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Workload-Aware Incremental Reclustering in Cloud Data Warehouses

Summary: Separates reclustering policy from clustering-key selection via boundary micro-partitions at query-range edges. WAIR selectively reclusters pruning-critical partitions, achieving near-optimal query performance with substantially lower cost and a theoretical bound under dynamic workloads. (summarized by gpt-5.6-luna on Jul 26 2026)

Paper ID
h18769363165762c4
Venue
SIGMOD
Year
2026
Pagerank
5.3350162e-05
Overall Rank
8,414 | 43.43%
DOI
10.1145/3802127

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{liu_sigmod26,
        title = {{Workload-Aware Incremental Reclustering in Cloud Data Warehouses}},
        author = {Liu, Yipeng and Zhou, Renfei and Yan, Jiaqi and Zhang, Huanchen},
        series = {{SIGMOD} '26},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3802127},
        url = {https://dl.acm.org/doi/10.1145/3802127},
        year = {2026}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
10,968 LayoutPilot: A Lakehouse Physical Design Advisor 2026 VLDB 4.9793485e-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
52 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00041219077
71 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00037720227
216 Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing 1998 VLDB 0.00024485024
680 Amazon Redshift Re-invented 2022 SIGMOD 0.00014828697
944 Enhancements to SQL Server Column Stores 2013 SIGMOD 0.00012939697
950 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012895553
1,132 Qd-tree: Learning Data Layouts for Big Data Analytics 2020 SIGMOD 0.00011898257
1,135 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 0.00011891907
1,515 DSB: A Decision Support Benchmark for Workload-Driven and Traditional Database Systems 2021 VLDB 0.00010417728
1,790 POLARIS: The Distributed SQL Engine in Azure Synapse 2020 VLDB 9.6272006e-05
2,765 Instance-Optimized Data Layouts for Cloud Analytics Workloads 2021 SIGMOD 8.0439015e-05
3,762 Dimensions Based Data Clustering and Zone Maps 2017 VLDB 7.0421949e-05
4,034 Exploiting Cloud Object Storage for High-Performance Analytics 2023 VLDB 6.8393244e-05
4,174 Resource Management in Aurora Serverless 2024 VLDB 6.7584856e-05
6,209 Automated Multidimensional Data Layouts in Amazon Redshift 2024 SIGMOD 5.8495489e-05
7,160 Cost-Intelligent Data Analytics in the Cloud 2024 CIDR 5.5962258e-05
7,245 Pruning in Snowflake: Working Smarter, Not Harder 2025 SIGMOD 5.5761132e-05
8,830 Automated Clustering Recommendation With Database Zone Maps 2024 SIGMOD 5.2683285e-05
9,200 Dalton: Learned Partitioning for Distributed Data Streams 2023 VLDB 5.2084806e-05
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