In regulated financial environments, data duplication is often treated as a failure rather than a necessity. Command Query Responsibility Segregation (CQRS) is an approach to separate concerns such as reads versus writes. This article reframes duplication through CQRS-style thinking, arguing that separating write models (which execute actions) from read models (which explain outcomes) is essential for both safe operation and regulatory defensibility. By making authority explicit and accepting eventual consistency, institutions can act in real time while reconstructing explainable, auditable belief over time. CQRS is presented not as a framework, but as a mental model for survivable data platforms.
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From Writes to Reads: Applying CQRS Thinking to Regulated Data Platforms
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