Technical component
AvantGraph
High-performance graph analytics
AvantGraph is a tool that supports on-top services to perform analytics on graphs. It offers a high-performance graph processing engine for scientific data lakes, allowing a wide range of data processing tasks.
Documentation: https://avantgraph.io/
Software: https://github.com/avantlab/avantgraph/
Demo: https://github.com/avantlab/scilake-demo
Publications:
- Leeuwen, W.V., Mulder, T., Wall, B.V., Fletcher, G., & Yakovets, N. (2022). AvantGraph Query Processing Engine. Proc. VLDB Endow., 15, 3698-3701. DOI:10.14778/3554821.3554878
- Mulder, T., Fletcher, G. & Yakovets, N. Optimizing navigational graph queries. The VLDB Journal 34, 16 (2025). https://doi.org/10.1007/s00778-024-00892-7; arXiv: https://doi.org/10.48550/arXiv.2406.05417
- W. van Leeuwen, G. Fletcher, and N. Yakovets (2024) HomeRun: A Cardinality Estimation Advisor for Graph Databases. Proceedings of the 7th Joint Workshop on Graph Data Management Experiences & Systems (GRADES) and Network Data Analytics (NDA) (GRADES-NDA '24). Association for Computing Machinery, New York, NY, USA, Article 6, 1–9. DOI: https://doi.org/10.1145/3661304.3661902
Functionalities
Graph storage + analytics engine for SKGs
designed for robust and efficient processing at scale.
Cypher query support
GraphAlg integration
algorithm language, to run custom analytics within the database/query workflow
Performance-oriented compilation
Supports Lake API deployment
Roadmap
Related Articles
GraphAlg Presented at Dutch-Belgian Database Day 2025
24 January 2026
The TU Eindhoven team showcased GraphAlg at the Dutch-Belgian Database Day 2025. Learn how this open-source project makes graph algorithms accessible to everyone through intuitive tools and interactive tutorials.
SciLake at VLDB 2025 PhD Workshop
28 October 2025
Daan de Graaf (TU/e) presented his PhD research on GraphAlg, a new language for running graph algorithms directly in databases, at the VLDB 2025 PhD Workshop in London. This blog post provides an overview of his research and its significance for SciLake.
SciLake at GRADES-NDA ’24
02 July 2024
SciLake joined the 7th Joint Workshop on Graph Data Management and Network Data Analytics in Santiago, Chile, showcasing the HomeRun tool.
AvantGraph: the Next-Generation Graph Analytics Engine
02 November 2023
Nick Yakovets and his team at Eindhoven University of Technology present the next-generation knowledge graph analytics engine: AvantGraph.