
Sep 11, 2026
Listen Now | Recording of AURA - Chris Gambill & Shane Gibson on 11th September 2026
Raw and unedited
Top 3 things:
-
How to migrate legacy data platforms safely
audit first, choose greenfield vs. lift-and-shift early, define the target architecture, and validate with a thin-slice POC rather than a big-bang migration. -
Using AI in migration work, with human oversight
LLMs can help translate code, create plans, surface outliers, and review alternatives, but edge cases, over-engineering, and validation mean people remain essential. -
Preserving business context and governance
retain raw migration conversations, document why decisions were made, separate logic/context from the execution platform, and establish governance, cost monitoring, and FinOps from day one.
https://agiledata.info/p/watch-now-recording-of-aura-chris-b41?utm_source=youtube
<-OO->
Information Product Canvas Workshop
“That’s not what I wanted.”
“But that’s what you asked for.”
Shane runs a one-day workshop on the Information Product Canvas, a repeatable way to gather data requirements in 30 minutes. The approach he actually uses with his stakeholders, not a textbook version that falls apart on contact with messy data and vague stakeholder requirements.
Latest dates: Gather data requirements in 30 minutes using a shared language.

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