Shpilband was born in Moscow, Soviet Union. He defected to the United States in January 1990 with Veronica Pershina, Gorsha Sur, and Elena Krikanova and went to live with Lucile Begrow in Huntington Woods, Michigan for a few months. Shpilband became a United States citizen in 2000.