Huai was born in Harbin but traces his ancestry to Jinan, Shandong province. He graduated from Jilin University of Industry (now merged into Jilin University) in 1984. He joined the Chinese Communist Party in January 1986, and began work in September 1987 after obtaining a computer science master's degree at the Harbin Institute of Technology.