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Selective Late Materialization in Modern Analytical Databases

Summary: Recasts late materialization for vectorized column stores as Selective Late Materialization (SLM), choosing each attribute’s materialization point independently per query. DuckDB integration improves JOB performance 14.7% over early and 8.9% over late materialization, reaching 76.7% per-query latency reduction. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
14259
Venue
VLDB
Year
2025
Pagerank
5.093636e-05
Overall Rank
10,989 | 24.61%
DOI
10.14778/3749646.3749717

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Authors

BibTeX Citation

@article{liu_vldb25,
        title = {{Selective Late Materialization in Modern Analytical Databases}},
        author = {Liu, Yihao and Tang, Shaoxuan and Hui, Yulong and Zhou, Hangrui and Zhang, Huanchen},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {11},
        pages = {4616--4628},
        doi = {10.14778/3749646.3749717},
        url = {https://doi.org/10.14778/3749646.3749717},
        year = {2025}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 23 of 23 cited papers.

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

Rank Cited Paper Year Venue Pagerank
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.0006312782
18 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059284255
49 Weaving Relations for Cache Performance 2001 VLDB 0.00043781096
60 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.0003955489
80 Hashing Methods and Relational Algebra Operations 1984 VLDB 0.00036536643
103 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00034161428
186 The Vertica Analytic Database: C-Store 7 Years Later 2012 VLDB 0.00026182534
241 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023654664
422 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00018732744
630 Performance Tradeoffs in Read-Optimized Databases 2006 VLDB 0.00015591796
818 Amazon Redshift Re-invented 2022 SIGMOD 0.00013822916
941 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00013078348
1,455 Query Processing Techniques for Solid State Drives 2009 SIGMOD 0.00010733981
1,679 Self-organizing Tuple Reconstruction in Column-stores 2009 SIGMOD 0.00010029136
1,757 Velox: Meta's Unified Execution Engine 2022 VLDB 9.8166984e-05
2,962 To Partition, or Not to Partition, That is the Join Question in a Real System 2021 SIGMOD 7.9170451e-05
3,406 Cache-Conscious Radix-Decluster Projections 2004 VLDB 7.4392655e-05
3,571 Looking Ahead Makes Query Plans Robust: Making the Initial Case with In-Memory Star Schema Data Warehouse Workloads 2017 VLDB 7.2991953e-05
3,653 ClickHouse - Lightning Fast Analytics for Everyone 2024 VLDB 7.2241143e-05
4,065 LeCo: Lightweight Compression via Learning Serial Correlations 2024 SIGMOD 6.930275e-05
5,469 Apache Arrow DataFusion: A Fast, Embeddable, Modular Analytic Query Engine 2024 SIGMOD 6.2073056e-05
7,235 An Examination of CXL Memory Use Cases for In-Memory Database Management Systems using SAP HANA 2024 VLDB 5.6655351e-05
9,890 Databases in the Era of Memory-Centric Computing 2025 CIDR 5.1997534e-05
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