Tag Archives: Transactional Systems

Edge Systems Are a Feature: Why OLTP, CRM, and Low-Latency Stores Must Exist

Modern data platforms often treat operational systems as legacy constraints to be eliminated. This article argues the opposite. Transactional systems, CRM platforms, and low-latency decision stores exist because some decisions must be made synchronously, locally, and with authority. These “edge systems” are not architectural debt but purpose-built domains of control. A mature data platform does not replace them or centralise authority falsely; it integrates with them honestly, preserving their decisions, context, and evolution over time.

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Foundational Architecture Decisions in a Financial Services Data Platform

This article defines a comprehensive architectural doctrine for modern Financial Services data platforms, separating precursor decisions (what must be true for trust and scale) from foundational decisions (how the platform behaves under regulation, time, and organisational pressure). It explains why ingestion maximalism, streaming-first eventual consistency, transactional processing at the edge, domain-first design, and freshness as a business contract are non-negotiable in FS. Through detailed narrative and explicit anti-patterns, it shows how these decisions preserve optionality, enable regulatory defensibility, support diverse communities, and prevent the systemic failure modes that quietly undermine large-scale financial data platforms.

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