Watch now | Recording of AURA - Chris Gambill & Shane Gibson on 11th September 2026

Top 3 things:

1. 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.

2. 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.

3. 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.

Thank you to everyone who tuned into our latest AURA Ask Us Anything live session.

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Join us for the next AURA session in the app

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Got a Question you want to ask and have answered in the next AURA session, leave a comment and we got you!

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Information Product Canvas Workshop

“That’s not what I wanted.”
“But that’s what you asked for.”

Shane runs a 6 hour workshop on the Information Product Canvas, a repeatable way to gather data requirements in 30 minutes. The approach he actually uses with stakeholders, not a textbook version that falls apart on contact with messy data and vague requirements.

He runs it regularly.

Latest dates : Gather data requirements in 30 minutes using a shared language

Workshop details : https://maven.com/agiledataguides/info-prod