GraphScope: A Unified Engine For Big Graph Processing

Summary: GraphScope unifies big-graph processing: Python-friendly interface for traversal, pattern matching, and GNNs. Integrates an optimized graph engine into a data-parallel framework with auto parallelization; per-op optimizations deliver strong performance. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12498
Venue: VLDB
Year: 2021
Pagerank: 7.2689944e-05
Overall Rank: 3,287 | 77.16%
DOI: 10.14778/3476311.3476369

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 28 of 28 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
5,563	Big Graphs: Challenges and Opportunities	2022	VLDB	5.4328211e-05
5,968	A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction	2024	SIGMOD	5.2469955e-05
7,694	LSMGraph: A High-Performance Dynamic Graph Storage System with Multi-Level CSR	2024	SIGMOD	4.6712753e-05
8,152	MiniGraph: Querying Big Graphs with a Single Machine	2023	VLDB	4.5711161e-05
8,218	Galaxybase: A High Performance Native Distributed Graph Database for HTAP	2024	VLDB	4.5515694e-05
8,480	Mammoths Are Slow: The Overlooked Transactions of Graph Data	2024	VLDB	4.4967501e-05
8,900	CUTTANA: Scalable Graph Partitioning for Faster Distributed Graph Databases and Analytics	2025	VLDB	4.4229886e-05
8,906	PrismX: A Single-Machine System for Querying Big Graphs	2024	VLDB	4.4229886e-05
9,457	GraphScope Flex: LEGO-like Graph Computing Stack	2024	SIGMOD	4.3346427e-05
9,596	Scalable Graph Convolutional Network Training on Distributed-Memory Systems	2023	VLDB	4.3150788e-05
9,604	GeaFlow: A Graph Extended and Accelerated Dataflow System	2023	SIGMOD	4.3136057e-05
9,744	GTX: A Write-Optimized Latch-free Graph Data System with Transactional Support	2025	SIGMOD	4.2856385e-05
9,791	A Modular Graph-Native Query Optimization Framework	2025	SIGMOD	4.2777144e-05
10,082	Gem: Scalable Monotonic Graph Processing Beyond Billion-Scale on a Single Machine	2026	SIGMOD	4.1905499e-05
10,238	TurboLynx: Schemaless Graph Engine Strikes Back for General-Purpose Analytics	2026	VLDB	4.1905499e-05
10,379	Aster: Enhancing LSM-structures for Scalable Graph Database	2025	SIGMOD	4.1905499e-05
10,417	GES: High-Performance Graph Processing Engine and Service in Huawei	2025	SIGMOD	4.1905499e-05
10,456	MiniClean: A Single-Machine System for Cleaning Big Graphs	2025	SIGMOD	4.1905499e-05
10,496	Rule-Based Graph Cleaning with GPUs on a Single Machine	2025	SIGMOD	4.1905499e-05
10,567	BACH: Bridging Adjacency List and CSR Format using LSM-Trees for HGTAP Workloads	2025	VLDB	4.1905499e-05
10,591	A Flexible Framework for Query-oriented Interactive Community Search	2025	VLDB	4.1905499e-05
10,738	GraphCSR: A Degree-Equalized CSR Format for Large-scale Graph Processing	2025	VLDB	4.1905499e-05
10,808	GraphAr: An Efficient Storage Scheme for Graph Data in Data Lakes	2025	VLDB	4.1905499e-05
10,877	A Single Machine System for Querying Big Graphs with PRAM	2025	VLDB	4.1905499e-05
10,987	Connectivity-Oriented Property Graph Partitioning for Distributed Graph Pattern Query Processing	2024	SIGMOD	4.1905499e-05
11,206	Vineyard: Optimizing Data Sharing in Data-Intensive Analytics	2023	SIGMOD	4.1905499e-05
11,409	WebMILE: Democratizing Network Representation Learning at Scale	2022	VLDB	4.1905499e-05
13,114	Graphy’our Data: Towards End-to-End Modeling, Exploring and Generating Report from Raw Data	2025	SIGMOD	-

Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
4	Pregel: A System for Large-Scale Graph Processing	2010	SIGMOD	0.0019040811
271	AliGraph: A Comprehensive Graph Neural Network Platform	2019	VLDB	0.00029565193
341	EmptyHeaded: A Relational Engine for Graph Processing	2016	SIGMOD	0.00026850764
441	Parallelizing Sequential Graph Computations	2017	SIGMOD	0.00023172424
558	Trinity: A Distributed Graph Engine on a Memory Cloud	2013	SIGMOD	0.00020158056
787	Cypher: An Evolving Query Language for Property Graphs	2018	SIGMOD	0.00016624372
1,334	Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins	2019	VLDB	0.00012543633
1,392	Real-time Constrained Cycle Detection in Large Dynamic Graphs	2018	VLDB	0.00012224015
1,948	Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows	2018	VLDB	9.9938634e-05
2,201	LDBC Graphalytics: A Benchmark for Large-Scale Graph Analysis on Parallel and Distributed Platforms	2016	VLDB	9.3042485e-05
2,787	Scalable Distributed Subgraph Enumeration	2017	VLDB	8.1219297e-05
4,454	A1: A Distributed In-Memory Graph Database	2020	SIGMOD	6.1685429e-05
4,554	Distributed Subgraph Matching on Timely Dataflow	2019	VLDB	6.0839934e-05
4,868	Application Driven Graph Partitioning	2020	SIGMOD	5.8595544e-05
5,266	Incrementalizing Graph Algorithms	2021	SIGMOD	5.5949839e-05
5,625	High Performance Distributed OLAP on Property Graphs with Grasper	2020	SIGMOD	5.4048567e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
558	Trinity: A Distributed Graph Engine on a Memory Cloud	2013	SIGMOD	0.00020158056
4,834	Systems for Big-Graphs	2014	VLDB	5.8867916e-05
5,780	MOCgraph: Scalable Distributed Graph Processing Using Message Online Computing	2015	VLDB	5.327262e-05
8,394	Optimizing Declarative Graph Queries at Large Scale	2019	SIGMOD	4.5233733e-05
9,519	Banyan: A Scoped Dataflow Engine for Graph Query Service	2022	VLDB	4.3287375e-05
1,684	Fast Iterative Graph Computation with Block Updates	2013	VLDB	0.00010912102
1,876	Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation	2015	VLDB	0.00010242818
22	SCOPE: Easy and Efficient Parallel Processing of Massive Data Sets	2008	VLDB	0.00084679526
9,457	GraphScope Flex: LEGO-like Graph Computing Stack	2024	SIGMOD	4.3346427e-05
7,819	GraphScope: A One-Stop Large Graph Processing System	2021	VLDB	4.6397234e-05