The timeline is Edo…

The stage is set during a peaceful time also known as the Tokugawa era. For some reason, Isshin who's from a samurai clan got thrown into the Edo's fire brigade team number fourty eight's 'Ku squad.' Having the samurai heart and a fire fighter's spirit, this highly approved series about the beauty of fire fighting starts now!

(Source: Ochibichan)