Some common mistakes that beginners make when learning Arabic include not paying enough attention to pronunciation, not practicing speaking and listening enough, not learning the Arabic script early on, and not immersing themselves enough in the language and culture. To avoid these mistakes, focus on pronunciation, make an effort to speak and listen to Arabic regularly, start learning the script as soon as possible, and immerse yourself in the language and culture as much as possible.