Highlights • Influenza vaccination has limited efficacy in cancer patients. • Caregiver and family vaccination is recommended for high-risk patients. • Distance, age, and limited time decreased vaccine uptake in caregivers and family. • Efforts targeting vaccination for caregivers and family of cancer patients are needed.