Kajal was born in Mumbai to Vinay Aggarwal, an entrepreneur, and Suman Aggarwal, a confectioner. She has a younger sister, Nisha Agarwal, who is also an actress appearing in Telugu and Tamil films. She studied at St. Anne's High School, Colaba, Mumbai and Jai Hind College, Mumbai