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BtrBlocks: Efficient Columnar Compression for Data Lakes

Summary: BtrBlocks is an open columnar format optimized for data lakes on object stores, addressing remote-scan inefficiencies in Parquet-based pipelines. Lightweight encodings yield fast decompression and strong compression, lowering CPU-bound query latency for cloud analytics. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6683
Venue
SIGMOD
Year
2023
Pagerank
8.1205155e-05
Overall Rank
2,788 | 80.88%
DOI
10.1145/3589263

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{kuschewski_sigmod23,
        title = {{BtrBlocks: Efficient Columnar Compression for Data Lakes}},
        author = {Kuschewski, Maximilian and Sauerwein, David and Alhomssi, Adnan and Leis, Viktor},
        series = {{SIGMOD} '23},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3589263},
        url = {https://dl.acm.org/doi/10.1145/3589263},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 25 of 25 citing papers.

Rank Citing Paper Year Venue Pagerank
3,269 ALP: Adaptive Lossless floating-Point Compression 2023 SIGMOD 7.5809516e-05
3,877 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 7.0532293e-05
7,072 Two Birds With One Stone: Designing a Hybrid Cloud Storage Engine for HTAP 2024 VLDB 5.7107965e-05
7,285 Bullion: A Column Store for Machine Learning 2025 CIDR 5.6559604e-05
8,634 Everything You Always Wanted to Know About Storage Compressibility of Pre-Trained ML Models but Were Afraid to Ask 2024 VLDB 5.3960216e-05
9,038 The FastLanes File Format 2025 VLDB 5.3270943e-05
9,277 F3: The Open-Source Data File Format for the Future 2026 SIGMOD 5.2937431e-05
9,772 SAP HANA Cloud: Data Management for Modern Enterprise Applications 2025 SIGMOD 5.2209769e-05
9,836 Towards Functional Decomposition of Storage Formats 2025 CIDR 5.2110542e-05
10,057 AnyBlox: A Framework for Self-Decoding Datasets 2025 VLDB 5.1664022e-05
10,123 Cloudspecs: Cloud Hardware Evolution Through the Looking Glass 2026 CIDR 5.093636e-05
10,127 Declarative Memory Services 2026 CIDR 5.093636e-05
10,258 Kangaroo: Efficient Lossless Floating-Point Compression via Dynamic Reference Selection 2026 SIGMOD 5.093636e-05
10,482 Predictive Translation: High-Performance Buffer Management Without the Trade-Offs 2026 SIGMOD 5.093636e-05
10,509 FlatStor: An Efficient Embedded-Index Based Columnar Data Layout for Multimodal Data Workloads 2026 VLDB 5.093636e-05
10,536 Active Data Lakes: Regaining Physical Data Independence Without Losing Interoperability 2026 VLDB 5.093636e-05
10,580 GPU Acceleration of SQL Analytics on Compressed Data 2026 VLDB 5.093636e-05
10,589 Morphing-based Compression for Data-centric ML Pipelines 2026 VLDB 5.093636e-05
10,619 DeXOR: Enabling xor in Decimal Space for Streaming Lossless Compression of Floating-point Data 2026 VLDB 5.093636e-05
10,771 Nested Parquet Is Flat, Why Not Use It? How To Scan Nested Data With On-the-Fly Key Generation and Joins 2025 SIGMOD 5.093636e-05
10,980 Beyond Compression: A Comprehensive Evaluation of Lossless Floating-Point Compression 2025 VLDB 5.093636e-05
10,997 The HANA Native Query Engine for Lakehouse Systems 2025 VLDB 5.093636e-05
11,078 LiquidCache: Efficient Pushdown Caching for Cloud-Native Data Analytics 2025 VLDB 5.093636e-05
11,200 High-Performance Query Processing with NVMe Arrays: Spilling without Killing Performance 2024 SIGMOD 5.093636e-05
11,246 Blitzcrank: Fast Semantic Compression for In-memory Online Transaction Processing 2024 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 26 of 26 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
18 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059284255
23 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00054886415
51 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.0004291425
60 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.0003955489
66 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00038561587
148 Gorilla: A Fast, Scalable, In-Memory Time Series Database 2015 VLDB 0.00029250767
165 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00027693424
216 SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units 2009 VLDB 0.00024498128
237 Amazon Redshift and the Case for Simpler Data Warehouses 2015 SIGMOD 0.0002369895
818 Amazon Redshift Re-invented 2022 SIGMOD 0.00013822916
870 BitWeaving: Fast Scans for Main Memory Data Processing 2013 SIGMOD 0.0001350293
940 Enhancements to SQL Server Column Stores 2013 SIGMOD 0.00013081205
941 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00013078348
1,138 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012023643
1,364 Chimp: Efficient Lossless Floating Point Compression for Time Series Databases 2022 VLDB 0.00011020069
1,450 Row-wise Parallel Predicate Evaluation 2008 VLDB 0.00010746714
1,453 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 0.00010742227
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
1,824 Photon: A Fast Query Engine for Lakehouse Systems 2022 SIGMOD 9.6734544e-05
1,925 POLARIS: The Distributed SQL Engine in Azure Synapse 2020 VLDB 9.4764398e-05
2,224 An Experimental Study of Bitmap Compression vs. Inverted List Compression 2017 SIGMOD 8.9183396e-05
2,344 Towards Cost-Optimal Query Processing in the Cloud 2021 VLDB 8.7199754e-05
3,336 White-box Compression: Learning and Exploiting Compact Table Representations 2020 CIDR 7.5084986e-05
3,838 Cloud Analytics Benchmark 2023 VLDB 7.0823175e-05
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