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TurboLynx: Schemaless Graph Engine Strikes Back for General-Purpose Analytics

Summary: TurboLynx makes schemaless property graphs a first-class concern across storage, optimization, and execution. Cost-based graphlets and columnar storage unify fast traversal with group-by/aggregation analytics, outperforming state-of-the-art GDBMSs and RDBMSs. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h7c32324a18d7b24f
Venue
VLDB
Year
2026
Pagerank
4.9769913e-05
Overall Rank
10,720 | 27.95%
DOI
10.14778/3797919.3797932
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

BibTeX Citation

@article{lee_vldb26,
        title = {{TurboLynx: Schemaless Graph Engine Strikes Back for General-Purpose Analytics}},
        author = {Lee, Taesung and Ha, Jaehyun and Tak, Byungchul and Han, Wook-Shin},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {6},
        pages = {1250--1263},
        doi = {10.14778/3797919.3797932},
        url = {https://doi.org/10.14778/3797919.3797932},
        year = {2026}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
11,027 TurboLynx in Action: A Schemaless Graph Engine for General-Purpose Analytics 2026 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 32 of 32 cited papers.

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

Rank Cited Paper Year Venue Pagerank
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00064013679
21 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00056835296
71 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00037724477
208 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00024899872
379 Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources 2018 SIGMOD 0.00019507406
387 The LDBC Social Network Benchmark: Interactive Workload 2015 SIGMOD 0.00019417187
419 Cypher: An Evolving Query Language for Property Graphs 2018 SIGMOD 0.00018537915
445 Trinity: A Distributed Graph Engine on a Memory Cloud 2013 SIGMOD 0.00018168823
460 Delta Lake: High-Performance ACID Table Storage over Cloud Object Stores 2020 VLDB 0.00017850215
605 Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask 2018 VLDB 0.00015640305
713 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00014571507
860 G-CORE: A Core for Future Graph Query Languages 2018 SIGMOD 0.00013401414
1,238 Druid: A Real-time Analytical Data Store 2014 SIGMOD 0.00011397949
1,277 Orca: A Modular Query Optimizer Architecture for Big Data 2014 SIGMOD 0.00011234276
1,292 From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System 2015 SIGMOD 0.00011147959
1,483 PG-Schema: Schemas for Property Graphs 2023 SIGMOD 0.00010533714
1,601 SQLGraph: An Efficient Relational-Based Property Graph Store 2015 SIGMOD 0.00010107506
1,745 Sinew: A SQL System for Multi-Structured Data 2014 SIGMOD 9.7324334e-05
1,753 Kuzu* Graph Database Management System 2023 CIDR 9.7244117e-05
1,791 Greenplum: A Hybrid Database for Transactional and Analytical Workloads 2021 SIGMOD 9.6213736e-05
2,775 GraphScope: A Unified Engine For Big Graph Processing 2021 VLDB 8.0288982e-05
3,003 ClickHouse - Lightning Fast Analytics for Everyone 2024 VLDB 7.7631056e-05
3,114 Incremental View Maintenance with Triple Lock Factorization Benefits 2018 SIGMOD 7.6321464e-05
3,154 Robust Join Processing with Diamond Hardened Joins 2024 VLDB 7.5849549e-05
3,206 Columnar Storage and List-based Processing for Graph Database Management Systems 2021 VLDB 7.5365348e-05
3,917 JSON Tiles: Fast Analytics on Semi-Structured Data 2021 SIGMOD 6.925328e-05
4,430 GRFusion: Graphs as First-Class Citizens in Main-Memory Relational Database Systems 2018 SIGMOD 6.6000772e-05
4,468 Schemaless and Structureless Graph Querying 2014 VLDB 6.5841276e-05
5,832 IBM Db2 Graph: Supporting Synergistic and Retrofittable Graph Queries Inside IBM Db2 2020 SIGMOD 5.9754821e-05
7,080 DuckPGQ: Efficient Property Graph Queries in an analytical RDBMS 2023 CIDR 5.6026544e-05
7,167 DiscoPG: Property Graph Schema Discovery and Exploration 2022 VLDB 5.592894e-05
8,539 GRainDB: A Relational-core Graph-Relational DBMS 2022 CIDR 5.3193454e-05
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