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Skipping-oriented Partitioning for Columnar Layouts

Summary: Introduces Generalized Skipping-Oriented Partitioning (GSOP) for columnar layouts. Jointly optimizes horizontal skipping and vertical partitioning to balance skip opportunities with tuple reconstruction, reducing scanned data and improving end-to-end queries vs. state-of-the-art on benchmarks and real workloads. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11727
Venue
VLDB
Year
2017
Pagerank
7.7515666e-05
Overall Rank
3,106 | 78.70%
DOI
10.14778/3021924.3021933

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{sun_vldb17,
        title = {{Skipping-oriented Partitioning for Columnar Layouts}},
        author = {Sun, Liwen and Franklin, Michael J. and Wang, Jiannan and Wu, Eugene},
        journal = {PVLDB},
        series = {{VLDB} '17},
        volume = {10},
        number = {4},
        pages = {421--432},
        doi = {10.14778/3021924.3021933},
        url = {https://doi.org/10.14778/3021924.3021933},
        year = {2017}
}

Incoming Citations (Sorted by Pagerank)

Showing 20 of 20 citing papers.

Rank Citing Paper Year Venue Pagerank
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
2,866 Optimal Column Layout for Hybrid Workloads 2019 VLDB 8.0175489e-05
3,035 Instance-Optimized Data Layouts for Cloud Analytics Workloads 2021 SIGMOD 7.8297746e-05
3,137 Pushing Data-Induced Predicates Through Joins in Big-Data Clusters 2020 VLDB 7.7204167e-05
5,512 BinDex: A Two-Layered Index for Fast and Robust Scans 2020 SIGMOD 6.1913331e-05
5,766 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 6.094771e-05
6,042 Pando: Enhanced Data Skipping with Logical Data Partitioning 2023 VLDB 5.9970052e-05
6,848 Jigsaw: A Data Storage and Query Processing Engine for Irregular Table Partitioning 2021 SIGMOD 5.7550624e-05
6,907 Statisticum: Data Statistics Management in SAP HANA 2017 VLDB 5.7417459e-05
7,412 RTScan: Efficient Scan with Ray Tracing Cores 2024 VLDB 5.624223e-05
7,660 Pruning in Snowflake: Working Smarter, Not Harder 2025 SIGMOD 5.5736132e-05
8,056 Sieve: A Learned Data-Skipping Index for Data Analytics 2023 VLDB 5.4983582e-05
8,889 Provenance-based Data Skipping 2022 VLDB 5.3512428e-05
9,145 SIEVE: Effective Filtered Vector Search with Collection of Indexes 2025 VLDB 5.3150984e-05
10,518 Breaking the Isolation-Freshness Trade-off: Joint Adaptive Storage Optimization for HTAP Systems 2026 VLDB 5.093636e-05
10,672 Optimizing Block Skipping for High-Dimensional Data with Learned Adaptive Curve 2025 SIGMOD 5.093636e-05
10,690 Dynamic Pruning for Recursive Joins 2025 SIGMOD 5.093636e-05
11,274 Partition, Don’t Sort! Compression Boosters for Cloud Data Ingestion Pipelines 2024 VLDB 5.093636e-05
11,413 SH2O: Efficient Data Access for Work-Sharing Databases 2023 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 30 of 30 cited papers.

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

Rank Cited Paper Year Venue Pagerank
12 C-Store: A Column-oriented DBMS 2005 VLDB 0.00069513174
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.0006312782
24 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00054865648
51 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.0004291425
60 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.0003955489
66 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00038561587
87 Automated Selection of Materialized Views and Indexes for SQL Databases 2000 VLDB 0.00035281619
126 Schism: a Workload-Driven Approach to Database Replication and Partitioning 2010 VLDB 0.00030779127
165 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00027693424
186 The Vertica Analytic Database: C-Store 7 Years Later 2012 VLDB 0.00026182534
199 Integrating Vertical and Horizontal Partitioning into Automated Physical Database Design 2004 SIGMOD 0.00025612088
227 Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing 1998 VLDB 0.00023958508
237 Amazon Redshift and the Case for Simpler Data Warehouses 2015 SIGMOD 0.0002369895
246 Automating Physical Database Design in a Parallel Database 2002 SIGMOD 0.00023457421
259 Database Cracking 2007 CIDR 0.00023119313
428 HYRISE—A Main Memory Hybrid Storage Engine 2011 VLDB 0.00018633493
1,044 Fine-grained Partitioning for Aggressive Data Skipping 2014 SIGMOD 0.0001244236
1,225 Processing a Trillion Cells per Mouse Click 2012 VLDB 0.00011590013
1,367 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00011014419
1,632 Data Morphing: An Adaptive, Cache-Conscious Storage Technique 2003 VLDB 0.0001016847
1,679 Self-organizing Tuple Reconstruction in Column-stores 2009 SIGMOD 0.00010029136
2,150 Brighthouse: An Analytic Data Warehouse for Ad-hoc Queries 2008 VLDB 9.081101e-05
2,378 The Uncracked Pieces in Database Cracking 2014 VLDB 8.6682285e-05
2,706 Major Technical Advancements in Apache Hive 2014 SIGMOD 8.2287564e-05
2,800 JSON Data Management – Supporting Schema-less Development in RDBMS 2014 SIGMOD 8.1124117e-05
2,849 Column-Oriented Storage Techniques for MapReduce 2011 VLDB 8.053191e-05
3,466 Advanced Partitioning Techniques for Massively Distributed Computation 2012 SIGMOD 7.3909785e-05
3,796 Efficient Query Processing for Multi-Dimensionally Clustered Tables in DB2 2003 VLDB 7.1198446e-05
6,640 Understanding Insights into the Basic Structure and Essential Issues of Table Placement Methods in Clusters 2013 VLDB 5.8162526e-05
7,059 A Comparison of Knives for Bread Slicing 2013 VLDB 5.7146962e-05
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