Design a data architecture for a platform that needs to handle both real-time operational queries and complex analytical workloads on the same dataset.

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Designing for both operational and analytical workloads on the same data is a common challenge that requires a thoughtful architecture to avoid the performance conflicts between transactional and analytical access patterns.