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. PuppyGraph queries all our transactional and crypto data directly and performs all kinds of graph-based exploration and aggregation. It’s so powerful, and our users really enjoy this type of flexibility.

PuppyGraph’s relationship engine has been instrumental in building our correlation platform, enabling seamless connectivity and insights. The team’s efficiency, fast response, and proactive engagement have made a significant impact, providing us with valuable guidance every step of the way.

PuppyGraph’s plug and play design is exceptionally user-friendly for newcomers to graph technology. We experienced virtually no learning curve, swiftly showcasing our first demo to the leadership team. Moreover, PuppyGraph did not increase our system complexity because it eliminated the need for data duplication, making the daily maintenance cost very low.

After evaluating a few different graph solutions, we struggled to find one that could scale to our data needs. PuppyGraph’s approach, decoupling the query engine from the storage, enabled us to connect to our data files and perform analytics across different data categories, this could assist with unlocking insights and new possibilities.

We found that GPEs like PuppyGraph—especially in cached mode—excel at analytical and summarization use cases, outperforming most graph databases by a wide margin.

Historically, graph queries required specialized storage and compute, but now PuppyGraph is running directly on plain vanilla Iceberg tables. Just point to a table with your nodes and edges, and let PuppyGraph go. The performance you get out the other side is amazing.

In traditional architectures, working with graph data usually means ETL into a dedicated graph database like Neo4j, TigerGraph, or DataStax—which adds complexity and cost. Here, this is a different route: plug a graph engine directly into your Iceberg lakehouse. Simple, unified, and more cost-effective.