Background Severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) that causes Coronavirus disease has caused one of the most damaging pandemics in the recorded human history. Objective To assess pregnancy outcomes with COVID-19 lessons learned from the pandemic. Study design This retrospective observational study was conducted at Teerthanker Mahaveer Medical College and Research Centre, Moradabad, a level 3 COVID hospital in Northern India, with a patient pool of all the antenatal females diagnosed COVID 19 positive via a positive quantitative reverse transcriptase-polymerase chain reaction (qRT-PCR) test of maternal pharyngeal and nasal swab samples in the given time period of three months and ten days, i.e., May 25, 2020 to September 3, 2020. In conjunction with maternal outcomes, neonatal outcomes including evidence of perinatal transmission of SARS-CoV-2 was assessed by testing neonatal pharyngeal swab samples. Results Out of 100 COVID-19 positive patients, the average age of women was 26.2 years, 73 women (73%) were asymptomatic, and 50 patients (50%) women had associated co-morbidities such as anaemia in 38 (38%) women, gestational diabetes mellitus (GDM) and pregnancy-induced hypertension (PIH) in four patients (4%) each, respectively. No case of spontaneous abortion in early gestation was reported. Out of 100 patients, 32 (32%) patients delivered during their stay, out of which 17 women (53.1%) delivered via cesarean section which was performed mainly due to obstetric indications. One maternal death was reported due to antepartum eclampsia which was unrelated to COVID-19 complications. Five neonates were born prematurely, out of which three were delivered followed by spontaneous premature preterm rupture of membranes (PPROM). The Appearance Pulse Grimace Activity Respiration (APGAR) score was recorded to be >= 9 at the five minutes mark in 28 out of 30 live babies (93.3%) and the birth weight of the babies ranged from 1.8 to 3.5 kg) with an average birth weight of 2.71 kg. Two neonatal deaths were reported due to respiratory distress. There were two documented intrauterine demise (IUD) cases both due to PIH. Furthermore, all 30 live neonates tested for SARS CoV-2 had negative results. Conclusion The spectrum of Coronavirus infection leans more towards asymptomatic and mild symptomatic clinical presentation. Favourably, the likelihood of spontaneous preterm birth was not escalated in our current study and remained low. The rate of intrauterine fetal demise and neonatal death were less. As none of the neonates tested positive for COVID- 19, there is no corroborative proof of vertical perinatal transmission.