From autonomous vehicles in incredibly packed streets to content recommendation schemes aimed at delving into user preferences, video datasets have positioned themselves in the center of visual AI innovation. Thus, the article shall address video datasets, their significance, applications, challenges, and the future they promise for AI-based solutions.