Oxygen therapy is recommended for patients with COVID-19 who have moderate to severe disease requiring supplemental oxygen. The document provides guidance on when to start oxygen therapy based on oxygen saturation levels, appropriate oxygen delivery devices and flow rates, targets for oxygen saturation, and considerations for stepping up or down oxygen support. It also discusses monitoring patients on oxygen and recognizing severe hypoxemic respiratory failure that may require non-invasive ventilation or mechanical ventilation.