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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)

Paper ID
10733
Venue
VLDB
Year
2013
Pagerank
0.00027693424
Overall Rank
165 | 98.87%
DOI
10.14778/2536222.2536233

Incoming Non-self Citations Over Time

Authors

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 50 of 104 citing papers.

Rank Citing Paper Year Venue Pagerank
211 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00024797217
241 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023654664
330 Impala: A Modern, Open-Source SQL Engine for Hadoop 2015 CIDR 0.0002104801
634 Rethinking SIMD Vectorization for In-Memory Databases 2015 SIGMOD 0.00015533814
649 Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask 2018 VLDB 0.00015320656
818 Amazon Redshift Re-invented 2022 SIGMOD 0.00013822916
941 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00013078348
959 Memory-Efficient Hash Joins 2015 VLDB 0.00012953588
976 The End of Slow Networks: It's Time for a Redesign 2016 VLDB 0.00012864533
1,044 Fine-grained Partitioning for Aggressive Data Skipping 2014 SIGMOD 0.0001244236
1,150 DimmWitted: A Study of Main-Memory Statistical Analytics 2014 VLDB 0.00011943462
1,177 A Comprehensive Study of Main-Memory Partitioning and its Application to Large-Scale Comparison- and Radix-Sort 2014 SIGMOD 0.00011808761
1,199 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00011703966
1,312 Hybrid Transactional/Analytical Processing: A Survey 2017 SIGMOD 0.00011193166
1,367 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00011014419
1,466 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 0.0001068941
1,469 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 0.00010678751
1,644 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 0.00010132912
1,692 Real-Time Analytical Processing with SQL Server 2015 VLDB 9.9979924e-05
1,974 Track Join: Distributed Joins with Minimal Network Traffic 2014 SIGMOD 9.3658402e-05
2,156 Quickstep: A Data Platform Based on the Scaling-Up Approach 2018 VLDB 9.0635624e-05
2,250 Cache-Efficient Aggregation: Hashing Is Sorting 2015 SIGMOD 8.8694486e-05
2,599 WideTable: An Accelerator for Analytical Data Processing 2014 VLDB 8.3583572e-05
2,788 BtrBlocks: Efficient Columnar Compression for Data Lakes 2023 SIGMOD 8.1205155e-05
2,823 Query Processing on Tensor Computation Runtimes 2022 VLDB 8.0893814e-05
2,890 Interleaving with Coroutines: A Practical Approach for Robust Index Joins 2018 VLDB 7.9880033e-05
2,937 Column Sketches: A Scan Accelerator for Rapid and Robust Predicate Evaluation 2018 SIGMOD 7.9435581e-05
3,106 Skipping-oriented Partitioning for Columnar Layouts 2017 VLDB 7.7515666e-05
3,336 White-box Compression: Learning and Exploiting Compact Table Representations 2020 CIDR 7.5084986e-05
3,598 Access Path Selection in Main-Memory Optimized Data Systems: Should I Scan or Should I Probe? 2017 SIGMOD 7.2718988e-05
3,692 Db2 Event Store: A Purpose-Built IoT Database Engine 2020 VLDB 7.199318e-05
3,762 HTAP Databases: What is New and What is Next 2022 SIGMOD 7.1449267e-05
3,819 Evolving Databases for New-Gen Big Data Applications 2017 CIDR 7.0974401e-05
4,001 Scaling Up Concurrent Main-Memory Column-Store Scans: Towards Adaptive NUMA-aware Data and Task Placement 2015 VLDB 6.9663191e-05
4,058 Fast Scans on Key-Value Stores 2017 VLDB 6.9335663e-05
4,065 LeCo: Lightweight Compression via Learning Serial Correlations 2024 SIGMOD 6.930275e-05
4,069 JSON Tiles: Fast Analytics on Semi-Structured Data 2021 SIGMOD 6.9276175e-05
4,102 Alibaba Hologres: A Cloud-Native Service for Hybrid Serving/Analytical Processing 2020 VLDB 6.8993947e-05
4,120 Big Metadata: When Metadata is Big Data 2021 VLDB 6.8896959e-05
4,162 Wildfire: Concurrent Blazing Data Ingest and Analytics 2016 SIGMOD 6.8617165e-05
4,231 Pinot: Realtime OLAP for 530 Million Users 2018 SIGMOD 6.8177976e-05
4,335 Adaptive HTAP through Elastic Resource Scheduling 2020 SIGMOD 6.7556868e-05
4,416 Query Optimization in Oracle 12c Database In-Memory 2015 VLDB 6.7150543e-05
4,560 Distributed Architecture of Oracle Database In-memory 2015 VLDB 6.6309507e-05
4,607 Adaptive NUMA-aware data placement and task scheduling for analytical workloads in main-memory column-stores 2017 VLDB 6.6088324e-05
4,632 LogStore: A Cloud-Native and Multi-Tenant Log Database 2021 SIGMOD 6.5938641e-05
4,637 Columnstore and B+ tree – Are Hybrid Physical Designs Important? 2018 SIGMOD 6.592197e-05
4,820 LightSaber: Efficient Window Aggregation on Multi-core Processors 2020 SIGMOD 6.493623e-05
4,826 Design Tradeoffs of Data Access Methods 2016 SIGMOD 6.4904836e-05
5,021 Online Deduplication for Databases 2017 SIGMOD 6.3982122e-05
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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.

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