When Your Training Data Pipeline Has Three Different Ideas About the Same Thing

If you're building ML pipelines that consume data from multiple API endpoints, you've probably hit this: the same thing — a product, a user, a record — arrives in three subtly different shapes depending on which path it took to get to you. We hit thi...