Power BI reports provide a multi-perspective view of a dataset with interactive and customizable visualizations, while Power BI dashboards serve as a single-page canvas displaying key insights through tiles that link back to relevant reports. Both reports and dashboards are designed to be dynamic and adaptable as underlying data changes. Dashboards enable users to monitor essential metrics and integrate various data sources for a comprehensive view.