DB2 with BLU Acceleration: So Much More than Just a Column Store
Summary: DB2 BLU executes predicates, joins, and aggregates directly on bit-aligned compressed data via SIMD, achieving 10–50× BI speedups without indexes or materialized views. Hardware-conscious, out-of-core execution integrates transparently with mature DB2. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Vijayshankar Raman (IBM)
- 2. Gopi Attaluri (IBM)
- 3. Ronald Barber (IBM)
- 4. Naresh Chainani (IBM)
- 5. David Kalmuk (IBM)
- 6. Vincent KulandaiSamy (IBM)
- 7. Jens Leenstra (IBM)
- 8. Sam Lightstone (IBM)
- 9. Shaorong Liu (IBM)
- 10. Guy M. Lohman (IBM)
- 11. Tim Malkemus (IBM)
- 12. Rene Mueller (IBM)
- 13. Ippokratis Pandis (IBM)
- 14. Berni Schiefer (IBM)
- 15. David Sharpe (IBM)
- 16. Richard Sidle (IBM)
- 17. Adam Storm (IBM)
- 18. Liping Zhang (IBM)
BibTeX Citation
@article{raman_vldb13,
title = {{DB2 with BLU Acceleration: So Much More than Just a Column Store}},
author = {Raman, Vijayshankar and Attaluri, Gopi and Barber, Ronald and Chainani, Naresh and Kalmuk, David and KulandaiSamy, Vincent and Leenstra, Jens and Lightstone, Sam and Liu, Shaorong and Lohman, Guy M. and Malkemus, Tim and Mueller, Rene and Pandis, Ippokratis and Schiefer, Berni and Sharpe, David and Sidle, Richard and Storm, Adam and Zhang, Liping},
journal = {PVLDB},
series = {{VLDB} '13},
volume = {6},
number = {11},
pages = {1080--1091},
doi = {10.14778/2536222.2536233},
url = {https://doi.org/10.14778/2536222.2536233},
year = {2013}
}
Incoming Citations (Sorted by Pagerank)
Showing 4 of 104 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,153 | Native Cloud Object Storage in Db2 Warehouse: Implementing a Fast and Cost-Efficient Cloud Storage Architecture | 2024 | SIGMOD | 5.093636e-05 |
| 11,200 | High-Performance Query Processing with NVMe Arrays: Spilling without Killing Performance | 2024 | SIGMOD | 5.093636e-05 |
| 12,191 | A Partitioning Framework for Aggressive Data Skipping | 2014 | VLDB | 5.093636e-05 |
| 12,260 | Next Generation Data Analytics at IBM Research | 2013 | VLDB | 5.093636e-05 |
Outgoing Citations (Sorted by Pagerank)
Showing 11 of 11 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1 | Access Path Selection in a Relational Database Management System | 1979 | SIGMOD | 0.0024089429 |
| 7 | Implementation Techniques For Main Memory Database Systems | 1984 | SIGMOD | 0.00083340894 |
| 12 | C-Store: A Column-oriented DBMS | 2005 | VLDB | 0.00069513174 |
| 49 | Weaving Relations for Cache Performance | 2001 | VLDB | 0.00043781096 |
| 115 | A Decomposition Storage Model | 1985 | SIGMOD | 0.00032338948 |
| 216 | SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units | 2009 | VLDB | 0.00024498128 |
| 423 | Massively Parallel Sort-Merge Joins in Main Memory Multi-Core Database Systems | 2012 | VLDB | 0.00018725853 |
| 940 | Enhancements to SQL Server Column Stores | 2013 | SIGMOD | 0.00013081205 |
| 1,203 | NUMA-aware algorithms: the case of data shuffling | 2013 | CIDR | 0.00011671169 |
| 1,450 | Row-wise Parallel Predicate Evaluation | 2008 | VLDB | 0.00010746714 |
| 1,950 | How to Barter Bits for Chronons: Compression and Bandwidth Trade Offs for Database Scans | 2007 | SIGMOD | 9.4271737e-05 |
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