Graph databases have gained significant attention in recent years due to their ability to handle large volumes of structured, unstructured, and semi-structured data. Unlike traditional relational databases, graph databases can efficiently explore complex relationships within data, making them ideal for applications such as fraud detection, recommendation systems, and network analysis. However, the adoption of graph databases is still relatively niche, with many companies viewing them as a specialized solution rather than a mainstream alternative to SQL databases. Despite this, researchers and developers are working to create an industry-wide standard query language for graph databases, which could lead to increased adoption and growth in the market. In the near future, it's unlikely that graph databases will replace SQL databases entirely, but they may coexist as complementary solutions, with graph databases being used for specific use cases where their unique strengths can provide significant benefits. Capgemini's UK Graph Guild is an initiative aimed at promoting the adoption of graph technology and providing a range of services and products to clients, including advice on choosing and implementing graph databases, developing graph-based proof-of-concepts, and offering graph-based investigative solutions such as Haystack.