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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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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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AsyncAPI 3.0: Event-Driven API Specification Complete Guide

AsyncAPI 3.0: Event-Driven API Specification Complete Guide

Posted by By mprcba April 23, 2026Posted inArchitectureNo Comments
AsyncAPI 3.0 architecture — channels, operations, and messages for MQTT, Kafka, AMQP, and WebSocket APIs. Full example spec, code-gen, and governance pattern for 2026.
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Saga Pattern for Distributed Transactions: Architecture Guide

Saga Pattern for Distributed Transactions: Architecture Guide

Posted by By mprcba April 23, 2026Posted inArchitecture1 Comment
Saga pattern in production — choreography vs orchestration, compensating actions, idempotency, saga log durability, and how Temporal and Camunda reshape sagas in 2026.
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