The imagery shows the destruction of the Mayfield Consumer Products candle factory where more than 100 people were reportedly working when the tornado struck.
Extensive damage can also be seen across the city with homes, buildings and property barely recognizable.
In Kentucky alone, 22 were confirmed dead by Saturday afternoon, including 11 in and around Bowling Green.
But Gov. Andy Beshear said upwards of 70 may have been killed when a twister touched down for more than 200 miles (320 kilometers) in his state and that the number of deaths could eventually exceed 100 across 10 or more counties.
The death toll of 36 across five states includes six people in Illinois, where an Amazon facility was hit; four in Tennessee; two in Arkansas, where a nursing home was destroyed; and two in Missouri.