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Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age

Summary: Introduces morsel-driven parallelism: NUMA-aware, fine-grained tasks that schedule small data morsels to run complete operator pipelines, bypassing plan-driven load balance. Dispatcher maps morsels to NUMA-local workers, enabling elastic parallelism and achieving >30x speedup on 32 cores for TPC-H/SSB. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4940
Venue
SIGMOD
Year
2014
Pagerank
0.00023654664
Overall Rank
241 | 98.35%
DOI
10.1145/2588555.2610507

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{leis_sigmod14,
        title = {{Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age}},
        author = {Leis, Viktor and Boncz, Peter and Kemper, Alfons and Neumann, Thomas},
        series = {{SIGMOD} '14},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2588555.2610507},
        url = {https://dl.acm.org/doi/10.1145/2588555.2610507},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 123 citing papers.

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5,469 Apache Arrow DataFusion: A Fast, Embeddable, Modular Analytic Query Engine 2024 SIGMOD 6.2073056e-05
5,477 PolarDB-IMCI: A Cloud-Native HTAP Database System at Alibaba 2023 SIGMOD 6.2051869e-05
5,765 Charting the Design Space of Query Execution using VOILA 2021 VLDB 6.0953705e-05
6,187 Robust Performance of Main Memory Data Structures by Configuration 2020 SIGMOD 5.9485755e-05
6,207 The 3D Hash Join: Building On Non-Unique Join Attributes 2022 CIDR 5.9429869e-05
6,253 Declarative Sub-Operators for Universal Data Processing 2023 VLDB 5.940599e-05
6,255 Elastic Pipelining in an In-Memory Database Cluster 2016 SIGMOD 5.9399698e-05
6,263 Database Technology for the Masses: Sub-Operators as First-Class Entities 2021 VLDB 5.936052e-05
6,349 Grizzly: Efficient Stream Processing Through Adaptive Query Compilation 2020 SIGMOD 5.9049304e-05
6,439 DuckPGQ: Bringing SQL/PGQ to DuckDB 2023 VLDB 5.8787285e-05
6,481 MotherDuck: DuckDB in the cloud and in the client 2024 CIDR 5.8669399e-05
6,572 A Morsel-Driven Query Execution Engine for Heterogeneous Multi-Cores 2019 VLDB 5.8373744e-05
6,614 Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine 2025 SIGMOD 5.8216658e-05
6,665 MorphStore: Analytical Query Engine with a Holistic Compression-Enabled Processing Model 2020 VLDB 5.8089595e-05
6,835 GPU-accelerated data management under the test of time 2020 CIDR 5.7584924e-05
6,999 DuckPGQ: Efficient Property Graph Queries in an analytical RDBMS 2023 CIDR 5.7291934e-05
7,156 The Case for Deep Query Optimisation 2020 CIDR 5.686096e-05
7,160 DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines 2022 CIDR 5.6855887e-05
7,184 Memory-Optimized Multi-Version Concurrency Control for Disk-Based Database Systems 2022 VLDB 5.6785094e-05
7,207 A Scalable and Generic Approach to Range Joins 2022 VLDB 5.6727648e-05
7,589 Cost-Intelligent Data Analytics in the Cloud 2024 CIDR 5.5907048e-05
7,774 Building Advanced SQL Analytics From Low-Level Plan Operators 2021 SIGMOD 5.5468469e-05
7,787 A Practical Approach to Groupjoin and Nested Aggregates 2021 VLDB 5.5449593e-05
7,802 Cloud-Native Database Systems and Unikernels: Reimagining OS Abstractions for Modern Hardware 2024 VLDB 5.5418836e-05
7,814 Rethinking Stateful Stream Processing with RDMA 2022 SIGMOD 5.5389009e-05
7,899 Modularis: Modular Relational Analytics over Heterogeneous Distributed Platforms 2021 VLDB 5.5195553e-05
7,915 Krypton: Real-time Serving and Analytical SQL Engine at ByteDance 2023 VLDB 5.5181056e-05
7,960 CUBIT: Concurrent Updatable Bitmap Indexing 2025 VLDB 5.5181056e-05
7,991 Micro-architectural Analysis of OLAP: Limitations and Opportunities 2020 VLDB 5.5107319e-05
8,053 Maximus: A Modular Accelerated Query Engine for Data Analytics on Heterogeneous Systems 2025 SIGMOD 5.4990605e-05
8,232 Adaptive Factorization Using Linear-Chained Hash Tables 2025 CIDR 5.4612012e-05
8,238 Interleaved Multi-Vectorizing 2020 VLDB 5.4599422e-05
8,368 Excalibur: A Virtual Machine for Adaptive Fine-grained JIT-Compiled Query Execution based on VOILA 2023 VLDB 5.4419148e-05
8,376 GRainDB: A Relational-core Graph-Relational DBMS 2022 CIDR 5.4389021e-05
8,443 Analyzing Vectorized Hash Tables Across CPU Architectures 2023 VLDB 5.4243766e-05
8,596 Zero-sided RDMA: Network-driven Data Shuffling for Disaggregated Heterogeneous Cloud DBMSs 2024 SIGMOD 5.4051515e-05
8,674 Boosting Efficiency of External Pipelines by Blurring Application Boundaries 2022 CIDR 5.3869233e-05
8,685 Efficient Evaluation of Arbitrarily-Framed Holistic SQL Aggregates and Window Functions 2022 SIGMOD 5.3849617e-05
8,785 Tao: Improving Resource Utilization while Guaranteeing SLO in Multi-tenant Relational Database-as-a-Service 2024 SIGMOD 5.3735061e-05
8,818 Resource-Adaptive Query Execution with Paged Memory Management 2025 CIDR 5.3637177e-05
8,840 Low-Latency Transaction Scheduling via Userspace Interrupts: Why Wait or Yield When You Can Preempt? 2025 SIGMOD 5.3589906e-05
8,887 A Model for Query Execution Over Heterogeneous Instances 2024 CIDR 5.3512451e-05
9,007 Experimental Evaluation of Optimizing Memory Consumption in SAP HANA Using PEOopt 2025 SIGMOD 5.3338237e-05
9,150 PerMA-Bench: Benchmarking Persistent Memory Access 2022 VLDB 5.3133586e-05
9,154 On-Demand State Separation for Cloud Data Warehousing 2022 VLDB 5.3123022e-05
9,280 Themis: A GPU-accelerated Relational Query Execution Engine 2025 VLDB 5.2933689e-05
9,415 The Key to Effective UDF Optimization: Before Inlining, First Perform Outlining 2025 VLDB 5.2742285e-05
9,450 Engineering High-Performance Database Engines 2014 VLDB 5.2660195e-05
9,612 Memory Efficient Scheduling of Query Pipeline Execution 2022 CIDR 5.2449175e-05
10,039 Towards Resource-adaptive Query Execution in Cloud Native Databases 2024 CIDR 5.1723558e-05
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Outgoing Citations (Sorted by Pagerank)

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