DataFusion 1TB single machine benchmark

### Is your feature request related to a problem or challenge?

There was a challenge recently https://www.confessionsofadataguy.com/duckdb-beats-polars-for-1tb-of-data/ and I think it would be beneficial also to run the same for DataFusion

### Describe the solution you'd like

_No response_

### Describe alternatives you've considered

_No response_

### Additional context

_No response_

Start with the linked DuckDB-versus-Polars 1TB comparison and review the DataFusion repository; the issue names no file, test, or benchmark entry point. Establish a reproducible single-machine workload and report comparable DataFusion results, with the dataset, hardware, procedure, and measurements documented.

Written by the indexing model from the issue text.