Insights

Perspectives from the field

Practical thinking on data engineering, analytics, and AI delivery. Written by practitioners, based on real engagements.

Governance 5 min read ยท Dec 2025

Why your KPI definitions are costing you trust

When finance and product define "active user" differently, every leadership meeting becomes a negotiation instead of a decision. Here's how to fix it with a metric catalogue and a semantic layer.

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Data engineering7 min

Data contracts: the missing layer between teams

Schema drift between producers and consumers breaks pipelines silently. Contracts prevent it before it costs you an outage.

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Analytics6 min

When to use a semantic layer (and when not to)

Semantic layers solve real problems โ€” but only when your underlying models are stable enough to justify one.

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Applied AI8 min

Why most ML models never make it to production

The gap between a promising notebook and a reliable production model is almost never a model quality problem โ€” it's an operations problem.

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