A grounded exploration of how day‑to‑day delivery, analyst involvement, and hands‑on learning help bridge the gap between technical detail and business value, guiding teams toward Data Vault solutions that support meaningful BI results.

A practical reflection on how lessons from the field and clear engineering principles guide a more sustainable approach to building dbt‑powered Data Vault solutions.

A federated approach to data management enables distributed ownership while maintaining governance consistency across complex enterprise data environments.

This session shows how smarter patterns, clearer alignment, and better collaboration can transform Data Vault from a technical framework into a high‑value, business‑first data platform.

How do we make decisions, and should we entrust them to AI built upon cloud data warehousing?

Integrating Data Fabric with Data Mesh aligns centralised governance with distributed data ownership to create more adaptable and scalable enterprise architectures.

With a focus on preventing problems instead of correcting them later, this session highlights how quality principles and upstream controls help teams produce cleaner data and more stable analytics.

A public sector migration effort highlights how structured integration approaches improve data consistency, governance and operational reliability in sensitive environments.

Continuously documenting database structures ensures evolving systems remain understandable, traceable and easier to manage across iterative development cycles.

A real‑world perspective on how modelling discipline, curiosity, and practical SQL experience shape the way LLMs understand data, showing how better structures and metadata enable more natural, conversational querying

Evolving BI systems are moving toward more automated, real-time and integrated architectures that enhance decision-making and reduce analytical latency across organisations.

A practitioner’s view of combining domain‑driven design, Data Vault methods, and Snowflake capabilities to shape reliable data platforms that scale with the organisation’s needs.

Using the erwin Suite, organisations can speed up Data Vault adoption through automated design, stronger governance controls and more efficient modelling workflows.