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Query Optimization in Microsoft SQL Server PDW

Summary: Introduces the PDW QO, a cost-based distributed optimizer for MPP SQL Server PDW. Leverages existing QO tech via metadata abstraction to explore a rich space of distributed plans with a dedicated cost model, instead of naive parallelization of a serial plan. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
he7f98d13c694012c
Venue
SIGMOD
Year
2012
Pagerank
9.0664537e-05
Overall Rank
2,088 | 85.97%
DOI
10.1145/2213836.2213953

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{shankar_sigmod12,
        title = {{Query Optimization in Microsoft SQL Server PDW}},
        author = {Shankar, Srinath and Nehme, Rimma and Aguilar-Saborit, Josep and Chung, Andrew and Elhemali, Mostafa and Halverson, Alan and Robinson, Eric and Subramanian, Mahadevan Sankara and DeWitt, David and Galindo-Legaria, César},
        series = {{SIGMOD} '12},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2213836.2213953},
        url = {https://dl.acm.org/doi/10.1145/2213836.2213953},
        year = {2012}
}

Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
1,276 Orca: A Modular Query Optimizer Architecture for Big Data 2014 SIGMOD 0.00011239266
1,751 Split Query Processing in Polybase 2013 SIGMOD 9.7291888e-05
1,790 POLARIS: The Distributed SQL Engine in Azure Synapse 2020 VLDB 9.6272006e-05
2,618 The MemSQL Query Optimizer: A modern optimizer for real-time analytics in a distributed database 2016 VLDB 8.2217101e-05
2,636 Are Updatable Learned Indexes Ready? 2022 VLDB 8.1941043e-05
4,996 The Case for Network-Accelerated Query Processing 2019 CIDR 6.3226807e-05
5,891 Unified Query Optimization in the Fabric Data Warehouse 2024 SIGMOD 5.9570227e-05
8,648 FusionInsight LibrA: Huawei’s Enterprise Cloud Data Analytics Platform 2018 VLDB 5.295083e-05
8,652 Optimization of Common Table Expressions in MPP Database Systems 2015 VLDB 5.2944739e-05
8,784 Extending Polaris to Support Transactions 2024 SIGMOD 5.2771996e-05
8,825 Toward Progress Indicators on Steroids for Big Data Systems 2013 CIDR 5.268646e-05
9,113 Presto’s History-based Query Optimizer 2024 VLDB 5.2276066e-05
9,125 Database Optimization for the Cloud: Where Costs, Partial Results, and Consumer Choice Meet 2015 CIDR 5.2239819e-05
10,064 Reliability Analytics for Cloud Based Distributed Databases 2020 SIGMOD 5.0875952e-05
10,178 Rapid Adoption of Cloud Data Warehouse Technology Using Datometry Hyper-Q 2018 SIGMOD 5.0670386e-05
11,846 Redundancy Elimination in Distributed Matrix Computation 2022 SIGMOD 4.9793485e-05
12,086 A Framework for Emulating Database Operations in Cloud Data Warehouses 2020 SIGMOD 4.9793485e-05
12,550 Designing Query Optimizers for Big Data Problems of The Future 2013 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

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

Rank Cited Paper Year Venue Pagerank
1,606 The Picasso Database Query Optimizer Visualizer 2010 VLDB 0.00010089789
1,883 Automated Partitioning Design in Parallel Database Systems 2011 SIGMOD 9.4391795e-05
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