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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
5.214147e-05
Overall Rank
9,168 | 38.36%
DOI
10.1145/3722212.3724437

Incoming Non-self Citations Over Time

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 0.00024598661
667 SharedDB: Killing One Thousand Queries With One Stone 2012 VLDB 0.00014978213
969 Memory-Efficient Hash Joins 2015 VLDB 0.0001278184
1,047 Chain: Operator Scheduling for Memory Minimization in Data Stream Systems 2003 SIGMOD 0.00012308922
1,059 Accelerating Relational Databases by Leveraging Remote Memory and RDMA 2016 SIGMOD 0.00012224884
3,091 Parallel Query Scheduling and Optimization with Time- and Space-Shared Resources 1997 VLDB 7.6578995e-05
3,406 Native Store Extension for SAP HANA 2019 VLDB 7.3281944e-05
6,110 On the Complexity of Generating Optimal Plans with Cross Products (extended abstract) 1997 PODS 5.8843027e-05
6,417 MorphStore: Analytical Query Engine with a Holistic Compression-Enabled Processing Model 2020 VLDB 5.791405e-05
7,416 Is Perfect Hashing Practical for OLAP Systems? 2024 CIDR 5.5331654e-05
8,983 Resource-Adaptive Query Execution with Paged Memory Management 2025 CIDR 5.2433703e-05
9,064 A Design Space Exploration and Evaluation for Main-Memory Hash Joins in Storage Class Memory 2023 VLDB 5.2283159e-05
9,529 Enterprise Application-Database Co-Innovation for Hybrid Transactional/Analytical Processing: A Virtual Data Model and Its Query Optimization Needs 2025 SIGMOD 5.165568e-05
9,536 SAP HANA Cloud: Data Management for Modern Enterprise Applications 2025 SIGMOD 5.1631101e-05
9,784 Memory Efficient Scheduling of Query Pipeline Execution 2022 CIDR 5.1285917e-05
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