When specifying file format options in Snowflake during data loading, the precedence hierarchy is determined by where the options are specified. The highest precedence is given to the options specified directly in the COPY INTO <location> statement, overriding any conflicting settings in the table definition or stage definition. This ensures that the specific load operation follows the exact configuration desired at the time of execution.