Ramp's ML team moved 200 flows off Metaflow in 90 days

Ryne Carbone runs ML platform at Ramp. In one quarter, his team migrated 200 flows from Metaflow to Prefect, and they now manage 350 flows across 70 contributors. This is how they did it — and why "everyone is a builder" only works when the platform team builds the rails.

Ramp's pace is relentless: more commits in the last six months than in the company's entire history before that. With coding agents writing the bulk of the logic, the bottleneck moved from writing code to orchestrating it.

Ryne walks through how Infrastructure Decorators let his team set the guardrails (work pools, RBAC, permissions) while anyone at Ramp picks the hardware they need directly in their Python code.

Result: a new contributor can go from prototype to production in 30 minutes.

Try Infrastructure Decorators:
https://docs.prefect.io/v3/advanced/submit-flows-directly-to-dynamic-infrastructure

Read the full case study:
https://www.prefect.io/blog/ramp-case-study

Видео Ramp's ML team moved 200 flows off Metaflow in 90 days канала Prefect