The first five sets, E01 to E05, were built by
Kawasaki Heavy Industries and
Kinki Sharyo, and were delivered to Fukui depot between September and October 2006. These entered revenue service from 30 November 2006. The fleet was reallocated to Tsuruga Depot from 1 June 2010. 15 more sets, M01 to M15, were delivered from Kawasaki Heavy Industries to Tsuruga Depot between January and March 2011. The third-batch sets have cab ends based on the JR West
225 series EMUs, with improved crash resistance, and use
LED lighting for interior lighting. These sets entered revenue service in spring 2014. Unlike older JR West 521 series sets, the 521-100 series sets feature red waistline striping, reminiscent of the body colour used by older 413 and 415 series trains operated on the line. By October 2020, a total of fifteen two-car sets were built for JR West. Three more sets for the IR Ishikawa Railway (IR06 to IR08) were delivered on 3 December 2020. Two more 521-0 series two-car sets (J22 and J23) were built by Kawasaki Heavy Industries and delivered to Kanazawa Depot in March 2021. ==Other operators==