LadybugDB vs Memgraph
LadybugDB: Community-maintained continuation of Kùzu: embedded columnar graph database with Cypher. Memgraph: In-memory, Cypher-compatible graph database in C++ for streaming and real-time graph workloads.
key differences
- Licensing: LadybugDB is open source (permissive) (MIT License); Memgraph is source-available (Business Source License 1.1 (Community) / Memgraph Enterprise License).
- Only LadybugDB has columnar storage, compression, runs in webassembly.
- Only Memgraph has secondary indexes, geospatial, triggers, stored procedures, ttl / expiry.
- LadybugDB can run embedded in your application process.
choose ladybugdb for
- +Embedded graph analytics in Python notebooks
- +Local GraphRAG and agent memory
- +Migrating from archived Kùzu
- +In-browser graph exploration via WebAssembly
best at · Graph analytics, Embedded, Knowledge graph
choose memgraph for
- +Real-time fraud detection on streaming transactions
- +Network and IT topology monitoring
- +GraphRAG and agent memory
- +Supply chain optimization
best at · Traversal, Graph analytics, Real-time analytics
LadybugDB vs Memgraph: FAQ
What is the difference between LadybugDB and Memgraph?
LadybugDB: Community-maintained continuation of Kùzu: embedded columnar graph database with Cypher. Memgraph: In-memory, Cypher-compatible graph database in C++ for streaming and real-time graph workloads. Licensing: LadybugDB is open source (permissive) (MIT License); Memgraph is source-available (Business Source License 1.1 (Community) / Memgraph Enterprise License). Only LadybugDB has columnar storage, compression, runs in webassembly. Only Memgraph has secondary indexes, geospatial, triggers, stored procedures, ttl / expiry.
When should I choose LadybugDB over Memgraph?
Choose LadybugDB for embedded graph analytics in Python notebooks; local GraphRAG and agent memory; and migrating from archived Kùzu. Choose Memgraph for real-time fraud detection on streaming transactions; network and IT topology monitoring; and GraphRAG and agent memory.
Is LadybugDB or Memgraph more popular?
Memgraph ranks #124 on the WhichDB Score (24.4/100) and LadybugDB ranks #153 (20.7/100). Popularity is not fit: check the requirements that matter for your project.
Are LadybugDB and Memgraph open source?
Yes. LadybugDB is open source. License: MIT License. Not in the OSI sense. Memgraph is source-available: you can read the code, but the license restricts some uses, typically offering it as a competing managed service. License: Business Source License 1.1 (Community) / Memgraph Enterprise License.