Data Products: From Analytics Layers to Self-Serve BI

In this episode of The Product Handbook, we dive into data products — how they’re built, managed, and scaled to turn raw data into actionable insights.You’ll learn:What makes data products unique and how the role of a data PM differs from a traditional PMThe building blocks of modern data products: analytics layers, semantic models, and self-serve BIWhy data quality, governance, and packaging matter for adoption and trustHow to understand user needs and design data products that people actually useFuture trends shaping the space, from data democratization to AI-powered analytics and digital product passportsIf you’ve ever wondered how to move beyond dashboards and create real business impact with data, this episode gives you the playbook for managing data products with confidence.

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The Product Handbook is a practical show for product manager interview prep and day-to-day skills. Learn frameworks, product sense, metrics, estimation, prioritization, A/B testing, and strategy. Episodes explore case-style topics, roadmaps, and stakeholder communication across startups and big tech. Built for aspiring product managers through senior leaders.