In Databricks SQL, the prefix parquet is used following the FROM keyword to indicate that the data source is a Parquet file. This enables users to execute SQL queries directly on Parquet files by specifying the file path, taking advantage of Parquet's efficient columnar storage format for quick and adaptable data analysis.