A method for obtaining sample data includes associating data extracted from an incoming query with a key corresponding to an index table file, downloading data based on a filename, offset, and data range obtained from a table entry corresponding to the key, inserting the downloaded data to an inner join between a query table and a big data table, and obtaining data corresponding to a sample from the inner join.