In surah Jinn Allah (swt) says "And we (the jinns) have sought [to reach] the heaven but found it filled with powerful guards and burning flames." They can't reach the heavens can by walking- so obviously jinns must fly there. Walking in air is flying.
Also in surah in Surah Mulk Allah (swt) says "And We have certainly beautified the nearest heaven with stars and have made [from] them what is thrown at the devils and have prepared for them the punishment of the Blaze"
So some shooting stars are those that are thrown at jinns as they used to ascent the sky to listen to the discussion between the angels about what will before upon the earth.
Also Narration - Reported by al-Tahhaawi in Mushkil al-Athaar, 4/95, and by al-Tabaraani in al-Kabeer, 22/214
Abu Tha’labah al-Khushani said: “The Messenger of Allaah said: ‘The jinn are of three types: a types that has wings, and they fly through the air; a type that looks like snakes and dogs; and a type that stops for a rest then resumes its journey.” [Shaykh al-Albaani said in al-Mishkaat (2/1206, no. 4148): al-Tahhaawi and Abu’l-Shaykh reported it with a saheeh isnaad]
Allah Knows Best