The present invention pertains to a protein hydrolysate which at least contains D-proline or a salt thereof, wherein the content of D-proline is 0.5 parts by mass or more relative to 100 parts by mass of the solid content of the protein hydrolysate without inorganic salts. The present invention also pertains to a flavor improving agent containing the aforementioned protein hydrolysate.