Framework dependency refers to the reliance of a software application on a specific framework to function, which can lead to challenges in maintenance and scalability if the framework becomes outdated or unsupported. By understanding and managing these dependencies, developers can ensure the longevity and adaptability of their applications in a rapidly evolving technological landscape.