DeepOLA: Online Aggregation for Deeply Nested Queries

Summary: Online aggregation for deeply nested, multi-partition queries with incremental updates. Estimates within reasonable error in a fraction of the original runtime on TPC-H, enabling efficient analysis of complex nested workloads. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: h465ad7e314684c0a
Venue: SIGMOD
Year: 2022
Pagerank: 5.0377739e-05
Overall Rank: 10,314 | 30.66%
DOI: 10.1145/3514221.3520249

Incoming Non-self Citations Over Time

Authors

1. Nikhil Sheoran (University of Illinois Urbana-Champaign)

BibTeX Citation

@inproceedings{sheoran_sigmod22,
        title = {{DeepOLA: Online Aggregation for Deeply Nested Queries}},
        author = {Sheoran, Nikhil},
        series = {{SIGMOD} '22},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3514221.3520249},
        url = {https://dl.acm.org/doi/10.1145/3514221.3520249},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,223	PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees	2025	SIGMOD	5.3751366e-05

Outgoing Citations (Sorted by Pagerank)

Showing 5 of 5 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
9	Online Aggregation	1997	SIGMOD	0.00076195956
135	Ripple Joins for Online Aggregation	1999	SIGMOD	0.00029866033
1,820	A Scalable Hash Ripple Join Algorithm	2002	SIGMOD	9.5690887e-05
1,868	G-OLA: Generalized On-Line Aggregation for Interactive Analysis on Big Data	2015	SIGMOD	9.4754064e-05
2,081	Incremental Maintenance for Non-Distributive Aggregate Functions	2002	VLDB	9.0742282e-05

Semantically Similar Papers

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1	3,271	Estimating Cardinalities with Deep Sketches	2019	SIGMOD
2	9,333	Deep Query Optimization	2019	SIGMOD
3	700	Explaining differences in multidimensional aggregates	1999	VLDB
4	7,247	Depth Estimation for Ranking Query Optimization	2007	VLDB
5	3,349	Reverse Engineering Aggregation Queries	2017	VLDB
6	6,227	iOLAP: Managing Uncertainty for Efficient Incremental OLAP	2016	SIGMOD
7	11,857	DeepO: A Learned Query Optimizer	2022	SIGMOD
8	5,200	Extending Practical Pre-Aggregation in On-Line Analytical Processing	1999	VLDB
9	1,868	G-OLA: Generalized On-Line Aggregation for Interactive Analysis on Big Data	2015	SIGMOD
10	9,575	A Step Toward Deep Online Aggregation	2023	SIGMOD