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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
7500
Venue
SIGMOD
Year
2026
Pagerank
5.093636e-05
Overall Rank
10,306 | 29.30%
DOI
10.1145/3802127

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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}
}

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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
66 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00038561587
103 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00034161428
227 Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing 1998 VLDB 0.00023958508
818 Amazon Redshift Re-invented 2022 SIGMOD 0.00013822916
940 Enhancements to SQL Server Column Stores 2013 SIGMOD 0.00013081205
1,135 Qd-tree: Learning Data Layouts for Big Data Analytics 2020 SIGMOD 0.00012032847
1,138 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012023643
1,453 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 0.00010742227
1,832 DSB: A Decision Support Benchmark for Workload-Driven and Traditional Database Systems 2021 VLDB 9.6607418e-05
1,925 POLARIS: The Distributed SQL Engine in Azure Synapse 2020 VLDB 9.4764398e-05
3,035 Instance-Optimized Data Layouts for Cloud Analytics Workloads 2021 SIGMOD 7.8297746e-05
4,103 Exploiting Cloud Object Storage for High-Performance Analytics 2023 VLDB 6.8993506e-05
4,329 Dimensions Based Data Clustering and Zone Maps 2017 VLDB 6.75682e-05
5,188 Resource Management in Aurora Serverless 2024 VLDB 6.3278921e-05
7,465 Automated Multidimensional Data Layouts in Amazon Redshift 2024 SIGMOD 5.6108826e-05
7,589 Cost-Intelligent Data Analytics in the Cloud 2024 CIDR 5.5907048e-05
7,660 Pruning in Snowflake: Working Smarter, Not Harder 2025 SIGMOD 5.5736132e-05
9,128 Dalton: Learned Partitioning for Distributed Data Streams 2023 VLDB 5.3189314e-05
9,779 Automated Clustering Recommendation With Database Zone Maps 2024 SIGMOD 5.2209769e-05
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