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

Summary: TurboLynx rethinks schemaless PGMs as a first-class systems property, not just an API, integrating it across storage, optimization, and execution. Cost-based graphlets + columnar layout/graphlet-aware processing yield one engine for traversal and analytics, beating GDBMS/RDBMS baselines by large margins. (summarized by gpt-5.4-mini on Apr 12 2026)

Paper ID
14274
Venue
VLDB
Year
2026
Pagerank
4.1945683e-05
Overall Rank
10,238 | 28.78%
DOI
10.14778/3797919.3797932

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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
35 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00076197749
60 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00064439773
185 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00036538405
342 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00026795977
536 The LDBC Social Network Benchmark: Interactive Workload 2015 SIGMOD 0.00020722862
544 Apache Calcite: A Foundational Framework for Optimized Query Processing Over Heterogeneous Data Sources 2018 SIGMOD 0.00020521965
558 Trinity: A Distributed Graph Engine on a Memory Cloud 2013 SIGMOD 0.00020168032
746 Delta Lake: High-Performance ACID Table Storage over Cloud Object Stores 2020 VLDB 0.00017326979
789 Cypher: An Evolving Query Language for Property Graphs 2018 SIGMOD 0.00016634256
853 Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask 2018 VLDB 0.00015940507
964 G-CORE: A Core for Future Graph Query Languages 2018 SIGMOD 0.0001497475
1,333 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00012523806
1,588 Druid: A Real-time Analytical Data Store 2014 SIGMOD 0.00011239313
1,785 PG-Schema: Schemas for Property Graphs 2023 SIGMOD 0.00010560236
1,939 From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System 2015 SIGMOD 0.00010025655
2,001 Sinew: A SQL System for Multi-Structured Data 2014 SIGMOD 9.8186417e-05
2,130 SQLGraph: An Efficient Relational-Based Property Graph Store 2015 SIGMOD 9.4798556e-05
2,249 Orca: A Modular Query Optimizer Architecture for Big Data 2014 SIGMOD 9.2034693e-05
2,691 Greenplum: A Hybrid Database for Transactional and Analytical Workloads 2021 SIGMOD 8.2909126e-05
2,962 Kuzu* Graph Database Management System 2023 CIDR 7.8101752e-05
3,287 GraphScope: A Unified Engine For Big Graph Processing 2021 VLDB 7.2739447e-05
3,320 Schemaless and Structureless Graph Querying 2014 VLDB 7.2249102e-05
4,012 Columnar Storage and List-based Processing for Graph Database Management Systems 2021 VLDB 6.5335884e-05
4,197 Incremental View Maintenance with Triple Lock Factorization Benefits 2018 SIGMOD 6.367895e-05
4,360 GRFusion: Graphs as First-Class Citizens in Main-Memory Relational Database Systems 2018 SIGMOD 6.256733e-05
4,465 Robust Join Processing with Diamond Hardened Joins 2024 VLDB 6.1604282e-05
4,495 ClickHouse - Lightning Fast Analytics for Everyone 2024 VLDB 6.1410277e-05
4,704 JSON Tiles: Fast Analytics on Semi-Structured Data 2021 SIGMOD 5.9853687e-05
5,907 IBM Db2 Graph: Supporting Synergistic and Retrofittable Graph Queries Inside IBM Db2 2020 SIGMOD 5.2776711e-05
7,274 DiscoPG: Property Graph Schema Discovery and Exploration 2022 VLDB 4.7807315e-05
8,276 DuckPGQ: Efficient Property Graph Queries in an analytical RDBMS 2023 CIDR 4.5439811e-05
8,395 GRainDB: A Relational-core Graph-Relational DBMS 2022 CIDR 4.5277896e-05
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