Solving the 'Dirty Data' Crisis with Advanced Python Pipelines

As data volume scales, simple programmatic deduplication fails to handle the nuances of real-world formatting and naming collisions. This walkthrough demonstrates that moving beyond one-liner functions to multi-stage pipelines—including LLM assistance—is essential for maintaining data integrity in modern analytics.