It's a blessing. I loath the slow feedback cycles your get in the BigQuery Web UI. Even for "small" tables, that would fit on your machine. When I expect a longer data exploration or debugging phase, I dump the BQ tables to SQLite. Opening that with SQLite browser lets me iterate very fast.