Burning Up by Madonna was released on March 9, 1983. It was the second single from her eponymous debut album. Burning Up was featured on the “fast side” and Physical Attraction on the “slow side.”

The song failed to enter the Billboard Hot 100. It reached No. 3 on the Billboard US Dance Club Songs chart. It also reached No. 13 in Australia.