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Building Advanced SQL Analytics From Low-Level Plan Operators

Summary: Unified framework to compose all SQL advanced aggregates (associative, distinct, window, grouping) from low-level plan operators. Reuses materialized intermediates, modularizes aggregate implementations, and speeds up queries; Umbra beats HyPer. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h67ce8d8a1314b59d
Venue
SIGMOD
Year
2021
Pagerank
5.4365876e-05
Overall Rank
7,866 | 47.12%
DOI
10.1145/3448016.3457288

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{kohn_sigmod21,
        title = {{Building Advanced SQL Analytics From Low-Level Plan Operators}},
        author = {Kohn, André and Leis, Viktor and Neumann, Thomas},
        series = {{SIGMOD} '21},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3448016.3457288},
        url = {https://dl.acm.org/doi/10.1145/3448016.3457288},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 27 of 27 cited papers.

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

Rank Cited Paper Year Venue Pagerank
1 Access Path Selection in a Relational Database Management System 1979 SIGMOD 0.0023947656
15 How Good Are Query Optimizers, Really? 2016 VLDB 0.00061066921
21 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00056855599
163 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.0002749118
196 Grammar-like Functional Rules for Representing Query Optimization Alternatives 1988 SIGMOD 0.00025626873
215 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00024598661
251 Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014 VLDB 0.00023143736
361 Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs 2011 SIGMOD 0.00020006406
373 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00019711632
423 Massively Parallel Sort-Merge Joins in Main Memory Multi-Core Database Systems 2012 VLDB 0.00018491327
630 A Rule-Based View of Query Optimization 1987 SIGMOD 0.0001541799
722 Efficient Implementation of Sorting on Multi-Core SIMD CPU Architecture 2008 VLDB 0.00014488003
969 Memory-Efficient Hash Joins 2015 VLDB 0.0001278184
1,193 Weld: A Common Runtime for High Performance Data Analytics 2017 CIDR 0.0001158809
1,266 An Experimental Comparison of Thirteen Relational Equi-Joins in Main Memory 2016 SIGMOD 0.00011269175
1,444 An Architecture for Compiling UDF-centric Workflows 2015 VLDB 0.0001063181
1,473 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 0.00010557973
1,596 Adopting Worst-Case Optimal Joins in Relational Database Systems 2020 VLDB 0.00010127607
2,123 Tupleware: "Big" Data, Big Analytics, Small Clusters 2015 CIDR 9.0060385e-05
2,227 Spinning Fast Iterative Data Flows 2012 VLDB 8.8021772e-05
2,245 Cache-Efficient Aggregation: Hashing Is Sorting 2015 SIGMOD 8.7649358e-05
2,818 To Partition, or Not to Partition, That is the Join Question in a Real System 2021 SIGMOD 7.9739791e-05
3,427 Efficient Processing of Window Functions in Analytical SQL Queries 2015 VLDB 7.3082914e-05
3,833 Optimization of Analytic Window Functions 2012 VLDB 6.9942782e-05
6,036 Incremental Computation of Common Windowed Holistic Aggregates 2016 VLDB 5.9087766e-05
7,029 The Case for Deep Query Optimisation 2020 CIDR 5.6174811e-05
7,495 Fast Multi-Column Sorting in Main-Memory Column-Stores 2016 SIGMOD 5.5091753e-05
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