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Approximate Query Engines: Commercial Challenges and Research Opportunities

Summary: Surveys AQP in industry, highlighting deployment, planning, and interface challenges for commercial use. Identifies opportunities from reusing past work and adaptive answering, outlining directions to boost efficiency and accuracy for real-world use. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
had35a6800fa749b2
Venue
SIGMOD
Year
2017
Pagerank
5.8956963e-05
Overall Rank
6,014 | 59.69%
DOI
10.1145/3035918.3056098

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{mozafari_sigmod17,
        title = {{Approximate Query Engines: Commercial Challenges and Research Opportunities}},
        author = {Mozafari, Barzan},
        series = {{SIGMOD} '17},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3035918.3056098},
        url = {https://dl.acm.org/doi/10.1145/3035918.3056098},
        year = {2017}
}

Incoming Citations (Sorted by Pagerank)

Showing 14 of 14 citing papers.

Rank Citing Paper Year Venue Pagerank
770 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00014086699
2,040 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 9.1319608e-05
4,730 Optimal Join Algorithms Meet Top-k 2020 SIGMOD 6.4313418e-05
5,049 Adaptive Sampling for Rapidly Matching Histograms 2018 VLDB 6.287033e-05
5,841 Joins on Samples: A Theoretical Guide for Practitioners 2020 VLDB 5.9569427e-05
5,885 BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees 2019 SIGMOD 5.9421702e-05
7,745 PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees 2025 SIGMOD 5.4457135e-05
8,790 One Size Does Not Fit All: A Bandit-Based Sampler Combination Framework with Theoretical Guarantees 2022 SIGMOD 5.2633515e-05
8,915 FastPDB: Towards Bag-Probabilistic Queries at Interactive Speeds 2025 SIGMOD 5.2361195e-05
9,154 Hit the Gym: Accelerating Query Execution to Efficiently Bootstrap Behavior Models for Self-Driving Database Management Systems 2024 VLDB 5.2050937e-05
9,415 JENNER: Just-in-time Enrichment in Query Processing 2022 VLDB 5.1672232e-05
11,252 FAAQP: Fast and Accurate Approximate Query Processing based on Bitmap-augmented Sum-Product Network 2025 SIGMOD 4.9605343e-05
11,591 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 4.9605343e-05
12,264 Demonstration of VerdictDB, the Platform-Independent AQP System 2018 SIGMOD 4.9605343e-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
9 Online Aggregation 1997 SIGMOD 0.00076079812
21 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00056737487
138 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00029532435
594 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00015814493
951 Aqua: A Fast Decision Support System Using Approximate Query Answers 1999 VLDB 0.00012886042
1,022 Online Aggregation for Large MapReduce Jobs 2011 VLDB 0.00012400958
1,435 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems 2014 SIGMOD 0.00010659454
1,874 G-OLA: Generalized On-Line Aggregation for Interactive Analysis on Big Data 2015 SIGMOD 9.4470874e-05
1,940 Performance and Resource Modeling in Highly-Concurrent OLTP Workloads 2013 SIGMOD 9.3179491e-05
2,040 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 9.1319608e-05
2,231 DAQ: A New Paradigm for Approximate Query Processing 2015 VLDB 8.7882698e-05
2,871 SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics 2017 CIDR 7.9024682e-05
3,220 Turbo-Charging Estimate Convergence in DBO 2009 VLDB 7.5077984e-05
4,091 DBSeer: Resource and Performance Prediction for Building a Next Generation Database Cloud 2013 CIDR 6.7959748e-05
5,324 CliffGuard: A Principled Framework for Finding Robust Database Designs 2015 SIGMOD 6.1645235e-05
5,832 SnappyData: A Hybrid Transactional Analytical Store Built On Spark 2016 SIGMOD 5.9623153e-05
13,913 Verdict: A System for Stochastic Query Planning 2015 CIDR -
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