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Milvus 3.0 vs 2.6: Lake-Native Vector Search Upgrade Guide 2026

Milvus 3.0 vs 2.6: Lake-Native Vector Search Upgrade Guide 2026

Posted by By MPRAUTO MPRAUTO September 24, 2026Posted inTechNo Comments
Milvus 3.0 GA (Jul 29, 2026) vs 2.6: External Collections, Storage V3, SINDI sparse index, StructArray, online schema, and the rollback trap to avoid.
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ClickHouse 26.8 LTS vs 26.3: Pipelined SQL, Iceberg Writes and Upgrade Risk

ClickHouse 26.8 LTS vs 26.3: Pipelined SQL, Iceberg Writes and Upgrade Risk

Posted by By MPRAUTO MPRAUTO September 22, 2026Posted inTechNo Comments
ClickHouse 26.8 LTS adds the pipe operator, Iceberg writes to S3 Tables, Puffin deletion vectors and atomic POPULATE. What to test before you upgrade.
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Apache Iceberg v4 vs v3 in 2026: Root Manifests, Single-File Commits, and What to Decide Now

Apache Iceberg v4 vs v3 in 2026: Root Manifests, Single-File Commits, and What to Decide Now

Posted by By MPRAUTO MPRAUTO September 19, 2026Posted inTech1 Comment
Iceberg v4 is unreleased but partly ratified. What changed in 2026, how v4 differs from v3, and which tables to upgrade - with the dev-list evidence.
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Apache Iceberg v3 Explained: 7 Spec Features That Change Your Lakehouse Upgrade Plan (2026)

Apache Iceberg v3 Explained: 7 Spec Features That Change Your Lakehouse Upgrade Plan (2026)

Posted by By MPRAUTO MPRAUTO September 18, 2026Posted inTechNo Comments
Iceberg v3 adds deletion vectors, row lineage, VARIANT and geospatial types. What each feature changes, engine support, and how to sequence the upgrade.
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Apache Iceberg vs Paimon: Lakehouse Table Formats 2026

Apache Iceberg vs Paimon: Lakehouse Table Formats 2026

Posted by By MPRAUTO MPRAUTO June 27, 2026Posted inDevelopmentNo Comments
Apache Iceberg vs Apache Paimon in 2026: streaming upserts, compaction, metadata design, catalog support, and a decision matrix for your lakehouse table format.
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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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Iceberg vs Delta vs Hudi for Lakehouses: 2026 ADR

Iceberg vs Delta vs Hudi for Lakehouses: 2026 ADR

Posted by By MPRAUTO MPRAUTO June 2, 2026Posted inKubernetes2 Comments
An ADR for picking your lakehouse format in 2026 — Iceberg, Delta, and Hudi compared on writes, streaming, time travel, and ecosystem.
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Apache Iceberg Deep Dive: Building a Production Data Lakehouse from Catalog to Query Engine

Apache Iceberg Deep Dive: Building a Production Data Lakehouse from Catalog to Query Engine

Posted by By MPRAUTO MPRAUTO April 16, 2026Posted inawsNo Comments
Complete deep-dive into Apache Iceberg's three-layer metadata architecture, REST catalog governance, multi-engine access patterns, compaction strategies, and production operational runbook.
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  • Claude Opus 5.5: Anthropic’s New Flagship, Benchmarked
  • MCP Goes Stateless: Migrating to the 2026-07-28 Spec
  • DuckDB v2.0 vs 1.5.x: Benchmarks for IIoT Telemetry
  • Karmada Graduates: A Multi-Cluster K8s ADR
  • Jetson T3000 vs T5000: JetPack 7.2.1 Compared
  • Digit 5 Safety Architecture: Reference Design for 2026
  • ISO 23247-5 Digital Thread Reference Architecture 2026
  • langchain-mcp-adapters vs Native langchain.mcp (2026)
  • Delta Lake 4.4 vs 4.3: The Spark 4.2 Upgrade Trap
  • KEDA 2.21 vs 2.20: CVE Fix & Breaking Scaler Changes
  • MoveIt Pro 10.0 vs 9.4: The Breaking Upgrade Guide
  • Isaac ROS 5.0 vs 4.6: NITROS Is Gone, Now What?
  • Ignition 8.1 vs 8.3: 2026 Migration Guide Update
  • Aras Innovator R40 vs R38: .NET 10 Migration Guide
  • SGLang 0.5.18 vs 0.5.15: What Changed and How to Upgrade
  • Helm 4.3 vs Helm 3.22: Migrating Before Helm 3 EOL
  • Milvus 3.0 vs 2.6: Lake-Native Vector Search Upgrade Guide 2026
  • MoveIt 2 vs MoveIt Pro 2026: What Qualcomm’s PickNik Deal Means
  • ONNX Runtime 1.30 vs 1.29: What Changed for Edge AI in 2026
  • JetPack 7.2.1 vs 6.2.2 on Jetson Orin: Migration Guide 2026
  • EMQX 6.3 LTS vs 5.8 LTS: Breaking Changes and Migration
  • CODESYS 4 vs CODESYS 3: What the 1.0 Web IDE Changes
  • vLLM 0.28 to 0.30 Migration: Model Runner V2 Default, Breaking Changes
  • Apache Spark 4.2 vs 4.1: CDC, Geospatial and Arrow-by-Default Risks
  • Terraform 1.16 vs OpenTofu 1.13: Where the IaC Forks Now Diverge
  • LeRobot v0.6 vs v0.5: What Changed and How to Migrate
  • OpenVINO 2026.4 vs 2025.4: What Changed for Edge LLMs and NPUs
  • Jetson Orin Nano 2 vs Orin Nano Super: 2x Inference, Same Socket
  • OPC UA 1.03 vs 1.05: Certification Ends 2026, Migration Guide
  • OpenPLC Runtime v4 vs v3: What Changed and How to Migrate (2026)
  • ClickHouse 26.8 LTS vs 26.3: Pipelined SQL, Iceberg Writes and Upgrade Risk
  • World Action Models vs VLAs: Cosmos 3, VLA-JEPA and FastWAM Compared
  • Cilium 1.20 ExternalAuth vs oauth2-proxy vs Istio AuthorizationPolicy
  • OPC UA FX v1.00.04 vs v1.00.03: What Changed in Part 81 and Part 84
  • What a ChatGPT Query Actually Costs in Energy and Water: Every Number, Traced to Source
  • MLPerf Edge Agentic Inference: How TensorRT Edge-LLM Beat llama.cpp 6.4x
  • Kubernetes 1.37 Gang Scheduling vs Volcano, Kueue and YuniKorn
  • Isaac Lab 3.0 vs 2.2: Quaternions Flipped, ProxyArray, and Kit-less Training
  • AAS Units of Measurement 3.0: The unitId Change That Breaks ECLASS Wiring

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