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Cooperative Scans: Dynamic Bandwidth Sharing in a DBMS

Summary: Cooperative Scans enables dynamic, data-sharing aware scheduling of concurrent scans to boost bandwidth in NSM/PAX and DSM. Delivers large I/O and latency gains vs traditional policies; extends to DSM, addressing two-dimensional scheduling in column stores. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h42051982626be065
Venue
VLDB
Year
2007
Pagerank
0.00014096379
Overall Rank
768 | 94.86%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{zukowski_vldb07,
        title = {{Cooperative Scans: Dynamic Bandwidth Sharing in a DBMS}},
        author = {Zukowski, Marcin and Hémán, Sándor and Nes, Niels and Boncz, Peter},
        journal = {PVLDB},
        series = {{VLDB} '07},
        volume = {30},
        pages = {723--734},
        year = {2007}
}

Incoming Citations (Sorted by Pagerank)

Showing 41 of 41 citing papers.

Rank Citing Paper Year Venue Pagerank
670 SharedDB: Killing One Thousand Queries With One Stone 2012 VLDB 0.00014929358
702 Database Architecture Evolution: Mammals Flourished long before Dinosaurs became Extinct 2009 VLDB 0.0001464107
707 Main-Memory Scan Sharing For Multi-Core CPUs 2008 VLDB 0.00014613324
825 MRShare: Sharing Across Multiple Queries in MapReduce 2010 VLDB 0.00013600553
1,029 A Scalable, Predictable Join Operator for Highly Concurrent Data Warehouses 2009 VLDB 0.00012380835
1,043 The DataPath System: A Data-Centric Analytic Processing Engine for Large Data Warehouses 2010 SIGMOD 0.00012325755
1,232 BatchDB: Efficient Isolated Execution of Hybrid OLTP+OLAP Workloads for Interactive Applications 2017 SIGMOD 0.00011406847
1,337 Column-oriented Database Systems 2009 VLDB 0.00010968302
1,757 Selecting Subexpressions to Materialize at Datacenter Scale 2018 VLDB 9.7050769e-05
1,926 Predictable Performance for Unpredictable Workloads 2009 VLDB 9.3500398e-05
2,237 Shared Workload Optimization 2014 VLDB 8.7777395e-05
2,700 Major Technical Advancements in Apache Hive 2014 SIGMOD 8.096888e-05
3,325 Scheduling Shared Scans of Large Data Files 2008 VLDB 7.4110649e-05
3,550 Computation Reuse in Analytics Job Service at Microsoft 2018 SIGMOD 7.1895215e-05
3,606 Access Path Selection in Main-Memory Optimized Data Systems: Should I Scan or Should I Probe? 2017 SIGMOD 7.1528863e-05
3,860 Deployment of Query Plans on Multicores 2015 VLDB 6.9512283e-05
4,072 Fast Scans on Key-Value Stores 2017 VLDB 6.8070078e-05
4,231 Optimizing I/O for Big Array Analytics 2012 VLDB 6.7050212e-05
4,295 QuickFOIL: Scalable Inductive Logic Programming 2015 VLDB 6.6653098e-05
4,411 Sharing Data and Work Across Concurrent Analytical Queries 2013 VLDB 6.5996653e-05
4,751 MQJoin: Efficient Shared Execution of Main-Memory Joins 2016 VLDB 6.42279e-05
5,113 ROBUS: Fair Cache Allocation for Data-parallel Workloads 2017 SIGMOD 6.2569879e-05
5,632 BinDex: A Two-Layered Index for Fast and Robust Scans 2020 SIGMOD 6.0402517e-05
5,642 Revisiting Reuse in Main Memory Database Systems 2017 SIGMOD 6.0370517e-05
5,787 Database Technology for the Masses: Sub-Operators as First-Class Entities 2021 VLDB 5.9768075e-05
6,271 COD: Database / Operating System Co-Design 2013 CIDR 5.8114373e-05
6,393 GPU-accelerated data management under the test of time 2020 CIDR 5.7858902e-05
6,607 AStream: Ad-hoc Shared Stream Processing 2019 SIGMOD 5.7187564e-05
6,781 Teaching an RDBMS about ontological constraints 2016 VLDB 5.6685378e-05
6,822 From Cooperative Scans to Predictive Buffer Management 2012 VLDB 5.6573738e-05
7,347 Scalable Multi-Query Execution using Reinforcement Learning 2021 SIGMOD 5.5308106e-05
7,402 From X100 to Vectorwise: Opportunities, Challenges and Things Most Researchers do not Think About 2012 SIGMOD 5.5182853e-05
8,496 ParTime: Parallel Temporal Aggregation 2016 SIGMOD 5.314235e-05
9,502 Optimizing Complex Queries with Multiple Relation Instances 2008 SIGMOD 5.1533173e-05
9,820 Sharing Opportunities for OLTP Workloads in Different Isolation Levels 2020 VLDB 5.1102717e-05
10,981 Hermes at Scale: Powering Distributed Queries with a Unified Memory Fabric 2026 VLDB 4.9605343e-05
11,195 Dynamic Pruning for Recursive Joins 2025 SIGMOD 4.9605343e-05
11,488 Sampling-based Predictive Database Buffer Management 2025 VLDB 4.9605343e-05
11,519 Oligolithic Cross-task Optimizations across Isolated Workloads* 2024 CIDR 4.9605343e-05
11,777 SH2O: Efficient Data Access for Work-Sharing Databases 2023 SIGMOD 4.9605343e-05
12,608 Mosquito: Another One Bites the Data Upload STream 2013 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

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

Rank Cited Paper Year Venue Pagerank
12 C-Store: A Column-oriented DBMS 2005 VLDB 0.00068985264
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00063972112
48 Weaving Relations for Cache Performance 2001 VLDB 0.00043770511
61 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.00039323387
126 An Evaluation of Buffer Management Strategies for Relational Database Systems 1985 VLDB 0.00030358639
129 Efficient and Extensible Algorithms for Multi Query Optimization 2000 SIGMOD 0.00030314403
216 Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing 1998 VLDB 0.00024446892
390 QPipe: A Simultaneously Pipelined Relational Query Engine 2005 SIGMOD 0.00019232929
635 Performance Tradeoffs in Read-Optimized Databases 2006 VLDB 0.00015334073
833 Pipelining in Multi-Query Optimization 2001 PODS 0.00013541546
1,518 Predictive Load Control for Flexible Buffer Allocation 1991 VLDB 0.00010384457
4,260 Buffer Pool Aware Query Optimization 2005 CIDR 6.6824533e-05
4,409 Reordering Query Execution in Tertiary Memory Databases 1996 VLDB 6.6014491e-05
4,806 Adaptive Database Buffer Allocation Using Query Feedback 1993 VLDB 6.3916351e-05
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