The Coronavirus disease (COVID-19), that has gripped the world since December 2019 and declared a pandemic has infected about 4.8 million people in India and counting. This pandemic is urban-centric globally and in India in the earlier stages. In this paper we argue that the virus’s spread in India has multiple routes, the housing conditions, socio-economic characteristics as well as the epidemiology route that influences the management of the infection contrary to attributing the spread geography to only vulnerable areas. Selecting Ahmedabad, a city that register higher number of infections in the early period, this paper attempt to understand the pattern of infection spread and explain these using recorded infections from March 17, 2020 to June 10, 2020 period.