The use of cannabis for recreational as well as medicinal use is on the rise recently with more states legalizing it. We conducted a review analysis of the literature published on acute respiratory failure from vaping cannabis oil. We have also summarized the clinical details (age, length of stay, mode of ventilation, common clinical findings, and steroid use) along with common laboratory abnormalities. This article aims to educate health care providers on the clinical manifestations and management strategies for vaping-induced acute respiratory failure. We also discussed the different available formulations of cannabis oil and key ingredients responsible for the vaping-associated lung injury.