Glienke graduated from Aurelia High School in 1982 and received a bachelor's degree in finance from Buena Vista College in 1989. He is a grain and livestock farmer. Glienke was a member of the Aurelia Community School District board for 12 years beginning in 1992.
Personal life
Glienke is married to his wife, Marcy, with whom he has three children. He is also an active member of his church.