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Demonstration of VerdictDB, the Platform-Independent AQP System

Summary: VerdictDB is a platform-independent AQP middleware at the driver, rewriting queries with no DB-internal changes. It employs variational subsampling for SQL-friendly error estimates, yielding up to 100x speedups with near-exact results on Spark SQL and Redshift; open-source under Apache 2.0. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5500
Venue
SIGMOD
Year
2018
Pagerank
4.1905499e-05
Overall Rank
11,717 | 18.57%
DOI
10.1145/3183713.3193538

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Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
1,161 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00013579831
5,817 BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees 2019 SIGMOD 5.3154329e-05
11,196 A Step Toward Deep Online Aggregation 2023 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

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

Rank Cited Paper Year Venue Pagerank
212 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00033997204
941 Wander Join: Online Aggregation via Random Walks 2016 SIGMOD 0.00015147831
1,151 Blink and It's Done: Interactive Queries on Very Large Data 2012 VLDB 0.00013634671
1,161 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00013579831
1,320 Quickr: Lazily Approximating Complex AdHoc Queries in BigData Clusters 2016 SIGMOD 0.00012606067
1,451 Online Aggregation for Large MapReduce Jobs 2011 VLDB 0.00011925842
1,867 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems 2014 SIGMOD 0.00010264932
2,239 Performance and Resource Modeling in Highly-Concurrent OLTP Workloads 2013 SIGMOD 9.2163469e-05
2,424 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 8.8415494e-05
2,589 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 8.4868591e-05
3,133 Relational Confidence Bounds Are Easy With The Bootstrap* 2005 SIGMOD 7.4979168e-05
3,335 SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics 2017 CIDR 7.2023806e-05
3,596 Continuous Sampling for Online Aggregation Over Multiple Queries 2010 SIGMOD 6.9342283e-05
4,003 DBSeer: Resource and Performance Prediction for Building a Next Generation Database Cloud 2013 CIDR 6.5406297e-05
5,269 SnappyData: A Hybrid Transactional Analytical Store Built On Spark 2016 SIGMOD 5.5926223e-05
5,578 CliffGuard: A Principled Framework for Finding Robust Database Designs 2015 SIGMOD 5.4231783e-05
5,867 ABS: a System for Scalable Approximate Queries with Accuracy Guarantees 2014 SIGMOD 5.2933639e-05
6,402 Approximate Query Engines: Commercial Challenges and Research Opportunities 2017 SIGMOD 5.0725227e-05
13,367 Verdict: A System for Stochastic Query Planning 2015 CIDR -
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