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Objective Prolonged home isolation may lead to long-term negative consequences for both children and caregivers’ psychological wellbeing, especially in families with children with neurodevelopmental disorders. Therefore, a scoping review was conducted to identify challenges faced by caregivers of children with neurodevelopmental disorders during the coronavirus disease 2019 (COVID-19) pandemic and to consolidate parenting interventions and guidelines. Methods A systematic search was conducted on Embase, PsycInfo, PubMed, Scopus, and LitCovid. All article types published between December 2019 and November 2020 which reported on intervention guidelines and experiences of families with children with neurodevelopmental disorders during the COVID-19 pandemic were included. Qualitative themes, quantitative data, and article summaries were charted, and a thematic analysis was conducted. Results Twenty-nine articles were included in the review. Three themes were generated: (a) behavioral issues and health concerns, (b) disruptions of lifelines and daily routines, and (c) existing programs, models, and guidelines to support families. Additionally, a list of caregiver strategies such as scheduling regular online consultations, maintaining online therapy, educating a child on COVID-19, and preventive behaviors, creating a structured daily schedule and reinforcement system, and selecting child-appropriate activities was consolidated. Conclusion This review revealed a lack of evidence-based studies and articles on children with other neurodevelopmental disorders apart from autism and attention-deficit hyperactivity disorder. It also places emphasis on the importance of telehealth services as major lifelines to parents during this pandemic and urges healthcare organizations to provide funding to increase telehealth services to afflicted families.