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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
5,122 A Padded Encoding Scheme to Accelerate Scans by Leveraging Skew 2015 SIGMOD 6.3573169e-05
5,155 ByteHTAP: ByteDance’s HTAP System with High Data Freshness and Strong Data Consistency 2022 VLDB 6.3420293e-05
5,285 Order-Preserving Key Compression for In-Memory Search Trees 2020 SIGMOD 6.2821588e-05
5,308 Towards a Hybrid Design for Fast Query Processing in DB2 with BLU Acceleration Using Graphical Processing Units: A Technology Demonstration 2016 SIGMOD 6.2720812e-05
5,357 Joins on Encoded and Partitioned Data 2014 VLDB 6.2497031e-05
5,431 HyBench: A New Benchmark for HTAP Databases 2024 VLDB 6.2211765e-05
5,477 PolarDB-IMCI: A Cloud-Native HTAP Database System at Alibaba 2023 SIGMOD 6.2051869e-05
5,602 How Good is My HTAP System? 2022 SIGMOD 6.1538237e-05
5,693 Exploiting Ordered Dictionaries to Efficiently Construct Histograms with Q-Error Guarantees in SAP HANA 2014 SIGMOD 6.1189424e-05
5,917 Near-Data Processing in Database Systems on Native Computational Storage under HTAP Workloads 2022 VLDB 6.043185e-05
5,921 Page As You Go: Piecewise Columnar Access In SAP HANA 2016 SIGMOD 6.0417538e-05
6,103 VectorH: Taking SQL-on-Hadoop to the Next Level 2016 SIGMOD 5.9755412e-05
6,255 Elastic Pipelining in an In-Memory Database Cluster 2016 SIGMOD 5.9399698e-05
6,335 QUILTS: Multidimensional Partitioning Framework Based on Query-Aware and Skew-Tolerant Space-Filling Curves 2017 SIGMOD 5.9090498e-05
6,385 Exploiting Common Patterns for Tree-Structured Data 2017 SIGMOD 5.8899875e-05
6,485 Tuple-oriented Compression for Large-scale Mini-batch Stochastic Gradient Descent 2019 SIGMOD 5.8657457e-05
6,585 JoinBoost: Grow Trees Over Normalized Data Using Only SQL 2023 VLDB 5.8350362e-05
6,653 Adaptive Data Skipping in Main-Memory Systems 2016 SIGMOD 5.8138531e-05
6,665 MorphStore: Analytical Query Engine with a Holistic Compression-Enabled Processing Model 2020 VLDB 5.8089595e-05
6,848 Jigsaw: A Data Storage and Query Processing Engine for Irregular Table Partitioning 2021 SIGMOD 5.7550624e-05
7,173 CompressDB: Enabling Efficient Compressed Data Direct Processing for Various Databases 2022 SIGMOD 5.6830655e-05
7,366 Non-Invasive Progressive Optimization for In-Memory Databases 2016 VLDB 5.6322753e-05
7,459 Efficient Data Ingestion and Query Processing for LSM-Based Storage Systems 2019 VLDB 5.6119467e-05
7,774 Building Advanced SQL Analytics From Low-Level Plan Operators 2021 SIGMOD 5.5468469e-05
7,787 A Practical Approach to Groupjoin and Nested Aggregates 2021 VLDB 5.5449593e-05
7,991 Micro-architectural Analysis of OLAP: Limitations and Opportunities 2020 VLDB 5.5107319e-05
8,003 Towards Designing and Learning Piecewise Space-Filling Curves 2023 VLDB 5.5084586e-05
8,056 Sieve: A Learned Data-Skipping Index for Data Analytics 2023 VLDB 5.4983582e-05
8,072 Operational Analytics Data Management Systems 2016 VLDB 5.4933919e-05
8,368 Excalibur: A Virtual Machine for Adaptive Fine-grained JIT-Compiled Query Execution based on VOILA 2023 VLDB 5.4419148e-05
8,436 Adaptive Compression for Fast Scans on String Columns 2021 SIGMOD 5.4253644e-05
8,636 Adaptive Code Generation for Data-Intensive Analytics 2021 VLDB 5.3954959e-05
8,794 AWARE: Workload-aware, Redundancy-exploiting Linear Algebra 2023 SIGMOD 5.370464e-05
9,100 Chasing Similarity: Distribution-aware Aggregation Scheduling 2019 VLDB 5.3250075e-05
9,319 TrafficDB: HERE’s High Performance Shared-Memory Data Store 2016 VLDB 5.289545e-05
9,450 Engineering High-Performance Database Engines 2014 VLDB 5.2660195e-05
9,508 An IDEA: An Ingestion Framework for Data Enrichment in AsterixDB 2019 VLDB 5.2581623e-05
9,774 Hermes: Off-the-Shelf Real-Time Transactional Analytics 2025 VLDB 5.2209769e-05
9,775 Twisted Twin: A Collaborative and Competitive Memory Management Approach in HTAP Systems 2025 VLDB 5.2209769e-05
9,806 BIPie: Fast Selection and Aggregation on Encoded Data using Operator Specialization 2018 SIGMOD 5.2155434e-05
10,058 TiQuE: Improving the Transactional Performance of Analytical Systems for True Hybrid Workloads 2023 VLDB 5.1664022e-05
10,081 Rethink Query Optimization in HTAP Databases 2023 SIGMOD 5.158939e-05
10,237 Factorized and Vectorized Execution: Optimizing Analytical and Semantic Queries over Relations 2026 SIGMOD 5.093636e-05
10,325 Perseus: Achieving Strong Consistency and High Data Freshness for Scalable Geo-distributed HTAP 2026 SIGMOD 5.093636e-05
10,518 Breaking the Isolation-Freshness Trade-off: Joint Adaptive Storage Optimization for HTAP Systems 2026 VLDB 5.093636e-05
10,593 Global Hash Tables Strike Back! An Analysis of Parallel GROUP BY Aggregation 2026 VLDB 5.093636e-05
10,662 Data Chunk Compaction in Vectorized Execution 2025 SIGMOD 5.093636e-05
10,672 Optimizing Block Skipping for High-Dimensional Data with Learned Adaptive Curve 2025 SIGMOD 5.093636e-05
10,923 Improving Time Series Data Compression in Apache IoTDB 2025 VLDB 5.093636e-05
11,001 veDB-HTAP: a Highly Integrated, Efficient and Adaptive HTAP System 2025 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

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