This present invention relates to a complex of a glucopyranosyl derivative and L-pyroglutamic acid as a sodium dependent glucose cotransporter (SGLT) inhibitor, and preparation processes thereof, and a pharmaceutical composition containing the complex, and their uses in the manufacture of a medicament for treating diabetes and/or diabetes-related diseases.