse for IoT Time-Series (2026)

Postgres 18 vs TimescaleDB vs ClickHouse for IoT Time-Series (2026)

Posted by By MPRAUTO MPRAUTO September 17, 2026Posted inArchitecture2 Comments
Postgres 18 native partitioning vs TimescaleDB hypertables vs ClickHouse columnar for IoT time-series in 2026: ingest, compression, query latency and cost.
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PostgreSQL vs Distributed SQL (CockroachDB, YugabyteDB): A Multi-Tenant SaaS ADR (2026)

PostgreSQL vs Distributed SQL (CockroachDB, YugabyteDB): A Multi-Tenant SaaS ADR (2026)

Posted by By MPRAUTO MPRAUTO July 2, 2026Posted inArchitectureNo Comments
Postgres vs distributed SQL for multi-tenant SaaS: when a single primary with read replicas beats CockroachDB or YugabyteDB, consistency, latency, cost, and a decision record.
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WebAssembly vs Containers for Edge Functions: An ADR

WebAssembly vs Containers for Edge Functions: An ADR

Posted by By MPRAUTO MPRAUTO June 19, 2026Posted inArchitectureNo Comments
An architecture decision record comparing WebAssembly and containers for edge functions in 2026: cold starts, isolation, WASI maturity, and when to pick each.
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DuckDB vs ClickHouse for Embedded Analytics: An ADR

DuckDB vs ClickHouse for Embedded Analytics: An ADR

Posted by By MPRAUTO MPRAUTO June 18, 2026Posted inArchitectureNo Comments
An architecture decision record comparing DuckDB and ClickHouse for embedded analytics in 2026: in-process vs server OLAP, cost, scale, and when to pick each.
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A Comparative Analysis of Advanced Machine Learning Models for Predictive Maintenance in Modern Manufacturing

Posted by By mprcba June 8, 2026Posted inAI, Architecture, Digital Transformation, Digital Twin, iiot1 Comment
Section 1: The Strategic Imperative of Predictive Maintenance in Industry 4.0   The advent of Industry 4.0, characterized by the convergence of digital technologies with industrial processes, has fundamentally reshaped…
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Iceberg vs Delta vs Hudi for IIoT Lakehouse: An ADR

Iceberg vs Delta vs Hudi for IIoT Lakehouse: An ADR

Posted by By MPRAUTO MPRAUTO June 6, 2026Posted inArchitectureNo Comments
An architecture decision record comparing Apache Iceberg, Delta Lake, and Hudi for an IIoT lakehouse in 2026 — schema evolution, upserts, and time-series fit.
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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 inArchitecture1 Comment
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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  • 3MF vs STEP AP242 vs glTF vs JT: Choosing Lightweight CAD Formats for Digital Twins and PLM
  • CRDTs for Digital Twin Synchronization: Offline-First State Replication at the Edge
  • Wi-Fi HaLow (802.11ah) vs LoRaWAN vs LTE-M: Long-Range IoT Selection Guide
  • TigerBeetle vs PostgreSQL for Financial Ledgers: Debit-Credit Database Design
  • FDX API vs PSD3: Open Banking Data-Sharing Architectures in the US and EU
  • dbt vs SQLMesh: Data Transformation, Virtual Environments and CI for Analytics Engineering
  • Kubernetes User Namespaces and Pod Hardening: Containing Container Escapes in 2026
  • Ingress-NGINX Retirement: A Step-by-Step Migration Playbook to Kubernetes Gateway API
  • GGUF vs AWQ vs GPTQ vs FP8: LLM Quantization Formats Compared
  • Multi-Head Latent Attention vs GQA vs MQA: KV-Cache Compression Explained
  • Mamba and State Space Models vs Transformers: Hybrid Architectures Explained
  • GRPO and RLVR Explained: How Reasoning Models Are Trained with Reinforcement Learning
  • SLOs and Error Budgets for IoT Platforms: Burn-Rate Alerting with OpenSLO and Sloth
  • Robot Description Formats Compared: URDF vs SDF vs MJCF vs OpenUSD for Digital Twins
  • UWB Real-Time Location Systems in Factories: IEEE 802.15.4z vs BLE Channel Sounding
  • 5G RedCap for Industrial IoT: Reduced Capability Devices, Power and Deployment Guide
  • Digital Euro vs e-CNY vs Digital Rupee: CBDC Architecture Compared
  • Velero 1.18 Kubernetes Backup and Disaster Recovery: Velero vs Kasten vs CloudCasa
  • Kepler 0.12: Kubernetes Pod Energy and Carbon Metrics Including GPU MIG Power Attribution
  • Falco 0.45 vs Tetragon vs Tracee: Kubernetes Runtime Threat Detection with eBPF
  • etcd 3.7 Explained: Raft Consensus, Kubernetes Control Plane Impact and Upgrade Guide
  • EU Cyber Resilience Act and SBOMs for IoT Firmware: CycloneDX vs SPDX in Practice
  • OpenTelemetry GenAI Semantic Conventions: Tracing LLM Calls and AI Agents
  • Ling 3.1 Flash Explained: Architecture, Pricing and Benchmarks
  • Sodium-Ion vs LFP Batteries for Grid Storage: Chemistry, Cost and Cycle Life
  • eBOM to mBOM Transformation: PLM-ERP Bill of Materials Architecture
  • Digital Twin State Estimation: Kalman vs Particle Filter vs EnKF for Twin Synchronization
  • OPC UA Companion Specifications for Robotics and Machinery: Interoperability in Practice
  • ML-KEM and ML-DSA on Constrained IoT Microcontrollers: Memory, Speed and Migration
  • x402 and HTTP 402: Machine-to-Machine Payments for AI Agents with Stablecoins
  • Passkeys and FIDO2 for Payment Authentication: PSD2 SCA Architecture Guide
  • Container Runtime Security Hardening in 2026: containerd 2.3, CRI-O and Podman 6 CVE Response
  • Istio 1.31 Explained: What Changed and How to Upgrade Your Service Mesh
  • Speculative Decoding Explained: EAGLE-3 vs Medusa vs Lookahead for LLM Inference Speedup
  • Perceptron Mk1.5 Explained: Vision-Language Model Capabilities and Pricing
  • MiniMax M3.1 Flash Preview Explained: Architecture, Pricing and Benchmarks
  • LTX Video Model Explained: Lightricks Architecture, Open Weights and Hardware
  • Brownfield Modbus Retrofit to Unified Namespace: Edge Gateway Options Compared
  • Sovereign Industrial AI Cloud: A Reference Architecture for Physical AI in Europe

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