Tag Archives: Data Platform

Complex Precedence & Out-of-Sequence Safety in Bronze-Layer SCD2 (Regulated FS)

This article defines how to implement SCD2 in the Bronze layer to safely handle multi-source precedence, out-of-sequence data, partial and full loads, deletions, and transaction patterns in regulated Financial Services. It introduces a metadata-driven approach that preserves temporal truth, prevents ingestion-order corruption, and enables deterministic is_current. The result is a defensible, replayable foundation that simplifies downstream Silver layers and supports point-in-time reconstruction under audit.

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Measuring Value in a Modern FS Data Platform: Framework for Understanding, Quantifying, and Communicating Data Value in FS

Measuring Value in a Modern FS Data Platform reframes how Financial Services organisations should evaluate data platforms. Rather than measuring pipelines, volumes, or dashboards, true value emerges from consumption, velocity, optionality, semantic alignment, and control. By landing raw data, accelerating delivery through reuse, organising around business domains, and unifying meaning in a layered Bronze–Silver–Gold–Platinum architecture, modern platforms enable faster decisions, richer analytics, regulatory confidence, and long-term adaptability. This article provides a practical, consumption-driven framework for CDOs and CIOs to quantify and communicate real data value.

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