Agentic Analytics Engineering — The Core Tension

The Core Tension

AI is accelerating data work faster than governance can keep up. The dbt Labs 2026 State of AE report quantifies it:

• 72% of teams now use AI-assisted coding
• 83% prioritise trust in data (up from 66% in 2025 — fastest-growing priority)
• 71% fear bad data reaching stakeholders
• 77% of leaders pushing teams to improve productivity with AI

The discipline isn't being replaced — it's bifurcating. Those who build the systems that govern AI output will thrive. Those who only use AI as autocomplete will compete with AI itself.

"There's a real tension between moving fast and building trust, and you can't optimize for both without intention. That's where discipline in modeling, validation, and ownership becomes a requirement, not a best practice." — Pooja Crahen, Sr Manager AE at Okta

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