When debugging performance issues with to_dataframe and to_arrow, it would be really helpful to know:

• If tabledata.list or the BQ Storage API is being used and why.
• If the BQ Storage API is used, the full session ID would be really useful, as it would help the backend team investigate problems from their end.

Since these are debugging lines, they should be written at the debug logging level.