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: 11022
Venue: VLDB
Year: 2015
Pagerank: 6.293052e-05
Overall Rank: 4,282 | 70.22%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 11 of 11 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,507	BatchDB: Efficient Isolated Execution of Hybrid OLTP+OLAP Workloads for Interactive Applications	2017	SIGMOD	0.00011617967
4,281	Maximizing Persistent Memory Bandwidth Utilization for OLAP Workloads	2021	SIGMOD	6.2940039e-05
4,488	Analyzing Efficient Stream Processing on Modern Hardware	2019	VLDB	6.145117e-05
5,109	Adaptive NUMA-aware data placement and task scheduling for analytical workloads in main-memory column-stores	2017	VLDB	5.6908086e-05
5,212	Self-Tuning Query Scheduling for Analytical Workloads	2021	SIGMOD	5.6262923e-05
5,657	BriskStream: Scaling Data Stream Processing on Shared-Memory Multicore Architectures	2019	SIGMOD	5.3864606e-05
5,671	LSched: A Workload-Aware Learned Query Scheduler for Analytical Database Systems	2022	SIGMOD	5.3803919e-05
7,866	Operational Analytics Data Management Systems	2016	VLDB	4.6321795e-05
9,944	Out-of-order Execution of Database Queries	2020	VLDB	4.2446672e-05
10,190	P-MOSS: Scheduling Main-Memory Indexes Over NUMA Servers Using Next Token Prediction	2026	SIGMOD	4.1945683e-05
11,866	JexLog: A Sonar for the Abyss	2016	VLDB	4.1945683e-05

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
86	The End of an Architectural Era (It's Time for a Complete Rewrite)	2007	VLDB	0.00052563276
241	DB2 with BLU Acceleration: So Much More than Just a Column Store	2013	VLDB	0.00031420034
305	SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units	2009	VLDB	0.00028248614
404	Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited	2014	VLDB	0.00024143076
418	Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age	2014	SIGMOD	0.00023729211
585	Massively Parallel Sort-Merge Joins in Main Memory Multi-Core Database Systems	2012	VLDB	0.00019706145
1,223	Enhancements to SQL Server Column Stores	2013	SIGMOD	0.00013207641
1,543	NUMA-aware algorithms: the case of data shuffling	2013	CIDR	0.0001145318
4,610	Deployment of Query Plans on Multicores	2015	VLDB	6.0516573e-05
6,128	Data Mining with the SAP NetWeaver BI Accelerator	2006	VLDB	5.1979556e-05
9,070	How to Stop Under-Utilization and Love Multicores	2014	SIGMOD	4.4031183e-05

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