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Performance Tradeoffs in Read-Optimized Databases

Summary: Study of read-optimized columnar vs row-oriented storage for scan-heavy workloads, focusing on disk bandwidth and CPU behavior. Prototype engine handles both layouts; findings show columnar often outperforms row by orders of magnitude, with an analytical model predicting the preferred layout for a given workload and hardware. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9463
Venue
VLDB
Year
2006
Pagerank
0.00017765454
Overall Rank
710 | 95.07%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 31 of 31 citing papers.

Rank Citing Paper Year Venue Pagerank
305 SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units 2009 VLDB 0.00028248614
497 Column-Stores vs. Row-Stores: How Different Are They Really? 2008 SIGMOD 0.00021716559
694 Analyzing the Energy Efficiency of a Database Server 2010 SIGMOD 0.00018061803
704 Building Efficient Query Engines in a High-Level Language 2014 VLDB 0.00017900583
830 Main-Memory Scan Sharing For Multi-Core CPUs 2008 VLDB 0.00016171897
1,026 Cooperative Scans: Dynamic Bandwidth Sharing in a DBMS 2007 VLDB 0.00014589172
1,134 Dictionary-based Order-preserving String Compression for Main Memory Column Stores 2009 SIGMOD 0.00013761456
1,223 Enhancements to SQL Server Column Stores 2013 SIGMOD 0.00013207641
1,590 Column-oriented Database Systems 2009 VLDB 0.00011233838
1,615 The Performance of MapReduce: An In-depth Study 2010 VLDB 0.00011132319
1,653 Query Processing Techniques for Solid State Drives 2009 SIGMOD 0.00011003558
1,700 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00010858865
1,807 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00010487796
1,905 How to Barter Bits for Chronons: Compression and Bandwidth Trade Offs for Database Scans 2007 SIGMOD 0.00010138448
2,229 Self-organizing Tuple Reconstruction in Column-stores 2009 SIGMOD 9.2350274e-05
2,258 SQL Server Column Store Indexes 2011 SIGMOD 9.1678883e-05
2,367 Here are my Data Files. Here are my Queries. Where are my Results? 2011 CIDR 8.9511058e-05
2,482 Energy Efficiency: The New Holy Grail of Data Management Systems Research 2009 CIDR 8.6866058e-05
2,508 One Size Fits All? – Part 2: Benchmarking Results 2007 CIDR 8.6308132e-05
2,882 Database Compression on Graphics Processors 2010 VLDB 7.9661218e-05
3,152 AnalyticDB: Real-time OLAP Database System at Alibaba Cloud 2019 VLDB 7.4711766e-05
3,764 Read-Optimized Databases, In Depth 2008 VLDB 6.7797554e-05
3,939 How to Build a Non-Volatile Memory Database Management System 2017 SIGMOD 6.6155594e-05
4,680 To Share or Not to Share? 2007 VLDB 6.0039406e-05
5,236 Online Deduplication for Databases 2017 SIGMOD 5.611324e-05
5,604 Design and Evaluation of Storage Organizations for Read-Optimized Main Memory Databases 2013 VLDB 5.4147933e-05
6,061 Towards Energy-Efficient Database Cluster Design 2012 VLDB 5.2304505e-05
7,128 Jigsaw: A Data Storage and Query Processing Engine for Irregular Table Partitioning 2021 SIGMOD 4.8230171e-05
8,661 RadixZip: Linear Time Compression of Token Streams 2007 VLDB 4.4722862e-05
10,756 Selective Late Materialization in Modern Analytical Databases 2025 VLDB 4.1945683e-05
12,030 How Achaeans Would Construct Columns in Troy 2013 CIDR 4.1945683e-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.

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