No, Beautiful Pea Green Boat is not a goth band, because they play Synthpop/Dream Pop, while goth music consists of Gothic Rock and its derived genres, like Deathrock, Darkwave, Ethereal Wave, and Coldwave.

However, their music does show some goth influences and could be considered adjacent to the goth scene.

If you want to dive into the goth music scene, some of the bands that might appeal to you if you enjoy Beautiful Pea Green Boat are Cocteau Twins, Collection d'Arnell-Andrea, and Them Are Us Too.