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Experimental Evaluation of Optimizing Memory Consumption in SAP HANA Using PEOopt

Summary: PEOopt: optimize Pipeline Execution Order to cut memory from intermediates in SAP HANA by shrinking pipeline-breaker lifetimes. Experiments show 36% memory reduction with negligible runtime on long queries under high intra-pipeline parallelism. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h684226bc8ac8e059
Venue
SIGMOD
Year
2025
Pagerank
5.1944456e-05
Overall Rank
9,206 | 38.30%
DOI
10.1145/3722212.3724437
PDF
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Authors

BibTeX Citation

@inproceedings{landgraf_sigmod25,
        title = {{Experimental Evaluation of Optimizing Memory Consumption in SAP HANA Using PEOopt}},
        author = {Landgraf, Lukas and Wolf, Florian and Lehner, Wolfgang},
        series = {{SIGMOD} '25},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3722212.3724437},
        url = {https://dl.acm.org/doi/10.1145/3722212.3724437},
        year = {2025}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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

Rank Cited Paper Year Venue Pagerank
215 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00024554257
670 SharedDB: Killing One Thousand Queries With One Stone 2012 VLDB 0.00014929358
965 Memory-Efficient Hash Joins 2015 VLDB 0.00012778081
1,048 Accelerating Relational Databases by Leveraging Remote Memory and RDMA 2016 SIGMOD 0.00012302514
1,052 Chain: Operator Scheduling for Memory Minimization in Data Stream Systems 2003 SIGMOD 0.00012262678
2,993 Parallel Query Scheduling and Optimization with Time- and Space-Shared Resources 1997 VLDB 7.7579154e-05
3,408 Native Store Extension for SAP HANA 2019 VLDB 7.3093844e-05
6,125 On the Complexity of Generating Optimal Plans with Cross Products (extended abstract) 1997 PODS 5.862077e-05
6,425 MorphStore: Analytical Query Engine with a Holistic Compression-Enabled Processing Model 2020 VLDB 5.7716425e-05
7,439 Is Perfect Hashing Practical for OLAP Systems? 2024 CIDR 5.5122587e-05
9,014 Resource-Adaptive Query Execution with Paged Memory Management 2025 CIDR 5.2235585e-05
9,093 A Design Space Exploration and Evaluation for Main-Memory Hash Joins in Storage Class Memory 2023 VLDB 5.208561e-05
9,565 Enterprise Application-Database Co-Innovation for Hybrid Transactional/Analytical Processing: A Virtual Data Model and Its Query Optimization Needs 2025 SIGMOD 5.1460502e-05
9,570 SAP HANA Cloud: Data Management for Modern Enterprise Applications 2025 SIGMOD 5.1436016e-05
9,822 Memory Efficient Scheduling of Query Pipeline Execution 2022 CIDR 5.1092136e-05
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