DBScholar

Back to papers

Scaling Up Concurrent Main-Memory Column-Store Scans: Towards Adaptive NUMA-aware Data and Task Placement

Summary: NUMA-aware data placement and task scheduling for concurrent main-memory column-stores. Comparative evaluation shows unnecessary partitioning reduces throughput up to 70% and memory-heavy task stealing up to 58%, motivating adaptive, workload-aware design. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11210
Venue
VLDB
Year
2015
Pagerank
6.9663191e-05
Overall Rank
4,001 | 72.56%
DOI
10.14778/2824032.2824037

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{psaroudakis_vldb15,
        title = {{Scaling Up Concurrent Main-Memory Column-Store Scans: Towards Adaptive NUMA-aware Data and Task Placement}},
        author = {Psaroudakis, Iraklis and Scheuer, Tobias and May, Norman and Sellami, Abdelkader and Ailamaki, Anastasia},
        journal = {PVLDB},
        series = {{VLDB} '15},
        volume = {8},
        number = {12},
        pages = {1442--1453},
        doi = {10.14778/2824032.2824037},
        url = {https://doi.org/10.14778/2824032.2824037},
        year = {2015}
}

Incoming Citations (Sorted by Pagerank)

Showing 11 of 11 citing papers.

Rank Citing Paper Year Venue Pagerank
1,238 BatchDB: Efficient Isolated Execution of Hybrid OLTP+OLAP Workloads for Interactive Applications 2017 SIGMOD 0.00011543368
3,647 Maximizing Persistent Memory Bandwidth Utilization for OLAP Workloads 2021 SIGMOD 7.2271935e-05
3,851 Analyzing Efficient Stream Processing on Modern Hardware 2019 VLDB 7.0735328e-05
4,493 Self-Tuning Query Scheduling for Analytical Workloads 2021 SIGMOD 6.6647555e-05
4,607 Adaptive NUMA-aware data placement and task scheduling for analytical workloads in main-memory column-stores 2017 VLDB 6.6088324e-05
5,148 LSched: A Workload-Aware Learned Query Scheduler for Analytical Database Systems 2022 SIGMOD 6.3465986e-05
5,206 BriskStream: Scaling Data Stream Processing on Shared-Memory Multicore Architectures 2019 SIGMOD 6.3180444e-05
8,072 Operational Analytics Data Management Systems 2016 VLDB 5.4933919e-05
10,096 Out-of-order Execution of Database Queries 2020 VLDB 5.1523392e-05
10,479 P-MOSS: Scheduling Main-Memory Indexes Over NUMA Servers Using Next Token Prediction 2026 SIGMOD 5.093636e-05
12,067 JexLog: A Sonar for the Abyss 2016 VLDB 5.093636e-05
Previous Page 1 / 1 Next

Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

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

Rank Cited Paper Year Venue Pagerank
68 The End of an Architectural Era (It’s Time for a Complete Rewrite) 2007 VLDB 0.00038446206
165 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00027693424
216 SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units 2009 VLDB 0.00024498128
241 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023654664
252 Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014 VLDB 0.00023242719
423 Massively Parallel Sort-Merge Joins in Main Memory Multi-Core Database Systems 2012 VLDB 0.00018725853
940 Enhancements to SQL Server Column Stores 2013 SIGMOD 0.00013081205
1,203 NUMA-aware algorithms: the case of data shuffling 2013 CIDR 0.00011671169
4,085 Deployment of Query Plans on Multicores 2015 VLDB 6.9149518e-05
6,017 Data Mining with the SAP NetWeaver BI Accelerator 2006 VLDB 6.0061791e-05
9,288 How to Stop Under-Utilization and Love Multicores 2014 SIGMOD 5.2912652e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

# Overall Rank Paper Year Venue
1 12,524 Adaptively Parallelizing Distributed Range Queries 2009 VLDB
2 7,242 Fast Multi-Column Sorting in Main-Memory Column-Stores 2016 SIGMOD
3 6,653 Adaptive Data Skipping in Main-Memory Systems 2016 SIGMOD
4 7,585 Query Centric Partitioning and Allocation for Partially Replicated Database Systems 2017 SIGMOD
5 761 Cooperative Scans: Dynamic Bandwidth Sharing in a DBMS 2007 VLDB
6 3,106 Skipping-oriented Partitioning for Columnar Layouts 2017 VLDB
7 1,203 NUMA-aware algorithms: the case of data shuffling 2013 CIDR
8 6,161 Data Partitioning for In-Memory Systems: Myths, Challenges, and Opportunities 2019 CIDR
9 1,177 A Comprehensive Study of Main-Memory Partitioning and its Application to Large-Scale Comparison- and Radix-Sort 2014 SIGMOD
10 4,607 Adaptive NUMA-aware data placement and task scheduling for analytical workloads in main-memory column-stores 2017 VLDB