Handling JSON data in BigQuery effectively involves storing JSON as a STRING and using functions like JSON_EXTRACT and JSON_EXTRACT_SCALAR to parse and extract fields from the JSON string for analysis. It's advisable to flatten JSON data during import to enable easier querying. Structuring queries to minimize JSON parsing can optimize query performance and cost.