If you are a data scientist, a backend engineer building a new application, or a researcher who needs a fast, in-process graph engine that works seamlessly with your Python data stack, Kùzu/LadybugDB is not just a good choice; it's arguably the best. It offers an unparalleled blend of performance, simplicity, and power, making graph database technology accessible and practical for a whole new generation of applications.

❌ Some sellers rebadge $40 clones for $130. Always check PCB photos for the Rev number and FET branding.

# Process results for record in results: print(record)

Even experienced builders fall into these traps: