Daily Archives: December 19, 2025

Cyber deception at UK scale: what the NCSC trials tell us — and what they still don’t

The NCSC’s cyber deception trials mark a shift from theory to evidence, testing whether deception can deliver real defensive value at scale. This article examines what those trials show — and what they leave unresolved. It argues that cyber deception is best understood as an evolution of honeypots, powerful but operationally demanding, and highly dependent on organisational maturity. While effective in well-instrumented environments, deception is not an SME-level control and risks being over-sold. Without clear metrics, safety discipline, and honest maturity gating, its promise remains conditional.

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Production-Grade Testing for SCD2 & Temporal Pipelines

The testing discipline that prevents regulatory failure, data corruption, and sleepless nights in Financial Services. Slowly Changing Dimension Type 2 pipelines underpin regulatory reporting, remediation, risk models, and point-in-time evidence across Financial Services — yet most are effectively untested. As data platforms adopt CDC, hybrid SCD2 patterns, and large-scale reprocessing, silent temporal defects become both more likely and harder to detect. This article sets out a production-grade testing discipline for SCD2 and temporal pipelines, focused on determinism, late data, precedence, replay, and PIT reconstruction. The goal is simple: prevent silent corruption and ensure SCD2 outputs remain defensible under regulatory scrutiny.

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