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Improving Time Series Data Compression in Apache IoTDB

Summary: Introduces homomorphic compression theory for time-series queries and CompressIoTDB, an Apache IoTDB integration using CompColumn to support filtering, aggregation, and windows without decompression. Late decompression and dynamic auxiliary management yield 53.4% higher throughput and 20% lower memory. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h53c2fb4102591fb4
Venue
VLDB
Year
2025
Pagerank
4.9793485e-05
Overall Rank
11,315 | 23.93%
DOI
10.14778/3748191.3748204

Incoming Non-self Citations Over Time

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Authors

BibTeX Citation

@article{tang_vldb25,
        title = {{Improving Time Series Data Compression in Apache IoTDB}},
        author = {Tang, Yuxin and Zhang, Feng and Guan, Jiawei and Tian, Yuan and Huang, Xiangdong and Wang, Chen and Wang, Jianmin and Du, Xiaoyong},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {10},
        pages = {3406--3420},
        doi = {10.14778/3748191.3748204},
        url = {https://doi.org/10.14778/3748191.3748204},
        year = {2025}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 43 of 43 cited papers.

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

Rank Cited Paper Year Venue Pagerank
61 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.000392237
148 Gorilla: A Fast, Scalable, In-Memory Time Series Database 2015 VLDB 0.0002900671
163 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.0002749118
594 Linear Road: A Stream Data Management Benchmark 2004 VLDB 0.00015823573
1,347 Chimp: Efficient Lossless Floating Point Compression for Time Series Databases 2022 VLDB 0.00010950342
1,375 Query Preserving Graph Compression 2012 SIGMOD 0.00010877488
1,770 How to Wring a Table Dry: Entropy Compression of Relations and Querying of Compressed Relations 2006 VLDB 9.686541e-05
1,792 Fast Approximate Correlation for Massive Time-series Data 2010 SIGMOD 9.6238255e-05
1,911 ModelarDB: Modular Model-Based Time Series Management with Spark and Cassandra 2018 VLDB 9.3912399e-05
1,946 Aurora: A Data Stream Management System 2003 SIGMOD 9.3249193e-05
1,973 Decomposed Bounded Floats for Fast Compression and Queries 2021 VLDB 9.2834606e-05
2,919 Monarch: Google’s Planet-Scale In-Memory Time Series Database 2020 VLDB 7.8548399e-05
2,928 ALP: Adaptive Lossless floating-Point Compression 2023 SIGMOD 7.8424335e-05
2,971 Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing 2017 VLDB 7.7971821e-05
3,106 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 7.6428848e-05
3,181 The FastLanes Compression Layout: Decoding >100 Billion Integers per Second with Scalar Code 2023 VLDB 7.5625307e-05
3,344 LittleTable: A Time-Series Database and Its Uses 2017 SIGMOD 7.4000362e-05
3,434 Finding Semantics in Time Series 2011 SIGMOD 7.3027739e-05
3,580 Elf: Erasing-based Lossless Floating-Point Compression 2023 VLDB 7.1923905e-05
3,613 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 7.162283e-05
3,622 Apache IoTDB: A Time Series Database for IoT Applications 2023 SIGMOD 7.1536644e-05
4,184 YADING: Fast Clustering of Large-Scale Time Series Data 2015 VLDB 6.7540884e-05
4,593 Sim-Piece: Highly Accurate Piecewise Linear Approximation through Similar Segment Merging 2023 VLDB 6.5127988e-05
4,859 Time Series Data Encoding for Efficient Storage: A Comparative Analysis in Apache IoTDB 2022 VLDB 6.3793334e-05
4,992 Managing Massive Time Series Streams with Multi-Scale Compressed Trickles 2009 VLDB 6.3237119e-05
5,471 Good to the Last Bit: Data-Driven Encoding with CodecDB 2021 SIGMOD 6.1181669e-05
5,810 Column Stores For Wide and Sparse Data 2007 CIDR 5.9872574e-05
6,449 Heracles: An Efficient Storage Model and Data Flushing for Performance Monitoring Timeseries 2021 VLDB 5.7819723e-05
6,526 CompressGraph: Efficient Parallel Graph Analytics with Rule-Based Compression 2023 SIGMOD 5.7559739e-05
6,682 Hierarchical Residual Encoding for Multiresolution Time Series Compression 2023 SIGMOD 5.7093663e-05
6,694 MOST: Model-Based Compression with Outlier Storage for Time Series Data 2023 SIGMOD 5.7068014e-05
6,923 Industrial-Strength OLTP Using Main Memory and Many Cores 2020 VLDB 5.643245e-05
7,375 PairwiseHist: Fast, Accurate and Space-Efficient Approximate Query Processing with Data Compression 2024 VLDB 5.5400509e-05
8,026 TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications 2023 VLDB 5.4045222e-05
8,160 PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage 2020 VLDB 5.3871591e-05
8,515 TSGBench: Time Series Generation Benchmark 2024 VLDB 5.3251365e-05
8,797 Camel: Efficient Compression of Floating-Point Time Series 2024 SIGMOD 5.2748401e-05
9,314 Apache TsFile: An IoT-native Time Series File Format 2024 VLDB 5.1959394e-05
9,872 Clean4TSDB: A Data Cleaning Tool for Time Series Databases 2024 VLDB 5.1176637e-05
9,874 MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data 2024 VLDB 5.1176637e-05
10,277 Mining and Forecasting of Big Time-series Data 2015 SIGMOD 5.0485061e-05
11,696 Grouping Time Series for Efficient Columnar Storage 2023 SIGMOD 4.9793485e-05
11,739 Homomorphic Compression: Making Text Processing on Compression Unlimited 2023 SIGMOD 4.9793485e-05
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