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Good to the Last Bit: Data-Driven Encoding with CodecDB

Summary: CodecDB is an encoding-aware columnar DB that tightly couples data-driven encoding selection with encoding-aware query operators to exploit encoded data. It attains ~90% encoding accuracy, up to 40% better compression, and ~10x TPC-H speedups and ~3x SSB speedups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h0085f184a05541fe
Venue
SIGMOD
Year
2021
Pagerank
6.1152706e-05
Overall Rank
5,477 | 63.19%
DOI
10.1145/3448016.3457283

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{jiang_sigmod21,
        title = {{Good to the Last Bit: Data-Driven Encoding with CodecDB}},
        author = {Jiang, Hao and Liu, Chunwei and Paparrizos, John and Chien, Andrew A. and Ma, Jihong and Elmore, Aaron J.},
        series = {{SIGMOD} '21},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3448016.3457283},
        url = {https://dl.acm.org/doi/10.1145/3448016.3457283},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 27 of 27 citing papers.

Rank Citing Paper Year Venue Pagerank
1,938 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 9.334286e-05
3,299 Volume Under the Surface: A New Accuracy Evaluation Measure for Time-Series Anomaly Detection 2022 VLDB 7.441222e-05
3,728 Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series 2023 VLDB 7.0667899e-05
3,810 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 7.0064171e-05
4,155 LeCo: Lightweight Compression via Learning Serial Correlations 2024 SIGMOD 6.7730383e-05
4,638 A Deep Dive into Common Open Formats for Analytical DBMSs 2023 VLDB 6.4901967e-05
7,096 Time-Series Clustering: A Comprehensive Study of Data Mining, Machine Learning, and Deep Learning Methods 2025 VLDB 5.5991152e-05
7,647 A Structured Study of Multivariate Time-Series Distance Measures 2025 SIGMOD 5.4746904e-05
8,570 Robust and Budget-Constrained Encoding Configurations for In-Memory Database Systems 2022 VLDB 5.3113492e-05
8,577 The FastLanes File Format 2025 VLDB 5.3107348e-05
9,493 TSB-AutoAD: Towards Automated Solutions for Time-Series Anomaly Detection 2025 VLDB 5.168414e-05
9,494 Beyond Compression: A Comprehensive Evaluation of Lossless Floating-Point Compression 2025 VLDB 5.168414e-05
9,499 Time-Series Anomaly Detection: Overview and New Trends 2024 VLDB 5.168414e-05
9,633 Theseus: Navigating the Labyrinth of Time-Series Anomaly Detection 2022 VLDB 5.1459383e-05
9,665 Odyssey: An Engine Enabling The Time-Series Clustering Journey 2023 VLDB 5.142891e-05
9,870 GPU Acceleration of SQL Analytics on Compressed Data 2026 VLDB 5.115241e-05
9,916 SPARTAN: Data-Adaptive Symbolic Time-Series Approximation 2025 SIGMOD 5.1079647e-05
10,247 Rethinking the Encoding of Integers for Scans on Skewed Data 2023 SIGMOD 5.0507515e-05
10,480 HYDRA: A Multi-Level Hierarchy-Driven Approach for Robust Anomaly Detection in Time Series 2026 SIGMOD 4.9769913e-05
10,484 L3: A GPU-Native Co-Designed Data Format for Learned Lossless Lightweight Compression 2026 SIGMOD 4.9769913e-05
10,494 MUFASA: Fast and Accurate Multivariate Time-Series Clustering 2026 SIGMOD 4.9769913e-05
10,521 The Power of Anomaly Detection in Predictive Maintenance: [Experiments & Analysis] 2026 SIGMOD 4.9769913e-05
10,895 Accelerating String-Heavy Queries with LLM Token Tables 2026 VLDB 4.9769913e-05
11,220 Understanding the Black Box: A Deep Empirical Dive into Shapley Value Approximations for Tabular Data 2025 SIGMOD 4.9769913e-05
11,323 Improving Time Series Data Compression in Apache IoTDB 2025 VLDB 4.9769913e-05
11,745 Homomorphic Compression: Making Text Processing on Compression Unlimited 2023 SIGMOD 4.9769913e-05
11,755 Accelerating Similarity Search for Elastic Measures: A Study and New Generalization of Lower Bounding Distances 2023 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

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

Rank Cited Paper Year Venue Pagerank
6 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0010515896
12 C-Store: A Column-oriented DBMS 2005 VLDB 0.0006897844
61 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.00039236924
219 SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units 2009 VLDB 0.00024367137
327 Impala: A Modern, Open-Source SQL Engine for Hadoop 2015 CIDR 0.00020942751
873 BitWeaving: Fast Scans for Main Memory Data Processing 2013 SIGMOD 0.00013334067
898 Query Optimization In Compressed Database Systems 2001 SIGMOD 0.0001318387
907 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00013157412
999 Data Compression Support in Databases 1994 VLDB 0.00012615754
2,086 An Architecture for Recycling Intermediates in a Column-store 2009 SIGMOD 9.0677901e-05
3,293 Efficient Index Compression in DB2 LUW 2009 VLDB 7.4456263e-05
4,575 Accelerating Raw Data Analysis with the ACCORDA Software and Hardware Architecture 2019 VLDB 6.5234168e-05
5,107 Online Deduplication for Databases 2017 SIGMOD 6.2684299e-05
5,388 Order-Preserving Key Compression for In-Memory Search Trees 2020 SIGMOD 6.1520776e-05
5,856 Compression Aware Physical Database Design 2011 VLDB 5.9682143e-05
6,192 VergeDB: A Database for IoT Analytics on Edge Devices 2021 CIDR 5.8540507e-05
6,419 MorphStore: Analytical Query Engine with a Holistic Compression-Enabled Processing Model 2020 VLDB 5.7886634e-05
8,166 PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage 2020 VLDB 5.3846089e-05
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