Police responded to North Court Street near West Main Street around 2:40 a.m. for a report of shots fired.
When police arrived, they followed a car speeding away from the area.
They stopped the car and detained 26-year-old Daniel Lozoya and 21-year-old Jose Loya who were both connected to the shooting.
Both men were booked at the Tulare County Adult Pre-Trial Facility for numerous weapons-related charges.
Lozoya was also booked for driving under the influence and reckless driving.
No one was hurt during the incident.