
Doug Needham
Hear what the data is telling you! Build an enrichment platform with Data Vault
Explore how to build an effective data enrichment platform that helps organisations truly “hear what the data is telling them.” This session dives into why listening to signals from your datasets — including behavioural, transactional, and operational metrics — is crucial for driving business value and shaping smarter analytics workflows. Discover practical techniques for structuring enrichment pipelines, integrating diverse data sources, and transforming raw inputs into actionable insights that support governance, decision‑making, and scalable analytics delivery.
Download the companion slides to see how a disciplined approach to data enrichment supports resilient, trustable, and business‑aligned analytics platforms.
Turning raw data into enriched insights
Data Vault Core: Using Vault to enable data enrichment pipelines
Insight-Driven Data

Introducing the Presenter
Doug Needham
Data Scientist
Doug “The Data Guy” Needham started his career as a Marine Database Administrator supporting operational systems that spanned the globe in support of the Marine Corps missions. Since then, Doug has worked as a consultant, data engineer, and data architect for enterprises of all sizes. Currently working as a Data Scientist tinkering with Graphs, Enrichment Platforms, and showing others how to get more meaning from data. Always focusing on the Data Operations side of ensuring data moves throughout the Enterprise.
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