Identifying the needs of dementia caregivers is critical for supporting dementia home care. This study identified a typology of expert interventions delivered to dementia caregivers during an innovative telehealth trial that used in-home video recordings to directly observe care challenges. Qualitative content analysis was used to analyze narrative notes describing interventions that were developed based on video data submitted by 33 caregiver–care recipient dyads. Two major themes emerged: education and skills for dementia care and caregiver support. Ten subthemes included education and skills related to: behavioral and psychological symptoms of dementia, disease expectations, safety, activities of daily living, medical care optimization, and medication utilization and caregiver support related to: respite, positive reinforcement, social and financial support, and self-care. Families providing in-home dementia care experience a wide range of care challenges. By using video data, dementia care experts were able to witness and evaluate challenging care situations and provide individualized feedback.