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Selective Late Materialization in Modern Analytical Databases

Summary: Classic late-materialization loses value in vectorized columnar engines; this paper redefines LM and proposes Selective Late Materialization (SLM), choosing per-attribute, per-query materialization points to minimize cost. Implemented in DuckDB, SLM outperforms early/late materialization on JOB by 14.7%/8.9% average (up to 76.7% per query) and shows similar TPC‑DS gains. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
14071
Venue
VLDB
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,756 | 25.18%
DOI
10.14778/3749646.3749717

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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
30 Hashing Methods and Relational Algebra Operations 1984 VLDB 0.00078672446
35 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00076197749
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059038975
80 Weaving Relations for Cache Performance 2001 VLDB 0.00055721729
131 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.0004370331
185 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00036538405
310 The Vertica Analytic Database: C-Store 7 Years Later 2012 VLDB 0.00028132402
418 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023729211
710 Performance Tradeoffs in Read-Optimized Databases 2006 VLDB 0.00017765454
735 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00017452467
1,263 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00012982857
1,284 Amazon Redshift Re-invented 2022 SIGMOD 0.00012837822
1,653 Query Processing Techniques for Solid State Drives 2009 SIGMOD 0.00011003558
2,229 Self-organizing Tuple Reconstruction in Column-stores 2009 SIGMOD 9.2350274e-05
2,528 Velox: Meta’s Unified Execution Engine 2022 VLDB 8.59454e-05
3,416 LeCo: Lightweight Compression via Learning Serial Correlations 2024 SIGMOD 7.1196234e-05
3,721 To Partition, or Not to Partition, That is the Join Question in a Real System 2021 SIGMOD 6.8179379e-05
3,722 Cache-Conscious Radix-Decluster Projections 2004 VLDB 6.8176075e-05
4,276 Looking Ahead Makes Query Plans Robust: Making the Initial Case with In-Memory Star Schema Data Warehouse Workloads 2017 VLDB 6.2976602e-05
4,495 ClickHouse - Lightning Fast Analytics for Everyone 2024 VLDB 6.1410277e-05
6,340 Apache Arrow DataFusion: A Fast, Embeddable, Modular Analytic Query Engine 2024 SIGMOD 5.1051018e-05
7,408 An Examination of CXL Memory Use Cases for In-Memory Database Management Systems using SAP HANA 2024 VLDB 4.7371479e-05
9,743 Databases in the Era of Memory-Centric Computing 2025 CIDR 4.2897489e-05
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