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Editorial study collection

Data and analytics

Move from data concepts into operational databases, engineering, semantic modeling, business intelligence, governance, real-time analytics, and AI-ready data.

This collection is a learning lens, not an official sequence or vendor pathway. Guides are grouped by editorial learning level and then sorted naturally by exam code. Start with the guide that best matches your current role and knowledge; use the others to broaden or deepen the same capability area.

Beginner and foundational

Start here for foundational vocabulary, concepts, and low-prerequisite certifications.

Intermediate, associate, and specialty

Role-based and specialty guides that assume practical product or platform experience.

Expert and professional

Advanced architecture, leadership, and professional certifications for experienced practitioners.

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