The metaverse has brought about a digital revolution in how progressive technologies can be utilized to construct immersive experiences that go beyond the definition of two-way communication. For an engaging experience in the digital realm, a multitude of different technologies such as artificial intelligence, machine learning, cloud computing, augmented reality and many more are brought together that form this unconventional medium where people can communicate, purchase and participate in events all across the globe through AR and VR based devices. However, to provide such an immersive experience, users can often become the scapegoat to unauthorized data collection and tracking activities without their knowledge which can lead to gross violations of privacy rights. This article aims to explore the privacy concerns that can impact people accessing the metaverse and what can be improved to ensure safety for them in the long run.