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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
0.0002749118
Overall Rank
163 | 98.91%
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 105 citing papers.

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5,213 A Padded Encoding Scheme to Accelerate Scans by Leveraging Skew 2015 SIGMOD 6.2250048e-05
5,253 ByteHTAP: ByteDance’s HTAP System with High Data Freshness and Strong Data Consistency 2022 VLDB 6.2080572e-05
5,288 PolarDB-IMCI: A Cloud-Native HTAP Database System at Alibaba 2023 SIGMOD 6.1944376e-05
5,394 Towards a Hybrid Design for Fast Query Processing in DB2 with BLU Acceleration Using Graphical Processing Units: A Technology Demonstration 2016 SIGMOD 6.1497789e-05
5,397 Order-Preserving Key Compression for In-Memory Search Trees 2020 SIGMOD 6.1490013e-05
5,423 Joins on Encoded and Partitioned Data 2014 VLDB 6.1360461e-05
5,515 HyBench: A New Benchmark for HTAP Databases 2024 VLDB 6.0977681e-05
5,711 How Good is My HTAP System? 2022 SIGMOD 6.0221783e-05
5,815 Exploiting Ordered Dictionaries to Efficiently Construct Histograms with Q-Error Guarantees in SAP HANA 2014 SIGMOD 5.9844993e-05
5,817 VectorH: Taking SQL-on-Hadoop to the Next Level 2016 SIGMOD 5.9840356e-05
6,025 Near-Data Processing in Database Systems on Native Computational Storage under HTAP Workloads 2022 VLDB 5.9119514e-05
6,041 Page As You Go: Piecewise Columnar Access In SAP HANA 2016 SIGMOD 5.9063503e-05
6,288 Elastic Pipelining in an In-Memory Database Cluster 2016 SIGMOD 5.8227911e-05
6,417 MorphStore: Analytical Query Engine with a Holistic Compression-Enabled Processing Model 2020 VLDB 5.791405e-05
6,468 QUILTS: Multidimensional Partitioning Framework Based on Query-Aware and Skew-Tolerant Space-Filling Curves 2017 SIGMOD 5.7745756e-05
6,518 Exploiting Common Patterns for Tree-Structured Data 2017 SIGMOD 5.757997e-05
6,550 JoinBoost: Grow Trees Over Normalized Data Using Only SQL 2023 VLDB 5.7503043e-05
6,592 Tuple-oriented Compression for Large-scale Mini-batch Stochastic Gradient Descent 2019 SIGMOD 5.7421684e-05
6,737 CompressDB: Enabling Efficient Compressed Data Direct Processing for Various Databases 2022 SIGMOD 5.6925989e-05
6,782 Adaptive Data Skipping in Main-Memory Systems 2016 SIGMOD 5.6835894e-05
6,970 Jigsaw: A Data Storage and Query Processing Engine for Irregular Table Partitioning 2021 SIGMOD 5.6311067e-05
7,487 Non-Invasive Progressive Optimization for In-Memory Databases 2016 VLDB 5.5119239e-05
7,594 Efficient Data Ingestion and Query Processing for LSM-Based Storage Systems 2019 VLDB 5.4879453e-05
7,866 Building Advanced SQL Analytics From Low-Level Plan Operators 2021 SIGMOD 5.4365876e-05
7,907 A Practical Approach to Groupjoin and Nested Aggregates 2021 VLDB 5.4287568e-05
7,962 Excalibur: A Virtual Machine for Adaptive Fine-grained JIT-Compiled Query Execution based on VOILA 2023 VLDB 5.4167003e-05
8,050 Micro-architectural Analysis of OLAP: Limitations and Opportunities 2020 VLDB 5.3993433e-05
8,179 Towards Designing and Learning Piecewise Space-Filling Curves 2023 VLDB 5.3826446e-05
8,199 Sieve: A Learned Data-Skipping Index for Data Analytics 2023 VLDB 5.3788727e-05
8,228 Operational Analytics Data Management Systems 2016 VLDB 5.3736562e-05
8,384 AWARE: Workload-aware, Redundancy-exploiting Linear Algebra 2023 SIGMOD 5.3421754e-05
8,608 Adaptive Compression for Fast Scans on String Columns 2021 SIGMOD 5.3036338e-05
8,673 Adaptive Code Generation for Data-Intensive Analytics 2021 VLDB 5.2913671e-05
9,180 Twisted Twin: A Collaborative and Competitive Memory Management Approach in HTAP Systems 2025 VLDB 5.2120789e-05
9,215 Chasing Similarity: Distribution-aware Aggregation Scheduling 2019 VLDB 5.2056826e-05
9,301 Rethink Query Optimization in HTAP Databases 2023 SIGMOD 5.1987909e-05
9,497 TrafficDB: HERE’s High Performance Shared-Memory Data Store 2016 VLDB 5.1708619e-05
9,553 Engineering High-Performance Database Engines 2014 VLDB 5.1585591e-05
9,561 Global Hash Tables Strike Back! An Analysis of Parallel GROUP BY Aggregation 2026 VLDB 5.1571823e-05
9,676 An IDEA: An Ingestion Framework for Data Enrichment in AsterixDB 2019 VLDB 5.1437328e-05
9,791 TiQuE: Improving the Transactional Performance of Analytical Systems for True Hybrid Workloads 2023 VLDB 5.1259267e-05
9,953 Hermes: Off-the-Shelf Real-Time Transactional Analytics 2025 VLDB 5.1038322e-05
9,981 BIPie: Fast Selection and Aggregation on Encoded Data using Operator Specialization 2018 SIGMOD 5.1011277e-05
10,304 Data Chunk Compaction in Vectorized Execution 2025 SIGMOD 5.0400722e-05
10,310 veDB-HTAP: a Highly Integrated, Efficient and Adaptive HTAP System 2025 VLDB 5.0386264e-05
10,452 Factorized and Vectorized Execution: Optimizing Analytical and Semantic Queries over Relations 2026 SIGMOD 4.9793485e-05
10,531 Perseus: Achieving Strong Consistency and High Data Freshness for Scalable Geo-distributed HTAP 2026 SIGMOD 4.9793485e-05
10,703 Breaking the Isolation-Freshness Trade-off: Joint Adaptive Storage Optimization for HTAP Systems 2026 VLDB 4.9793485e-05
10,886 Accelerating String-Heavy Queries with LLM Token Tables 2026 VLDB 4.9793485e-05
11,113 Optimizing Block Skipping for High-Dimensional Data with Learned Adaptive Curve 2025 SIGMOD 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

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