Column-Stores vs. Row-Stores: How Different Are They Really?
Summary: Column-stores outperform row-stores on analytics; vertical partitioning cannot bridge the gap. The paper dissects executor-level factors, showing gains from vectorized execution, compression, and a new join algorithm, arguing that realizing column-store benefits requires changes to both storage and the query engine. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Daniel J. Abadi (Yale University)
- 2. Samuel R. Madden (Massachusetts Institute of Technology)
- 3. Nabil Hachem (AvantGarde Consulting LLC)
BibTeX Citation
@inproceedings{abadi_sigmod08,
title = {{Column-Stores vs. Row-Stores: How Different Are They Really?}},
author = {Abadi, Daniel J. and Madden, Samuel R. and Hachem, Nabil},
series = {{SIGMOD} '08},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/1376616.1376712},
url = {https://dl.acm.org/doi/10.1145/1376616.1376712},
year = {2008}
}
Incoming Citations (Sorted by Pagerank)
Showing 10 of 60 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,081 | Rethink Query Optimization in HTAP Databases | 2023 | SIGMOD | 5.158939e-05 |
| 10,325 | Perseus: Achieving Strong Consistency and High Data Freshness for Scalable Geo-distributed HTAP | 2026 | SIGMOD | 5.093636e-05 |
| 10,464 | Improving LZ4 for Effective Compression and Efficient Query | 2026 | SIGMOD | 5.093636e-05 |
| 10,509 | FlatStor: An Efficient Embedded-Index Based Columnar Data Layout for Multimodal Data Workloads | 2026 | VLDB | 5.093636e-05 |
| 10,553 | AQD: Online Adaptive Query Dispatcher for HTAP Databases | 2026 | VLDB | 5.093636e-05 |
| 10,824 | Efficient Concurrent Updates to Persistent Randomized Binary Search Trees | 2025 | VLDB | 5.093636e-05 |
| 10,889 | Concurrency Control as a Service | 2025 | VLDB | 5.093636e-05 |
| 11,356 | Zed: Leveraging Data Types to Process Eclectic Data | 2023 | CIDR | 5.093636e-05 |
| 11,413 | SH2O: Efficient Data Access for Work-Sharing Databases | 2023 | SIGMOD | 5.093636e-05 |
| 12,227 | How Achaeans Would Construct Columns in Troy | 2013 | CIDR | 5.093636e-05 |
Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 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 |
| 49 | Weaving Relations for Cache Performance | 2001 | VLDB | 0.00043781096 |
| 60 | Integrating Compression and Execution in Column-Oriented Database Systems | 2006 | SIGMOD | 0.0003955489 |
| 383 | QPipe: A Simultaneously Pipelined Relational Query Engine | 2005 | SIGMOD | 0.00019520728 |
| 394 | A Case for Fractured Mirrors | 2002 | VLDB | 0.00019306179 |
| 630 | Performance Tradeoffs in Read-Optimized Databases | 2006 | VLDB | 0.00015591796 |
| 932 | Buffering Database Operations for Enhanced Instruction Cache Performance | 2004 | SIGMOD | 0.00013119305 |
| 2,736 | Efficient Execution of Joins in a Star Schema | 2002 | SIGMOD | 8.1891265e-05 |
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