Insights
Product, design, AI, and engineering perspectives from our team.

MDM and Identity Resolution: A Guide for Data Leaders
Master data management and identity resolution solve the same underlying problem: too many systems, too many conflicting versions of the truth. Here's how matching, merging, and governance actually work in practice.

Measuring Data Engineering Team Productivity: A Framework
Most engineering teams track DORA metrics for software delivery, but data engineering needs a different lens. This article sets out a practical framework covering throughput, pipeline reliability, and stakeholder satisfaction for growing data functions.

Fractional Head of Data: Leadership Without a Full-Time Hire
Growing organisations often need senior data leadership before they can justify — or fill — a full-time hire. This guide covers what a fractional Head of Data does, when it makes more sense than a permanent hire, and how it complements existing engineering teams.