A gunman shot and killed multiple people in a Walmart store late Tuesday in the US state of Virginia, police and city officials said, adding that the shooter too is dead.

"We were able to find multiple fatalities and multiple injured parties," Chesapeake Police Department officer Leo Kosinski told reporters at the scene, saying rapid response officers entered the store "immediately" as they arrived.