Data Pipelines with Python: Emerging Tools & Architectures in 2025?

1. The Evolution of Python Data Pipelines 1.1 From Batch ETL to Continuous ELT Traditional Extract-Transform-Load (ETL) pipelines have given way to ELT and streaming-first approaches. In ELT, data is extracted and loaded into a data lake or warehouse...