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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
h0de26f3a75aa1e54
Venue
SIGMOD
Year
2014
Pagerank
0.00024554257
Overall Rank
215 | 98.57%
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 133 citing papers.

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5,265 DuckPGQ: Bringing SQL/PGQ to DuckDB 2023 VLDB 6.1922502e-05
5,347 BriskStream: Scaling Data Stream Processing on Shared-Memory Multicore Architectures 2019 SIGMOD 6.1566135e-05
5,353 MxTasks: How to Make Efficient Synchronization and Prefetching Easy 2021 SIGMOD 6.1518275e-05
5,475 Evolution of a Compiling Query Engine 2021 VLDB 6.1009218e-05
5,564 Charting the Design Space of Query Execution using VOILA 2021 VLDB 6.0660209e-05
5,787 Database Technology for the Masses: Sub-Operators as First-Class Entities 2021 VLDB 5.9768075e-05
6,302 Elastic Pipelining in an In-Memory Database Cluster 2016 SIGMOD 5.8013694e-05
6,305 Declarative Sub-Operators for Universal Data Processing 2023 VLDB 5.8008469e-05
6,332 Robust Performance of Main Memory Data Structures by Configuration 2020 SIGMOD 5.7934902e-05
6,393 GPU-accelerated data management under the test of time 2020 CIDR 5.7858902e-05
6,425 MorphStore: Analytical Query Engine with a Holistic Compression-Enabled Processing Model 2020 VLDB 5.7716425e-05
6,456 Grizzly: Efficient Stream Processing Through Adaptive Query Compilation 2020 SIGMOD 5.7616575e-05
6,571 Maximus: A Modular Accelerated Query Engine for Data Analytics on Heterogeneous Systems 2025 SIGMOD 5.7278348e-05
6,572 MotherDuck: DuckDB in the cloud and in the client 2024 CIDR 5.7274794e-05
6,674 A Morsel-Driven Query Execution Engine for Heterogeneous Multi-Cores 2019 VLDB 5.6969479e-05
6,740 Memory-Optimized Multi-Version Concurrency Control for Disk-Based Database Systems 2022 VLDB 5.6774409e-05
6,765 Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine 2025 SIGMOD 5.6695399e-05
6,902 DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines 2022 CIDR 5.6365602e-05
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7,169 Cost-Intelligent Data Analytics in the Cloud 2024 CIDR 5.5789764e-05
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7,505 CUBIT: Concurrent Updatable Bitmap Indexing 2025 VLDB 5.4920201e-05
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7,887 Building Advanced SQL Analytics From Low-Level Plan Operators 2021 SIGMOD 5.4162508e-05
7,927 A Practical Approach to Groupjoin and Nested Aggregates 2021 VLDB 5.4082473e-05
7,980 Cloud-Native Database Systems and Unikernels: Reimagining OS Abstractions for Modern Hardware 2024 VLDB 5.3971087e-05
7,983 Excalibur: A Virtual Machine for Adaptive Fine-grained JIT-Compiled Query Execution based on VOILA 2023 VLDB 5.3962907e-05
7,996 Rethinking Stateful Stream Processing with RDMA 2022 SIGMOD 5.3941543e-05
8,053 Micro-architectural Analysis of OLAP: Limitations and Opportunities 2020 VLDB 5.3833661e-05
8,097 Robust Recursive Query Parallelism in Graph Database Management Systems 2025 VLDB 5.3739121e-05
8,107 Krypton: Real-time Serving and Analytical SQL Engine at ByteDance 2023 VLDB 5.3739121e-05
8,390 Interleaved Multi-Vectorizing 2020 VLDB 5.325009e-05
8,556 GRainDB: A Relational-core Graph-Relational DBMS 2022 CIDR 5.3017563e-05
8,635 The Key to Effective UDF Optimization: Before Inlining, First Perform Outlining 2025 VLDB 5.2832224e-05
8,781 Zero-sided RDMA: Network-driven Data Shuffling for Disaggregated Heterogeneous Cloud DBMSs 2024 SIGMOD 5.2647498e-05
8,848 Efficient Evaluation of Arbitrarily-Framed Holistic SQL Aggregates and Window Functions 2022 SIGMOD 5.2492386e-05
8,849 Boosting Efficiency of External Pipelines by Blurring Application Boundaries 2022 CIDR 5.2492156e-05
8,979 Tao: Improving Resource Utilization while Guaranteeing SLO in Multi-tenant Relational Database-as-a-Service 2024 SIGMOD 5.2330911e-05
9,014 Resource-Adaptive Query Execution with Paged Memory Management 2025 CIDR 5.2235585e-05
9,024 Low-Latency Transaction Scheduling via Userspace Interrupts: Why Wait or Yield When You Can Preempt? 2025 SIGMOD 5.2209552e-05
9,049 A Model for Query Execution Over Heterogeneous Instances 2024 CIDR 5.2153075e-05
9,061 Themis: A GPU-accelerated Relational Query Execution Engine 2025 VLDB 5.2142646e-05
9,206 Experimental Evaluation of Optimizing Memory Consumption in SAP HANA Using PEOopt 2025 SIGMOD 5.1944456e-05
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9,358 PerMA-Bench: Benchmarking Persistent Memory Access 2022 VLDB 5.1745153e-05
9,587 Engineering High-Performance Database Engines 2014 VLDB 5.1391768e-05
9,594 Global Hash Tables Strike Back! An Analysis of Parallel GROUP BY Aggregation 2026 VLDB 5.1376962e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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