A Pd‐catalyzed regioselective hydroesterification of olefins with 2,2,2‐trifluoroethyl formate (TFEF) is described. Either linear or branched esters can be selectively obtained with proper ligands in most cases. The reaction process is operationally simple and involves no toxic CO gas.