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Adaptive NUMA-aware data placement and task scheduling for analytical workloads in main-memory column-stores

Summary: Adaptive NUMA-aware data placement and task scheduling for in-memory column-stores to maximize local memory access across sockets. Tracks per-table/group socket usage, repartitions data to fix imbalances, and disables inter-socket stealing for memory-heavy tasks, enabling up to 4× throughput on copartitioned analytics. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11722
Venue
VLDB
Year
2017
Pagerank
6.6088324e-05
Overall Rank
4,607 | 68.40%
DOI
10.14778/3015274.3015275

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{psaroudakis_vldb17,
        title = {{Adaptive NUMA-aware data placement and task scheduling for analytical workloads in main-memory column-stores}},
        author = {Psaroudakis, Iraklis and Scheuer, Tobias and May, Norman and Sellami, Abdelkader and Ailamaki, Anastasia},
        journal = {PVLDB},
        series = {{VLDB} '17},
        volume = {10},
        number = {2},
        pages = {37--48},
        doi = {10.14778/3015274.3015275},
        url = {https://doi.org/10.14778/3015274.3015275},
        year = {2017}
}

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank Citing Paper Year Venue Pagerank
2,786 DB4ML – An In-Memory Database Kernel with Machine Learning Support 2020 SIGMOD 8.1207221e-05
3,647 Maximizing Persistent Memory Bandwidth Utilization for OLAP Workloads 2021 SIGMOD 7.2271935e-05
5,206 BriskStream: Scaling Data Stream Processing on Shared-Memory Multicore Architectures 2019 SIGMOD 6.3180444e-05
6,187 Robust Performance of Main Memory Data Structures by Configuration 2020 SIGMOD 5.9485755e-05
6,572 A Morsel-Driven Query Execution Engine for Heterogeneous Multi-Cores 2019 VLDB 5.8373744e-05
7,915 Krypton: Real-time Serving and Analytical SQL Engine at ByteDance 2023 VLDB 5.5181056e-05
8,386 A system design for elastically scaling transaction processing engines in virtualized servers 2020 VLDB 5.436614e-05
8,840 Low-Latency Transaction Scheduling via Userspace Interrupts: Why Wait or Yield When You Can Preempt? 2025 SIGMOD 5.3589906e-05
9,772 SAP HANA Cloud: Data Management for Modern Enterprise Applications 2025 SIGMOD 5.2209769e-05
9,858 Adaptive Energy-Control for In-Memory Database Systems 2018 SIGMOD 5.2061847e-05
10,479 P-MOSS: Scheduling Main-Memory Indexes Over NUMA Servers Using Next Token Prediction 2026 SIGMOD 5.093636e-05
11,333 The Case for DBMS Live Patching 2024 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

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

Rank Cited Paper Year Venue Pagerank
165 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00027693424
241 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023654664
246 Automating Physical Database Design in a Parallel Database 2002 SIGMOD 0.00023457421
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
501 Database Tuning Advisor for Microsoft SQL Server 2005 2004 VLDB 0.0001738508
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
2,250 Cache-Efficient Aggregation: Hashing Is Sorting 2015 SIGMOD 8.8694486e-05
3,200 Locality-aware Partitioning in Parallel Database Systems 2015 SIGMOD 7.642132e-05
4,001 Scaling Up Concurrent Main-Memory Column-Store Scans: Towards Adaptive NUMA-aware Data and Task Placement 2015 VLDB 6.9663191e-05
4,085 Deployment of Query Plans on Multicores 2015 VLDB 6.9149518e-05
4,560 Distributed Architecture of Oracle Database In-memory 2015 VLDB 6.6309507e-05
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