Born in Mezhirichi in the Russian Empire (today in Ukraine), Arazi was educated at a gymnasium in Poland, before studying law in Warsaw, where he was certified as a lawyer. He also graduated from the Judaic Studies Institute in the city. Whilst a student he was amongst the leadership of the Socialist Zionist student movement, and also joined Hashomer Hatzair.