Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) originally emerged from Hubei province, Wuhan, China, and has caused a worldwide pandemic with millions affected since December 2019. Since the first case of SARS-CoV-2 reported on 27th Jan 2020 in India, over 11 million people have been affected by the virus in the country in the past one year. To understand its demographic distribution, in this study we carried out the early distribution of clades and subclades state-wise based on the analysis of shared mutations in Indian SARS-CoV-2 isolates collected during the period 27th Jan – 27th May 2020. A total of 1279 mutations have been identified in 685 Indian isolates during this period. Principal component analysis on the mutational profile of Indian isolates revealed clusters corresponding to clades in Nextstrain and some state-specific clusters. Phylogenetic analysis of these isolates indicates multiple independent sources of introduction of the virus in the country. It is observed that clade 20A defining mutations C241T (ORF1ab: 5′ UTR), C3037T (ORF1ab: F924F), C14408T (ORF1ab: P4715L), and A23403G (S: D614G) are the predominant mutation set in Indian isolates during this period. Higher number of coronavirus cases were observed in certain states, viz., Delhi, Tamil Nadu, and Telangana. Genetic analysis of isolates from these states revealed a cluster with shared mutations, C6312A (ORF1ab: T2016K), C13730T (ORF1ab: A4489V), C23929T, and C28311T (N: P13L). Contact tracing led the spread of this cluster to a super spreader event, the Tablighi Jamaat religious congregation, and the efficacy of lockdown in containing it. Analysis of region-specific shared mutations carried out to understand the large number of deaths in Gujarat and Maharashtra identified shared mutations defining subclade, I/GJ-20A (C18877T, C22444T, G25563T (ORF3a: H57Q), C26735T, C28854T (N: S194L), C2836T) in Gujarat and two sets of co-occurring mutations C313T, C5700A (ORF1ab: A1812D) and A29827T, G29830T in Maharashtra. From the genetic analysis of mutation spectra of Indian isolates, the insights gained in its transmission, geographic distribution, containment, and impact are discussed.