Two good hostels draw the majority of backpackers. Hotels are abundant, but they're generally lacking in character compared to other well-traveled cities in the region. Don’t be tempted by the rock-bottom prices in the market areas and around the bus station. They're cheap for a reason: the area is dodgy after dark.
Staying in nearby Quillacollo or Tiquipaya is also an option.