DBScholar

Back to papers

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
4.9605343e-05
Overall Rank
11,377 | 23.74%
DOI
10.14778/3748191.3748204
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

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}
}

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank Citing Paper Year Venue Pagerank
Previous Page 1 / 1 Next

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 0.00039323387
147 Gorilla: A Fast, Scalable, In-Memory Time Series Database 2015 VLDB 0.00028941363
161 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00027629724
596 Linear Road: A Stream Data Management Benchmark 2004 VLDB 0.00015766455
1,351 Chimp: Efficient Lossless Floating Point Compression for Time Series Databases 2022 VLDB 0.00010921539
1,376 Query Preserving Graph Compression 2012 SIGMOD 0.00010857788
1,777 How to Wring a Table Dry: Entropy Compression of Relations and Querying of Compressed Relations 2006 VLDB 9.6652791e-05
1,806 Fast Approximate Correlation for Massive Time-series Data 2010 SIGMOD 9.5907745e-05
1,922 ModelarDB: Modular Model-Based Time Series Management with Spark and Cassandra 2018 VLDB 9.3577034e-05
1,957 Aurora: A Data Stream Management System 2003 SIGMOD 9.2907617e-05
1,981 Decomposed Bounded Floats for Fast Compression and Queries 2021 VLDB 9.2505963e-05
2,811 ALP: Adaptive Lossless floating-Point Compression 2023 SIGMOD 7.9587454e-05
2,935 Monarch: Google’s Planet-Scale In-Memory Time Series Database 2020 VLDB 7.8259754e-05
2,985 Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing 2017 VLDB 7.7695402e-05
3,063 The FastLanes Compression Layout: Decoding >100 Billion Integers per Second with Scalar Code 2023 VLDB 7.6806166e-05
3,117 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 7.6142606e-05
3,351 LittleTable: A Time-Series Database and Its Uses 2017 SIGMOD 7.3729208e-05
3,446 Finding Semantics in Time Series 2011 SIGMOD 7.2751808e-05
3,580 Elf: Erasing-based Lossless Floating-Point Compression 2023 VLDB 7.1738746e-05
3,611 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 7.1443694e-05
3,634 Apache IoTDB: A Time Series Database for IoT Applications 2023 SIGMOD 7.1266347e-05
4,201 YADING: Fast Clustering of Large-Scale Time Series Data 2015 VLDB 6.7286195e-05
4,610 Sim-Piece: Highly Accurate Piecewise Linear Approximation through Similar Segment Merging 2023 VLDB 6.4882187e-05
4,880 Time Series Data Encoding for Efficient Storage: A Comparative Analysis in Apache IoTDB 2022 VLDB 6.3566231e-05
5,019 Managing Massive Time Series Streams with Multi-Scale Compressed Trickles 2009 VLDB 6.2998569e-05
5,489 Good to the Last Bit: Data-Driven Encoding with CodecDB 2021 SIGMOD 6.0972774e-05
5,825 Column Stores For Wide and Sparse Data 2007 CIDR 5.9647545e-05
6,463 Heracles: An Efficient Storage Model and Data Flushing for Performance Monitoring Timeseries 2021 VLDB 5.7601255e-05
6,541 CompressGraph: Efficient Parallel Graph Analytics with Rule-Based Compression 2023 SIGMOD 5.7342253e-05
6,700 Hierarchical Residual Encoding for Multiresolution Time Series Compression 2023 SIGMOD 5.6877938e-05
6,712 MOST: Model-Based Compression with Outlier Storage for Time Series Data 2023 SIGMOD 5.6852386e-05
6,940 Industrial-Strength OLTP Using Main Memory and Many Cores 2020 VLDB 5.6229186e-05
7,365 PairwiseHist: Fast, Accurate and Space-Efficient Approximate Query Processing with Data Compression 2024 VLDB 5.5273291e-05
8,049 TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications 2023 VLDB 5.3841015e-05
8,175 PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage 2020 VLDB 5.3689261e-05
8,537 TSGBench: Time Series Generation Benchmark 2024 VLDB 5.3050158e-05
8,823 Camel: Efficient Compression of Floating-Point Time Series 2024 SIGMOD 5.2549094e-05
9,349 Apache TsFile: An IoT-native Time Series File Format 2024 VLDB 5.1763069e-05
9,912 Clean4TSDB: A Data Cleaning Tool for Time Series Databases 2024 VLDB 5.0983269e-05
9,914 MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data 2024 VLDB 5.0983269e-05
10,310 Mining and Forecasting of Big Time-series Data 2015 SIGMOD 5.0294306e-05
11,748 Grouping Time Series for Efficient Columnar Storage 2023 SIGMOD 4.9605343e-05
11,789 Homomorphic Compression: Making Text Processing on Compression Unlimited 2023 SIGMOD 4.9605343e-05
Previous Page 1 / 1 Next

Semantically Similar Papers