I cannot understand if there is a principle difference between Audit logs and Job log in BQ in relation to my search. If i want to see by whom, when and which query was executed. As far as I undertand I can find this information in both sources and I cannot understand if audit log contains more?
Difference between BigQuery Audit logs and Job log
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You are correct, if you want these details audit logs is the way to go. While Job logs gives information of logs about jobs ( job type, the job state, and the user who created the job.).
For more details information you might want to visit Google's documentation about this here.