Based on the provided contexts, Deidara dies in episode 124 of Naruto Shippuden [6]. This occurs during his battle with Sasuke Uchiha, where he ultimately kills himself in a suicide bomb attempt [4] [6]. It's important to note that Deidara was an S-rank missing-nin from Iwagakure and a member of the Akatsuki [2].