Statisticum: Data Statistics Management in SAP HANA

Summary: Constraint statistics: data integrity constraints from statistics, with implied constraints for optimization in HANA. Integrated in HANA; 59% of TPC-H queries prune cold partitions, with up to 3 orders of magnitude speedups on S/4HANA workloads. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11449
Venue: VLDB
Year: 2017
Pagerank: 4.8454978e-05
Overall Rank: 7,049 | 51.01%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,914	Quantifying TPC-H Choke Points and Their Optimizations	2020	VLDB	7.9197583e-05
3,907	Native Store Extension for SAP HANA	2019	VLDB	6.6384027e-05
3,923	Pushing Data-Induced Predicates Through Joins in Big-Data Clusters	2020	VLDB	6.6232068e-05
9,665	Fingerprints for Compressed Columnar Data Search	2019	SIGMOD	4.3041238e-05
10,415	Dynamic Pruning for Recursive Joins	2025	SIGMOD	4.1905499e-05

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
167	The Snowflake Elastic Data Warehouse	2016	SIGMOD	0.00039408116
208	Schism: a Workload-Driven Approach to Database Replication and Partitioning	2010	VLDB	0.00034478612
283	Integrating Vertical and Horizontal Partitioning into Automated Physical Database Design	2004	SIGMOD	0.00029024583
367	Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing	1998	VLDB	0.00025518228
424	Amazon Redshift and the Case for Simpler Data Warehouses	2015	SIGMOD	0.00023604384
560	Dependencies Revisited for Improving Data Quality	2008	PODS	0.0002012328
594	HYRISE—A Main Memory Hybrid Storage Engine	2011	VLDB	0.00019515008
1,468	Adaptive Range Filters for Cold Data: Avoiding Trips to Siberia	2013	VLDB	0.00011831457
1,473	Fine-grained Partitioning for Aggressive Data Skipping	2014	SIGMOD	0.00011786148
1,976	BHUNT: Automatic Discovery of Fuzzy Algebraic Constraints in Relational Data	2003	VLDB	9.8784644e-05
2,003	Data Morphing: An Adaptive, Cache-Conscious Storage Technique	2003	VLDB	9.8198787e-05
3,219	Query Optimization Techniques for Partitioned Tables	2011	SIGMOD	7.3592303e-05
3,731	Skipping-oriented Partitioning for Columnar Layouts	2017	VLDB	6.8074069e-05
5,887	Page As You Go: Piecewise Columnar Access In SAP HANA	2016	SIGMOD	5.2844554e-05
5,907	Exploiting Ordered Dictionaries to Efficiently Construct Histograms with Q-Error Guarantees in SAP HANA	2014	SIGMOD	5.2741214e-05
8,353	Cubrick: Indexing Millions of Records per Second for Interactive Analytics	2016	VLDB	4.5331059e-05
9,321	READY: Completeness is in the Eye of the Beholder	2017	CIDR	4.3517399e-05

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