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
14158
Venue
VLDB
Year
2025
Pagerank
5.093636e-05
Overall Rank
10,923 | 25.06%
DOI
10.14778/3748191.3748204

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
60 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.0003955489
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
587 Linear Road: A Stream Data Management Benchmark 2004 VLDB 0.00016106078
1,336 Query Preserving Graph Compression 2012 SIGMOD 0.00011118804
1,364 Chimp: Efficient Lossless Floating Point Compression for Time Series Databases 2022 VLDB 0.00011020069
1,748 How to Wring a Table Dry: Entropy Compression of Relations and Querying of Compressed Relations 2006 VLDB 9.8480684e-05
1,764 Fast Approximate Correlation for Massive Time-series Data 2010 SIGMOD 9.8120315e-05
1,888 Aurora: A Data Stream Management System 2003 SIGMOD 9.5338565e-05
1,973 ModelarDB: Modular Model-Based Time Series Management with Spark and Cassandra 2018 VLDB 9.3673522e-05
2,023 Decomposed Bounded Floats for Fast Compression and Queries 2021 VLDB 9.2950046e-05
2,995 Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing 2017 VLDB 7.8750141e-05
3,060 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 7.8062155e-05
3,123 Monarch: Google’s Planet-Scale In-Memory Time Series Database 2020 VLDB 7.7354933e-05
3,269 ALP: Adaptive Lossless floating-Point Compression 2023 SIGMOD 7.5809516e-05
3,399 Finding Semantics in Time Series 2011 SIGMOD 7.4466526e-05
3,517 LittleTable: A Time-Series Database and Its Uses 2017 SIGMOD 7.3523997e-05
3,540 Elf: Erasing-based Lossless Floating-Point Compression 2023 VLDB 7.3282654e-05
3,592 The FastLanes Compression Layout: Decoding >100 Billion Integers per Second with Scalar Code 2023 VLDB 7.2774889e-05
3,595 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 7.2736195e-05
3,793 Apache IoTDB: A Time Series Database for IoT Applications 2023 SIGMOD 7.1217835e-05
4,151 YADING: Fast Clustering of Large-Scale Time Series Data 2015 VLDB 6.8703273e-05
4,496 Sim-Piece: Highly Accurate Piecewise Linear Approximation through Similar Segment Merging 2023 VLDB 6.6622617e-05
4,762 Time Series Data Encoding for Efficient Storage: A Comparative Analysis in Apache IoTDB 2022 VLDB 6.519484e-05
4,882 Managing Massive Time Series Streams with Multi-Scale Compressed Trickles 2009 VLDB 6.4651572e-05
5,622 Good to the Last Bit: Data-Driven Encoding with CodecDB 2021 SIGMOD 6.1461066e-05
6,047 Column Stores For Wide and Sparse Data 2007 CIDR 5.9952702e-05
6,336 Heracles: An Efficient Storage Model and Data Flushing for Performance Monitoring Timeseries 2021 VLDB 5.9088937e-05
6,408 CompressGraph: Efficient Parallel Graph Analytics with Rule-Based Compression 2023 SIGMOD 5.8842681e-05
6,556 Hierarchical Residual Encoding for Multiresolution Time Series Compression 2023 SIGMOD 5.8404094e-05
6,590 MOST: Model-Based Compression with Outlier Storage for Time Series Data 2023 SIGMOD 5.8316635e-05
6,790 Industrial-Strength OLTP Using Main Memory and Many Cores 2020 VLDB 5.7724784e-05
7,351 PairwiseHist: Fast, Accurate and Space-Efficient Approximate Query Processing with Data Compression 2024 VLDB 5.6354898e-05
8,000 PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage 2020 VLDB 5.5092344e-05
8,346 TSGBench: Time Series Generation Benchmark 2024 VLDB 5.4473607e-05
8,635 Camel: Efficient Compression of Floating-Point Time Series 2024 SIGMOD 5.3959098e-05
8,959 TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications 2023 VLDB 5.3444909e-05
9,156 Apache TsFile: An IoT-native Time Series File Format 2024 VLDB 5.3119028e-05
9,697 Clean4TSDB: A Data Cleaning Tool for Time Series Databases 2024 VLDB 5.2351259e-05
9,699 MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data 2024 VLDB 5.2351259e-05
10,069 Mining and Forecasting of Big Time-series Data 2015 SIGMOD 5.1643809e-05
11,381 Grouping Time Series for Efficient Columnar Storage 2023 SIGMOD 5.093636e-05
11,425 Homomorphic Compression: Making Text Processing on Compression Unlimited 2023 SIGMOD 5.093636e-05
Previous Page 1 / 1 Next

Semantically Similar Papers