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Performance Tradeoffs in Read-Optimized Databases

Summary: Dissects row/column tradeoffs via one query engine supporting both layouts, quantifying disk, cache, and CPU effects. Shows columns often win—up to 10×—and derives a hardware/workload model predicting the superior organization. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
hfb07b60af47f45c8
Venue
VLDB
Year
2006
Pagerank
0.00015367822
Overall Rank
634 | 95.75%
DOI
10.1016/j.vldb.2006.07.006

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{harizopoulos_vldb06,
        title = {{Performance Tradeoffs in Read-Optimized Databases}},
        author = {Harizopoulos, Stavros and Liang, Velen and Abadi, Daniel J. and Madden, Samuel},
        journal = {PVLDB},
        series = {{VLDB} '06},
        pages = {487--498},
        doi = {10.1016/j.vldb.2006.07.006},
        url = {https://doi.org/10.1016/j.vldb.2006.07.006},
        year = {2006}
}

Incoming Citations (Sorted by Pagerank)

Showing 31 of 31 citing papers.

Rank Citing Paper Year Venue Pagerank
219 SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units 2009 VLDB 0.00024367137
331 Column-Stores vs. Row-Stores: How Different Are They Really? 2008 SIGMOD 0.0002076806
495 Building Efficient Query Engines in a High-Level Language 2014 VLDB 0.00017363171
704 Main-Memory Scan Sharing For Multi-Core CPUs 2008 VLDB 0.00014653079
762 Cooperative Scans: Dynamic Bandwidth Sharing in a DBMS 2007 VLDB 0.00014134432
902 Analyzing the Energy Efficiency of a Database Server 2010 SIGMOD 0.00013178114
910 Dictionary-based Order-preserving String Compression for Main Memory Column Stores 2009 SIGMOD 0.00013122392
944 Enhancements to SQL Server Column Stores 2013 SIGMOD 0.00012934104
1,200 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00011559584
1,328 Column-oriented Database Systems 2009 VLDB 0.00010998855
1,380 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00010858313
1,466 The Performance of MapReduce: An In-depth Study 2010 VLDB 0.00010565007
1,485 Query Processing Techniques for Solid State Drives 2009 SIGMOD 0.00010531092
1,693 Self-organizing Tuple Reconstruction in Column-stores 2009 SIGMOD 9.8522869e-05
1,765 SQL Server Column Store Indexes 2011 SIGMOD 9.6934008e-05
1,927 Here are my Data Files. Here are my Queries. Where are my Results? 2011 CIDR 9.362697e-05
1,984 How to Barter Bits for Chronons: Compression and Bandwidth Trade Offs for Database Scans 2007 SIGMOD 9.2529061e-05
2,187 Database Compression on Graphics Processors 2010 VLDB 8.891124e-05
2,478 One Size Fits All? – Part 2: Benchmarking Results 2007 CIDR 8.4063622e-05
2,483 AnalyticDB: Real-time OLAP Database System at Alibaba Cloud 2019 VLDB 8.3973995e-05
2,727 Energy Efficiency: The New Holy Grail of Data Management Systems Research 2009 CIDR 8.0858491e-05
3,496 How to Build a Non-Volatile Memory Database Management System 2017 SIGMOD 7.2523692e-05
3,548 Read-Optimized Databases, In Depth 2008 VLDB 7.2087701e-05
4,579 To Share or Not to Share? 2007 VLDB 6.5205268e-05
5,107 Online Deduplication for Databases 2017 SIGMOD 6.2684299e-05
5,827 Design and Evaluation of Storage Organizations for Read-Optimized Main Memory Databases 2013 VLDB 5.9772416e-05
6,058 Towards Energy-Efficient Database Cluster Design 2012 VLDB 5.8979077e-05
6,971 Jigsaw: A Data Storage and Query Processing Engine for Irregular Table Partitioning 2021 SIGMOD 5.628441e-05
9,120 RadixZip: Linear Time Compression of Token Streams 2007 VLDB 5.2253958e-05
10,004 Selective Late Materialization in Modern Analytical Databases 2025 VLDB 5.0954911e-05
12,524 How Achaeans Would Construct Columns in Troy 2013 CIDR 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 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 0.0006897844
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00064013679
27 Database Architecture Optimized for the New Bottleneck: Memory Access 1999 VLDB 0.00051576613
48 Weaving Relations for Cache Performance 2001 VLDB 0.00043795812
61 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.00039236924
110 DBMSs On A Modern Processor: Where Does Time Go? 1999 VLDB 0.00032696785
114 A Decomposition Storage Model 1985 SIGMOD 0.00031916625
195 Integrating Vertical and Horizontal Partitioning into Automated Physical Database Design 2004 SIGMOD 0.00025619089
390 QPipe: A Simultaneously Pipelined Relational Query Engine 2005 SIGMOD 0.00019265472
401 A Case for Fractured Mirrors 2002 VLDB 0.00019102313
939 Buffering Database Operations for Enhanced Instruction Cache Performance 2004 SIGMOD 0.00012964695
1,192 Data Compression in Oracle 2003 VLDB 0.00011585228
2,917 Database Architectures for New Hardware 2004 VLDB 7.8547895e-05
5,996 Clotho: Decoupling Memory Page Layout from Storage Organization 2004 VLDB 5.9173009e-05
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# Overall Rank Paper Year Venue
1 3,972 The Impact of Columnar In-Memory Databases on Enterprise Systems: Implications of Eliminating Transaction-Maintained Aggregates 2014 VLDB
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3 27 Database Architecture Optimized for the New Bottleneck: Memory Access 1999 VLDB
4 1,631 Positional Update Handling in Column Stores 2010 SIGMOD
5 12 C-Store: A Column-oriented DBMS 2005 VLDB
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7 5,827 Design and Evaluation of Storage Organizations for Read-Optimized Main Memory Databases 2013 VLDB
8 1,328 Column-oriented Database Systems 2009 VLDB
9 331 Column-Stores vs. Row-Stores: How Different Are They Really? 2008 SIGMOD
10 3,548 Read-Optimized Databases, In Depth 2008 VLDB