Bakersfield has an active bike culture and bike advocacy group, http://www.bikebakersfield.org, along with the 32-mile scenic Kern River Parkway bike trail. The http://www.kernriverparkway.org group is working to add even more bike trail miles. Cycle out past riparian vegetation along the trace of the Kern River from near I-5 to the west, east across town, past SR 99. Connect to the pretty Ming Lake area, the Basque restaurants downtown, and Buck Owens’ Crystal Palace that celebrates the city’s country music heritage. enCYCLEpedia Southern California describes these routes in detail.
The easy scenic cycling adventures of Richard Fox, author of the 2014 (2nd Ed 2017) guidebook "enCYCLEpedia Southern California – The Best Easy Scenic Bike Rides."