Databricks uses tags and AWS CloudTrail logs to connect and report costs to AWS.
Tags can be used to monitor costs and attribute Databricks usage to different business units and teams.
AWS CloudTrail logs can be used to calculate the exact cost of API requests for a Databricks file system (DBFS) S3 bucket.