The Knowledge Graph, introduced by Google in 2012, is a database that contains information about entities and their connections. It allows search engines to understand the relationships between different things and provide more detailed search results. The Knowledge Graph powers semantic search by prioritizing context and relationships over keywords. It is responsible for features like presenting knowledge panels on search engine results pages.