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Data Pipelines

Published INVISOM articles connected to data pipelines.

3 articles

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Data ArchitectureTechnical Deep Dive

Databricks for Pipelines, ML and LLMs

Databricks' real strength is that pipelines, models, agents and their traces share one governance layer. The price is that its newest AI features are serverless, billed on separate lines and unevenly available by region. Adopt it workload by workload, not wholesale.

Sep 21, 2026 · 13 min read

Decision IntelligenceTechnical Deep Dive

Real-Time and Event-Driven Decisions

Real time is a property of the decision, not the data. Pay for low latency only where the decision window demands it, and when you do, put most of the engineering into correctness at the point of action, because pipeline guarantees stop there.

Aug 2, 2026 · 13 min read

Trusted DataArchitecture Guide

Unifying a Fragmented Data Estate

A new platform does not unify a fragmented estate. Unification comes from choosing the right integration pattern for each data flow, agreeing a few shared definitions, and retiring point-to-point connections in a deliberate order.

Jul 13, 2026 · 12 min read