PuppyGraph is a very interesting graph query engine. It doesn’t require us to load or ETL any of the data into a specialized or proprietary database storage layer for graphs. They can just simply query everything on your data lake. Doesn’t matter if it’s Delta or Iceberg or just pure Parquet file. And they can pull the data into the graph model and in another distributed computation engine and render all the results for you. We just use this one to couple this with Unity Catalog so that we open up all our transactional and the crypto data which are already on our Delta Lake. Then PuppyGraph can query them directly and perform all kinds of graph-based exploration and aggregation. This is so powerful, and our users really enjoy this type of flexibility.