New York

October 15–17, 2025

Berlin

November 3–4, 2025

London

June 2–3, 2026

AI-accelerated migrations at scale

Learn how Airbnb has been using AI and self-serve tools to enable seamless, large-scale migrations, and some of the hurdles we've faced to get there.
November 04, 2025

Migrations need to be fast and seamless. But at scale, they’re often anything but – especially when many teams are involved and coordination overhead balloons. What if you could make migrations self-serve, so they just happen, without endless follow-ups or hand-holding?

At Airbnb, we’ve been working AI into our migration toolkit to rethink migrations from the ground up, guided by two tenets: “Complete to 100%” and “Be a host” – taking responsibility for migrations on behalf of teams.

In this talk, I’ll share how we built tooling, infrastructure, and guidance to enable rapid, large-scale AI-driven migrations. Through some case studies, you’ll learn how these principles are letting us scale migrations across the company, the new challenges we faced (like review bottlenecks), and practical lessons for anyone looking to accelerate migrations in their own organization.

Key takeaways:

  • How migration tenets like “be a host” and “complete to 100%” are foundational for accelerating migrations with AI by changing the planning, ownership, and tooling approach
  • The specific tools and infrastructure we’ve built to scale AI-accelerated migrations and make them self-serve and repeable
  • The key points we use to train our migration owners to help deliver successful AI-accelerated migrations
  • And some of the bottlenecks and hurdles we’ve hit doing this (some we’ve addressed, some we haven’t yet)