In February 1921, he led the 18th Cavalry Division which reinforced the 11th Soviet Red Army in the war against Georgia. During the March Batumi Operation in Georgia, he crossed a virtually impassable Goderdzi Pass in the Lesser Caucasus, to occupy Batumi for the Soviet government. For his successful campaigns, Zhloba was awarded two Orders of the Red Banner.