An article arguing that Pandas DataFrame library should be replaced for most use cases due to inefficiencies that push users toward unnecessarily complex distributed systems. Analysis of Amazon Redshift data shows 94.68% of tables contain less than 100GB, suggesting most workloads are "Medium Data" problems better solved by modern single-machine tools like Polars and DuckDB.