From .pkl to Planet-Scale: A Guide to Production Model Serving with KServe

Oct 18, 2025 · 7 min read · You did it. After weeks of feature engineering, training, and tuning, you have a model that beats all the benchmarks. It's saved as model.pkl (or saved_model.pb) and sitting in a notebook. Now what? How do you get this model into a real application? ...