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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
0.00014140446
Overall Rank
762 | 94.88%
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
667 SharedDB: Killing One Thousand Queries With One Stone 2012 VLDB 0.00014978213
702 Database Architecture Evolution: Mammals Flourished long before Dinosaurs became Extinct 2009 VLDB 0.00014673738
705 Main-Memory Scan Sharing For Multi-Core CPUs 2008 VLDB 0.00014657491
823 MRShare: Sharing Across Multiple Queries in MapReduce 2010 VLDB 0.00013648332
1,034 A Scalable, Predictable Join Operator for Highly Concurrent Data Warehouses 2009 VLDB 0.00012394538
1,040 The DataPath System: A Data-Centric Analytic Processing Engine for Large Data Warehouses 2010 SIGMOD 0.00012364063
1,241 BatchDB: Efficient Isolated Execution of Hybrid OLTP+OLAP Workloads for Interactive Applications 2017 SIGMOD 0.00011378254
1,327 Column-oriented Database Systems 2009 VLDB 0.00011003776
1,745 Selecting Subexpressions to Materialize at Datacenter Scale 2018 VLDB 9.7343818e-05
1,918 Predictable Performance for Unpredictable Workloads 2009 VLDB 9.3789552e-05
2,225 Shared Workload Optimization 2014 VLDB 8.8081001e-05
2,689 Major Technical Advancements in Apache Hive 2014 SIGMOD 8.1264718e-05
3,313 Scheduling Shared Scans of Large Data Files 2008 VLDB 7.4383267e-05
3,545 Computation Reuse in Analytics Job Service at Microsoft 2018 SIGMOD 7.2134803e-05
3,599 Access Path Selection in Main-Memory Optimized Data Systems: Should I Scan or Should I Probe? 2017 SIGMOD 7.1773938e-05
4,011 Deployment of Query Plans on Multicores 2015 VLDB 6.8573269e-05
4,048 Fast Scans on Key-Value Stores 2017 VLDB 6.8304396e-05
4,212 Optimizing I/O for Big Array Analytics 2012 VLDB 6.7298655e-05
4,278 QuickFOIL: Scalable Inductive Logic Programming 2015 VLDB 6.6905317e-05
4,392 Sharing Data and Work Across Concurrent Analytical Queries 2013 VLDB 6.6213651e-05
4,730 MQJoin: Efficient Shared Execution of Main-Memory Joins 2016 VLDB 6.4468007e-05
5,088 ROBUS: Fair Cache Allocation for Data-parallel Workloads 2017 SIGMOD 6.2805079e-05
5,618 BinDex: A Two-Layered Index for Fast and Robust Scans 2020 SIGMOD 6.0630987e-05
5,639 Revisiting Reuse in Main Memory Database Systems 2017 SIGMOD 6.0558642e-05
5,771 Database Technology for the Masses: Sub-Operators as First-Class Entities 2021 VLDB 5.9992698e-05
6,257 COD: Database / Operating System Co-Design 2013 CIDR 5.8334552e-05
6,516 GPU-accelerated data management under the test of time 2020 CIDR 5.7588588e-05
6,599 AStream: Ad-hoc Shared Stream Processing 2019 SIGMOD 5.7404438e-05
6,757 Teaching an RDBMS about ontological constraints 2016 VLDB 5.6900373e-05
6,801 From Cooperative Scans to Predictive Buffer Management 2012 VLDB 5.6788193e-05
7,341 Scalable Multi-Query Execution using Reinforcement Learning 2021 SIGMOD 5.5481233e-05
7,384 From X100 to Vectorwise: Opportunities, Challenges and Things Most Researchers do not Think About 2012 SIGMOD 5.5385293e-05
8,474 ParTime: Parallel Temporal Aggregation 2016 SIGMOD 5.3343907e-05
9,463 Optimizing Complex Queries with Multiple Relation Instances 2008 SIGMOD 5.1728359e-05
9,782 Sharing Opportunities for OLTP Workloads in Different Isolation Levels 2020 VLDB 5.1296539e-05
10,911 Hermes at Scale: Powering Distributed Queries with a Unified Memory Fabric 2026 VLDB 4.9793485e-05
11,126 Dynamic Pruning for Recursive Joins 2025 SIGMOD 4.9793485e-05
11,429 Sampling-based Predictive Database Buffer Management 2025 VLDB 4.9793485e-05
11,461 Oligolithic Cross-task Optimizations across Isolated Workloads* 2024 CIDR 4.9793485e-05
11,727 SH2O: Efficient Data Access for Work-Sharing Databases 2023 SIGMOD 4.9793485e-05
12,559 Mosquito: Another One Bites the Data Upload STream 2013 VLDB 4.9793485e-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 0.00068998927
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00064031282
48 Weaving Relations for Cache Performance 2001 VLDB 0.00043805923
61 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.000392237
128 An Evaluation of Buffer Management Strategies for Relational Database Systems 1985 VLDB 0.00030411805
129 Efficient and Extensible Algorithms for Multi Query Optimization 2000 SIGMOD 0.0003040756
216 Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing 1998 VLDB 0.00024485024
389 QPipe: A Simultaneously Pipelined Relational Query Engine 2005 SIGMOD 0.00019269777
634 Performance Tradeoffs in Read-Optimized Databases 2006 VLDB 0.00015373122
831 Pipelining in Multi-Query Optimization 2001 PODS 0.00013589597
1,520 Predictive Load Control for Flexible Buffer Allocation 1991 VLDB 0.00010383163
4,267 Buffer Pool Aware Query Optimization 2005 CIDR 6.6967071e-05
4,384 Reordering Query Execution in Tertiary Memory Databases 1996 VLDB 6.6259414e-05
4,791 Adaptive Database Buffer Allocation Using Query Feedback 1993 VLDB 6.4131306e-05
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