Common myths about weightlifting include the idea that it makes women bulky or that it should only be performed by advanced athletes. In reality, weightlifting can help women achieve a toned appearance due to lower testosterone levels and is suitable for all fitness levels. Additionally, strength training promotes fat loss while enhancing muscle definition, leading to improved overall body composition and strength without excess bulk.