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The MemSQL Query Optimizer: A modern optimizer for real-time analytics in a distributed database

Summary: Presents MemSQL’s distribution-aware optimizer for sub-second, complex analytics on a scale-out engine. Jointly considers rewrites, join enumeration, and distributed costing, using rewrite-based bushy-join exploration to improve plans without sacrificing optimization speed. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h93b6d1f0c91ebbee
Venue
VLDB
Year
2016
Pagerank
8.2217101e-05
Overall Rank
2,618 | 82.40%
DOI
10.14778/3007263.3007272

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{chen_vldb16,
        title = {{The MemSQL Query Optimizer: A modern optimizer for real-time analytics in a distributed database}},
        author = {Chen, Jack and Jindel, Samir and Walzer, Robert and Sen, Rajkumar and Jimsheleishvilli, Nika and Andrews, Michael},
        journal = {PVLDB},
        series = {{VLDB} '16},
        volume = {9},
        number = {13},
        pages = {1401--1412},
        doi = {10.14778/3007263.3007272},
        url = {https://doi.org/10.14778/3007263.3007272},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 21 of 21 citing papers.

Rank Citing Paper Year Venue Pagerank
1,893 WeTune: Automatic Discovery and Verification of Query Rewrite Rules 2022 SIGMOD 9.4126198e-05
2,085 SingleStore-V: An Integrated Vector Database System in SingleStore 2024 VLDB 9.0709364e-05
2,812 OceanBase: A 707 Million tpmC Distributed Relational Database System 2022 VLDB 7.9811649e-05
3,194 One WITH RECURSIVE is Worth Many GOTOs 2021 SIGMOD 7.5498012e-05
3,884 FiGO: Fine-Grained Query Optimization in Video Analytics 2022 SIGMOD 6.948464e-05
4,172 Pinot: Realtime OLAP for 530 Million Users 2018 SIGMOD 6.7598973e-05
4,201 The Case for Distributed Shared-Memory Databases with RDMA-Enabled Memory Disaggregation 2023 VLDB 6.7375318e-05
4,828 Cloud-Native Transactions and Analytics in SingleStore 2022 SIGMOD 6.391616e-05
5,253 ByteHTAP: ByteDance’s HTAP System with High Data Freshness and Strong Data Consistency 2022 VLDB 6.2080572e-05
5,293 Optimizing Data-intensive Systems in Disaggregated Data Centers with TELEPORT 2022 SIGMOD 6.1917112e-05
6,792 CompuCache: Remote Computable Caching using Spot VMs 2022 CIDR 5.6810904e-05
7,160 Cost-Intelligent Data Analytics in the Cloud 2024 CIDR 5.5962258e-05
7,931 SlabCity: Whole-Query Optimization using Program Synthesis 2023 VLDB 5.4238328e-05
8,223 PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees 2025 SIGMOD 5.3751366e-05
8,493 SPRINTER: A Fast n-ary Join Query Processing Method for Complex OLAP Queries 2020 SIGMOD 5.3310013e-05
9,045 A Model for Query Execution Over Heterogeneous Instances 2024 CIDR 5.2311776e-05
9,180 Twisted Twin: A Collaborative and Competitive Memory Management Approach in HTAP Systems 2025 VLDB 5.2120789e-05
9,321 Dynamic Speculative Optimizations for SQL Compilation in Apache Spark 2020 VLDB 5.1943472e-05
9,981 BIPie: Fast Selection and Aggregation on Encoded Data using Operator Specialization 2018 SIGMOD 5.1011277e-05
10,310 veDB-HTAP: a Highly Integrated, Efficient and Adaptive HTAP System 2025 VLDB 5.0386264e-05
11,301 Alchemy: A Query Optimization Framework for Oblivious SQL 2025 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 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
179 The Vertica Analytic Database: C-Store 7 Years Later 2012 VLDB 0.00026611886
321 Measuring the Complexity of Join Enumeration in Query Optimization 1990 VLDB 0.00021088704
479 The Making of TPC-DS 2006 VLDB 0.00017622471
708 Optimization of Large Join Queries: Combining Heuristics and Combinatorial Techniques 1989 SIGMOD 0.00014629998
1,276 Orca: A Modular Query Optimizer Architecture for Big Data 2014 SIGMOD 0.00011239266
2,088 Query Optimization in Microsoft SQL Server PDW 2012 SIGMOD 9.0664537e-05
3,775 Parallelizing Query Optimization 2008 VLDB 7.0272615e-05
4,052 Of Snowstorms and Bushy Trees 2014 VLDB 6.8283077e-05
6,136 Parallelizing Extensible Query Optimizers 2009 SIGMOD 5.8759799e-05
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