Refrigerated or frozen cultured dairy bar products comprise a cultured dairy composition having i) a total solids content of at least about 22% by weight of the cultured dairy composition and a milk solids content of greater than 38 wt % based on total solids content, ii) a gelatin content of from about 0.7 to about 1.5% by weight of the cultured dairy composition, and iii) a viscosity of from about 200,000 cP to about 700,000 cP at 4° C. The cultured dairy composition is in the form of cultured dairy portions completely enveloped by a fat-based coating composition comprising from about 20 to about 80% fat by weight of the fat-based coating composition. The fat-based coating composition is a solid at 45° F. The cultured dairy bar product is at a temperature at or below about 45° F. Processes for making the cultured dairy bar products are also described.