How does ColumnTransformer work internally?

ColumnTransformer applies different transformations to specified subsets of columns and concatenates results.

Internally, ColumnTransformer splits the input dataset into column subsets based on indices or names. Each subset is passed through its assigned transformer. The outputs are then horizontally stacked. It ensures heterogeneous preprocessing without manual feature engineering duplication and prevents leakage when used inside pipelines.