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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
h6f1033ecfe9bd21a
Venue
VLDB
Year
2013
Pagerank
0.00027629724
Overall Rank
161 | 98.93%
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 107 citing papers.

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208 EmptyHeaded: A Relational Engine for Graph Processing 2016 SIGMOD 0.00024929198
215 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00024554257
327 Impala: A Modern, Open-Source SQL Engine for Hadoop 2015 CIDR 0.00020904249
606 Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask 2018 VLDB 0.00015609823
627 Rethinking SIMD Vectorization for In-Memory Databases 2015 SIGMOD 0.00015430074
651 Amazon Redshift Re-invented 2022 SIGMOD 0.00015126716
894 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00013179915
928 The End of Slow Networks: It's Time for a Redesign 2016 VLDB 0.00013012601
965 Memory-Efficient Hash Joins 2015 VLDB 0.00012778081
1,039 Fine-grained Partitioning for Aggressive Data Skipping 2014 SIGMOD 0.00012349128
1,119 A Comprehensive Study of Main-Memory Partitioning and its Application to Large-Scale Comparison- and Radix-Sort 2014 SIGMOD 0.00011927356
1,169 DimmWitted: A Study of Main-Memory Statistical Analytics 2014 VLDB 0.00011690039
1,188 Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads 2016 SIGMOD 0.00011580449
1,228 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 0.00011425748
1,327 Hybrid Transactional/Analytical Processing: A Survey 2017 SIGMOD 0.00011014905
1,383 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00010826996
1,475 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 0.00010525713
1,615 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 0.00010054378
1,659 Real-Time Analytical Processing with SQL Server 2015 VLDB 9.9440956e-05
2,002 Track Join: Distributed Joins with Minimal Network Traffic 2014 SIGMOD 9.189062e-05
2,147 Quickstep: A Data Platform Based on the Scaling-Up Approach 2018 VLDB 8.9595129e-05
2,239 BtrBlocks: Efficient Columnar Compression for Data Lakes 2023 SIGMOD 8.7753778e-05
2,248 Cache-Efficient Aggregation: Hashing Is Sorting 2015 SIGMOD 8.7484225e-05
2,464 Query Processing on Tensor Computation Runtimes 2022 VLDB 8.4081954e-05
2,634 WideTable: An Accelerator for Analytical Data Processing 2014 VLDB 8.1797149e-05
2,939 Interleaving with Coroutines: A Practical Approach for Robust Index Joins 2018 VLDB 7.82098e-05
2,965 Column Sketches: A Scan Accelerator for Rapid and Robust Predicate Evaluation 2018 SIGMOD 7.7894987e-05
3,094 Skipping-oriented Partitioning for Columnar Layouts 2017 VLDB 7.637515e-05
3,152 White-box Compression: Learning and Exploiting Compact Table Representations 2020 CIDR 7.5717115e-05
3,606 Access Path Selection in Main-Memory Optimized Data Systems: Should I Scan or Should I Probe? 2017 SIGMOD 7.1528863e-05
3,625 Db2 Event Store: A Purpose-Built IoT Database Engine 2020 VLDB 7.1334017e-05
3,783 HTAP Databases: What is New and What is Next 2022 SIGMOD 7.0016354e-05
3,788 Evolving Databases for New-Gen Big Data Applications 2017 CIDR 6.9993946e-05
3,853 Alibaba Hologres: A Cloud-Native Service for Hybrid Serving/Analytical Processing 2020 VLDB 6.9597694e-05
3,927 JSON Tiles: Fast Analytics on Semi-Structured Data 2021 SIGMOD 6.9025015e-05
3,941 Big Metadata: When Metadata is Big Data 2021 VLDB 6.8939123e-05
4,036 Scaling Up Concurrent Main-Memory Column-Store Scans: Towards Adaptive NUMA-aware Data and Task Placement 2015 VLDB 6.8259759e-05
4,072 Fast Scans on Key-Value Stores 2017 VLDB 6.8070078e-05
4,169 LeCo: Lightweight Compression via Learning Serial Correlations 2024 SIGMOD 6.7526687e-05
4,172 Wildfire: Concurrent Blazing Data Ingest and Analytics 2016 SIGMOD 6.7509765e-05
4,187 Pinot: Realtime OLAP for 530 Million Users 2018 SIGMOD 6.7378942e-05
4,274 Query Optimization in Oracle 12c Database In-Memory 2015 VLDB 6.6754819e-05
4,339 Adaptive HTAP through Elastic Resource Scheduling 2020 SIGMOD 6.641183e-05
4,556 Distributed Architecture of Oracle Database In-memory 2015 VLDB 6.5274966e-05
4,701 Columnstore and B+ tree – Are Hybrid Physical Designs Important? 2018 SIGMOD 6.44638e-05
4,707 Adaptive NUMA-aware data placement and task scheduling for analytical workloads in main-memory column-stores 2017 VLDB 6.4422808e-05
4,754 LogStore: A Cloud-Native and Multi-Tenant Log Database 2021 SIGMOD 6.42156e-05
4,897 Design Tradeoffs of Data Access Methods 2016 SIGMOD 6.3489205e-05
4,942 LightSaber: Efficient Window Aggregation on Multi-core Processors 2020 SIGMOD 6.3309707e-05
5,125 Online Deduplication for Databases 2017 SIGMOD 6.2497801e-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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