Mogilev Governorate
Agranov was born in a Jewish shopkeeper's family in Checherskaya, a village in the Mogilev Governorate of the Russian Empire. In 1912 he joined the Socialist-Revolutionary Party while working as a clerk and in 1915 joined the Russian Social Democratic Labour Party. He was arrested by the tsarist police in 1915 and exiled to Yenesei province.