In the digital age characterized by technological advancements, video games have risen to prominence as a leading form of global entertainment. Beyond their primary role as a source of amusement, they have seamlessly integrated into various aspects of our lives, from social interactions and education to mental well-being. However, despite their widespread influence, there exists a noticeable void in comprehensive research that delves into the determinants of a game's success and the evolving trends that shape the industry. This study embarked on a journey to bridge this gap. Utilizing regression analysis, we meticulously examined key parameters such as publishers, ratings, release dates, and game genres. Our systematic exploration of extensive video game datasets revealed intriguing patterns: certain game types, styles, and themes consistently resonate with audiences; there's a tangible correlation between game ratings and their commercial success; and historical data offers a glimpse into the potential future trajectories of popular games. Our findings indicate that specific game styles, such as adventure and indie genres, have a heightened popularity among users. A discernible relationship was observed between game ratings and indicators of success, emphasizing the pivotal role of user feedback in shaping a game's market performance. Additionally, by analyzing past trends, we've identified potential directions for the industry's evolution, hinting at a surge in narrative-driven and innovative gameplay mechanics in the coming years. These insights not only provide a comprehensive understanding of the current gaming landscape but also offer a roadmap for future developments, making this study invaluable for developers, analysts, and policymakers.