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Statisticum: Data Statistics Management in SAP HANA

Summary: Statisticum turns transient data statistics into consistency-checked integrity constraints, enabling optimizer rewrites, partition pruning, and semi-join reduction. SAP HANA’s dynamic partition-pruning implementation cuts memory use for 59% of TPC-H queries and yields up to 1000× speedups. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
11636
Venue
VLDB
Year
2017
Pagerank
5.7417459e-05
Overall Rank
6,907 | 52.62%
DOI
10.14778/3137765.3137780

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{nica_vldb17,
        title = {{Statisticum: Data Statistics Management in SAP HANA}},
        author = {Nica, Anisoara and Sherkat, Reza and Andrei, Mihnea and Cheng, Xun and Heidel, Martin and Bensberg, Christian and Gerwens, Heiko},
        journal = {PVLDB},
        series = {{VLDB} '17},
        volume = {10},
        number = {12},
        pages = {1658--1669},
        doi = {10.14778/3137765.3137780},
        url = {https://doi.org/10.14778/3137765.3137780},
        year = {2017}
}

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank Citing Paper Year Venue Pagerank
2,202 Quantifying TPC-H Choke Points and Their Optimizations 2020 VLDB 8.9639459e-05
3,137 Pushing Data-Induced Predicates Through Joins in Big-Data Clusters 2020 VLDB 7.7204167e-05
3,367 Native Store Extension for SAP HANA 2019 VLDB 7.4718829e-05
9,795 Fingerprints for Compressed Columnar Data Search 2019 SIGMOD 5.2185987e-05
10,690 Dynamic Pruning for Recursive Joins 2025 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 cited papers.

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

Rank Cited Paper Year Venue Pagerank
66 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00038561587
126 Schism: a Workload-Driven Approach to Database Replication and Partitioning 2010 VLDB 0.00030779127
199 Integrating Vertical and Horizontal Partitioning into Automated Physical Database Design 2004 SIGMOD 0.00025612088
227 Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing 1998 VLDB 0.00023958508
237 Amazon Redshift and the Case for Simpler Data Warehouses 2015 SIGMOD 0.0002369895
428 HYRISE—A Main Memory Hybrid Storage Engine 2011 VLDB 0.00018633493
494 Dependencies Revisited for Improving Data Quality 2008 PODS 0.00017526549
1,044 Fine-grained Partitioning for Aggressive Data Skipping 2014 SIGMOD 0.0001244236
1,126 Adaptive Range Filters for Cold Data: Avoiding Trips to Siberia 2013 VLDB 0.00012078607
1,632 Data Morphing: An Adaptive, Cache-Conscious Storage Technique 2003 VLDB 0.0001016847
1,648 BHUNT: Automatic Discovery of Fuzzy Algebraic Constraints in Relational Data 2003 VLDB 0.00010120668
3,106 Skipping-oriented Partitioning for Columnar Layouts 2017 VLDB 7.7515666e-05
3,199 Query Optimization Techniques for Partitioned Tables 2011 SIGMOD 7.6423984e-05
5,693 Exploiting Ordered Dictionaries to Efficiently Construct Histograms with Q-Error Guarantees in SAP HANA 2014 SIGMOD 6.1189424e-05
5,921 Page As You Go: Piecewise Columnar Access In SAP HANA 2016 SIGMOD 6.0417538e-05
8,202 Cubrick: Indexing Millions of Records per Second for Interactive Analytics 2016 VLDB 5.4672903e-05
9,492 READY: Completeness is in the Eye of the Beholder 2017 CIDR 5.2625108e-05
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