Using the short cadence data (1-minute interval) of the Kepler space telescope, we conducted a statistical analysis for the characteristic time of stellar flares on Sun-like stars (SLS). Akin to solar flares, stellar flares show rise and decay light curve profile, which reflects two distinct phases (rise phase and decay phase) of flare process. We derived the characteristic times of the two phases for the stellar flares of SLS, resulting the median rise time of about 5.9 minutes and the median decay time of 22.6 minutes. It is found that both the rise time and the decay time of the stellar flares follow the log-normal distribution. The peak positions of the log-normal distributions for flare rise time and decay time are 3.5 minutes and 14.8 minutes, respectively. These time values of stellar flares are similar to the timescale of solar flares, which supports that stellar flares and solar flares have the same physical mechanism. The statistical results obtained in this work for SLS can be a benchmark of flare characteristic times when comparing with other types of stars.