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Improving Time Series Data Compression in Apache IoTDB

Summary: Introduce homomorphic compression theory for time series and CompressIoTDB: a CompColumn design integrated into Apache IoTDB that executes filtering, aggregation and window operators directly on compressed data. Adds late decompression and dynamic auxiliary management; yields ~53% throughput gain and 20% memory reduction. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13971
Venue
VLDB
Year
2025
Pagerank
4.1905499e-05
Overall Rank
10,682 | 25.76%
DOI
10.14778/3748191.3748204

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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
132 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.00043697853
211 Gorilla: A Fast, Scalable, In-Memory Time Series Database 2015 VLDB 0.0003401421
241 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00031314629
601 Linear Road: A Stream Data Management Benchmark 2004 VLDB 0.00019372971
1,572 Query Preserving Graph Compression 2012 SIGMOD 0.00011296109
1,784 Fast Approximate Correlation for Massive Time-series Data 2010 SIGMOD 0.00010548792
2,070 Chimp: Efficient Lossless Floating Point Compression for Time Series Databases 2022 VLDB 9.6331032e-05
2,137 How to Wring a Table Dry: Entropy Compression of Relations and Querying of Compressed Relations 2006 VLDB 9.463768e-05
2,188 Aurora: A Data Stream Management System 2003 SIGMOD 9.3378116e-05
2,274 ModelarDB: Modular Model-Based Time Series Management with Spark and Cassandra 2018 VLDB 9.1432785e-05
2,619 Decomposed Bounded Floats for Fast Compression and Queries 2021 VLDB 8.4427442e-05
2,684 Finding Semantics in Time Series 2011 SIGMOD 8.3154143e-05
3,142 Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing 2017 VLDB 7.4905759e-05
3,288 Monarch: Google’s Planet-Scale In-Memory Time Series Database 2020 VLDB 7.2680967e-05
3,673 LittleTable: A Time-Series Database and Its Uses 2017 SIGMOD 6.8509543e-05
3,771 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 6.7738535e-05
3,801 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 6.7528979e-05
3,971 Apache IoTDB: A Time Series Database for IoT Applications 2023 SIGMOD 6.5733348e-05
4,389 Elf: Erasing-based Lossless Floating-Point Compression 2023 VLDB 6.2197225e-05
4,509 ALP: Adaptive Lossless floating-Point Compression 2023 SIGMOD 6.1251244e-05
4,520 The FastLanes Compression Layout: Decoding >100 Billion Integers per Second with Scalar Code 2023 VLDB 6.1119645e-05
4,628 Sim-Piece: Highly Accurate Piecewise Linear Approximation through Similar Segment Merging 2023 VLDB 6.0321252e-05
4,792 YADING: Fast Clustering of Large-Scale Time Series Data 2015 VLDB 5.9132429e-05
4,828 Managing Massive Time Series Streams with Multi-Scale Compressed Trickles 2009 VLDB 5.8890363e-05
5,070 Time Series Data Encoding for Efficient Storage: A Comparative Analysis in Apache IoTDB 2022 VLDB 5.7133478e-05
6,335 Column Stores For Wide and Sparse Data 2007 CIDR 5.1010058e-05
6,366 Good to the Last Bit: Data-Driven Encoding with CodecDB 2021 SIGMOD 5.0892171e-05
6,597 Heracles: An Efficient Storage Model and Data Flushing for Performance Monitoring Timeseries 2021 VLDB 4.9940332e-05
6,983 CompressGraph: Efficient Parallel Graph Analytics with Rule-Based Compression 2023 SIGMOD 4.8682622e-05
7,229 Industrial-Strength OLTP Using Main Memory and Many Cores 2020 VLDB 4.790163e-05
7,392 MOST: Model-Based Compression with Outlier Storage for Time Series Data 2023 SIGMOD 4.737456e-05
8,090 PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage 2020 VLDB 4.5853298e-05
8,222 TSGBench: Time Series Generation Benchmark 2024 VLDB 4.5509275e-05
8,341 Hierarchical Residual Encoding for Multiresolution Time Series Compression 2023 SIGMOD 4.5373173e-05
8,414 PairwiseHist: Fast, Accurate and Space-Efficient Approximate Query Processing with Data Compression 2024 VLDB 4.5135713e-05
8,991 TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications 2023 VLDB 4.4113784e-05
9,127 Apache TsFile: An IoT-native Time Series File Format 2024 VLDB 4.3867836e-05
9,558 Clean4TSDB: A Data Cleaning Tool for Time Series Databases 2024 VLDB 4.3212967e-05
9,560 MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data 2024 VLDB 4.3212967e-05
9,914 Camel: Efficient Compression of Floating-Point Time Series 2024 SIGMOD 4.2520778e-05
9,919 Mining and Forecasting of Big Time-series Data 2015 SIGMOD 4.2520778e-05
11,178 Grouping Time Series for Efficient Columnar Storage 2023 SIGMOD 4.1905499e-05
11,226 Homomorphic Compression: Making Text Processing on Compression Unlimited 2023 SIGMOD 4.1905499e-05
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