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Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation

Summary: Data Blocks: compressed columnar storage for cold data enabling high-performance hybrid OLTP/OLAP with minimal memory. Positional SMA narrows in-block scans; vectorized scans plus JIT pipelines yield fast OLTP and analytics on HyPer. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5178
Venue
SIGMOD
Year
2016
Pagerank
0.00013078348
Overall Rank
941 | 93.55%
DOI
10.1145/2882903.2882925

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{lang_sigmod16,
        title = {{Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation}},
        author = {Lang, Harald and Mühlbauer, Tobias and Funke, Florian and Boncz, Peter and Neumann, Thomas and Kemper, Alfons},
        series = {{SIGMOD} '16},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2882903.2882925},
        url = {https://dl.acm.org/doi/10.1145/2882903.2882925},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 52 citing papers.

Rank Citing Paper Year Venue Pagerank
103 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00034161428
422 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00018732744
649 Everything You Always Wanted to Know About Compiled and Vectorized Queries But Were Afraid to Ask 2018 VLDB 0.00015320656
1,379 Relaxed Operator Fusion for In-Memory Databases: Making Compilation, Vectorization, and Prefetching Work Together At Last 2018 VLDB 0.00010970894
1,644 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 0.00010132912
1,824 Photon: A Fast Query Engine for Lakehouse Systems 2022 SIGMOD 9.6734544e-05
2,788 BtrBlocks: Efficient Columnar Compression for Data Lakes 2023 SIGMOD 8.1205155e-05
2,866 Optimal Column Layout for Hybrid Workloads 2019 VLDB 8.0175489e-05
2,890 Interleaving with Coroutines: A Practical Approach for Robust Index Joins 2018 VLDB 7.9880033e-05
2,962 To Partition, or Not to Partition, That is the Join Question in a Real System 2021 SIGMOD 7.9170451e-05
3,205 On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML 2018 VLDB 7.6386536e-05
3,269 ALP: Adaptive Lossless floating-Point Compression 2023 SIGMOD 7.5809516e-05
3,284 SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning 2017 CIDR 7.5663058e-05
3,336 White-box Compression: Learning and Exploiting Compact Table Representations 2020 CIDR 7.5084986e-05
3,367 Native Store Extension for SAP HANA 2019 VLDB 7.4718829e-05
3,510 Performance-Optimal Filtering: Bloom Overtakes Cuckoo at High Throughput 2019 VLDB 7.3561488e-05
3,592 The FastLanes Compression Layout: Decoding >100 Billion Integers per Second with Scalar Code 2023 VLDB 7.2774889e-05
3,653 ClickHouse - Lightning Fast Analytics for Everyone 2024 VLDB 7.2241143e-05
3,895 The Case For Heterogeneous HTAP 2017 CIDR 7.0416054e-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
4,103 Exploiting Cloud Object Storage for High-Performance Analytics 2023 VLDB 6.8993506e-05
4,440 The Art of Latency Hiding in Modern Database Engines 2024 VLDB 6.7049797e-05
4,483 Accelerating Raw Data Analysis with the ACCORDA Software and Hardware Architecture 2019 VLDB 6.6724044e-05
4,632 LogStore: A Cloud-Native and Multi-Tenant Log Database 2021 SIGMOD 6.5938641e-05
4,782 Cuckoo Index: A Lightweight Secondary Index Structure 2020 VLDB 6.5115802e-05
5,097 Cloud-Native Transactions and Analytics in SingleStore 2022 SIGMOD 6.3652447e-05
5,447 FILM: a Fully Learned Index for Larger-than-Memory Databases 2023 VLDB 6.2149491e-05
5,622 Good to the Last Bit: Data-Driven Encoding with CodecDB 2021 SIGMOD 6.1461066e-05
6,264 Mainlining Databases: Supporting Fast Transactional Workloads on Universal Columnar Data File Formats 2021 VLDB 5.9357781e-05
6,602 Predicate Caching: Query-Driven Secondary Indexing for Cloud Data Warehouses 2024 SIGMOD 5.8246665e-05
6,665 MorphStore: Analytical Query Engine with a Holistic Compression-Enabled Processing Model 2020 VLDB 5.8089595e-05
7,012 Adaptive Hybrid Indexes 2022 SIGMOD 5.7262686e-05
7,072 Two Birds With One Stone: Designing a Hybrid Cloud Storage Engine for HTAP 2024 VLDB 5.7107965e-05
8,349 Tree-Encoded Bitmaps 2020 SIGMOD 5.4460774e-05
8,368 Excalibur: A Virtual Machine for Adaptive Fine-grained JIT-Compiled Query Execution based on VOILA 2023 VLDB 5.4419148e-05
8,370 Cabin: a Compressed Adaptive Binned Scan Index 2024 SIGMOD 5.4409293e-05
8,436 Adaptive Compression for Fast Scans on String Columns 2021 SIGMOD 5.4253644e-05
8,609 CXL Memory Performance for In-Memory Data Processing 2025 VLDB 5.4023412e-05
8,636 Adaptive Code Generation for Data-Intensive Analytics 2021 VLDB 5.3954959e-05
8,684 Workload-driven, Lazy Discovery of Data Dependencies for Query Optimization 2022 CIDR 5.3849937e-05
8,794 AWARE: Workload-aware, Redundancy-exploiting Linear Algebra 2023 SIGMOD 5.370464e-05
9,038 The FastLanes File Format 2025 VLDB 5.3270943e-05
9,806 BIPie: Fast Selection and Aggregation on Encoded Data using Operator Specialization 2018 SIGMOD 5.2155434e-05
10,068 MorphStore — In-Memory Query Processing based on Morphing Compressed Intermediates LIVE 2019 SIGMOD 5.1643809e-05
10,529 Robust Predicate Transfer with Dynamic Execution 2026 VLDB 5.093636e-05
10,589 Morphing-based Compression for Data-centric ML Pipelines 2026 VLDB 5.093636e-05
10,662 Data Chunk Compaction in Vectorized Execution 2025 SIGMOD 5.093636e-05
10,690 Dynamic Pruning for Recursive Joins 2025 SIGMOD 5.093636e-05
10,989 Selective Late Materialization in Modern Analytical Databases 2025 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 27 of 27 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.0006312782
23 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00054886415
38 Hekaton: SQL Server’s Memory-Optimized OLTP Engine 2013 SIGMOD 0.00047648573
49 Weaving Relations for Cache Performance 2001 VLDB 0.00043781096
60 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.0003955489
165 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00027693424
206 Eager Aggregation and Lazy Aggregation 1995 VLDB 0.00025092273
216 SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units 2009 VLDB 0.00024498128
227 Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing 1998 VLDB 0.00023958508
241 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023654664
293 Implementing Database Operations Using SIMD Instructions 2002 SIGMOD 0.00022259273
634 Rethinking SIMD Vectorization for In-Memory Databases 2015 SIGMOD 0.00015533814
712 Efficient Implementation of Sorting on Multi-Core SIMD CPU Architecture 2008 VLDB 0.0001468812
720 Anti-Caching: A New Approach to Database Management System Architecture 2013 VLDB 0.00014632914
870 BitWeaving: Fast Scans for Main Memory Data Processing 2013 SIGMOD 0.0001350293
1,222 Data Compression in Oracle 2003 VLDB 0.00011602327
1,315 Fast Updates on Read-Optimized Databases Using Multi-Core CPUs 2012 VLDB 0.00011181796
1,432 The More the Merrier: Efficient Multi-Source Graph Traversal 2015 VLDB 0.0001080346
1,524 Trekking Through Siberia: Managing Cold Data in a Memory-Optimized Database 2014 VLDB 0.00010501517
1,747 SQL Server Column Store Indexes 2011 SIGMOD 9.8494706e-05
1,761 ByteSlice: Pushing the Envelop of Main Memory Data Processing with a New Storage Layout 2015 SIGMOD 9.8154969e-05
1,889 SQL-on-Hadoop: Full Circle Back to Shared-Nothing Database Architectures 2014 VLDB 9.5335988e-05
1,903 Instant Loading for Main Memory Databases 2013 VLDB 9.5049156e-05
3,195 Micro Adaptivity in Vectorwise 2013 SIGMOD 7.6481177e-05
3,292 Compacting Transactional Data in Hybrid OLTP&OLAP Databases 2012 VLDB 7.5518441e-05
4,873 Data Management in Non-Volatile Memory 2015 SIGMOD 6.4694503e-05
5,122 A Padded Encoding Scheme to Accelerate Scans by Leveraging Skew 2015 SIGMOD 6.3573169e-05
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