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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
13970
Venue
VLDB
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,674 | 25.75%
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
131 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.0004370331
210 Gorilla: A Fast, Scalable, In-Memory Time Series Database 2015 VLDB 0.0003404384
241 DB2 with BLU Acceleration: So Much More than Just a Column Store 2013 VLDB 0.00031420034
600 Linear Road: A Stream Data Management Benchmark 2004 VLDB 0.0001938744
1,579 Query Preserving Graph Compression 2012 SIGMOD 0.00011283792
1,786 Fast Approximate Correlation for Massive Time-series Data 2010 SIGMOD 0.00010558719
2,064 Chimp: Efficient Lossless Floating Point Compression for Time Series Databases 2022 VLDB 9.6418929e-05
2,134 How to Wring a Table Dry: Entropy Compression of Relations and Querying of Compressed Relations 2006 VLDB 9.4741038e-05
2,182 Aurora: A Data Stream Management System 2003 SIGMOD 9.3449021e-05
2,267 ModelarDB: Modular Model-Based Time Series Management with Spark and Cassandra 2018 VLDB 9.1519895e-05
2,613 Decomposed Bounded Floats for Fast Compression and Queries 2021 VLDB 8.4503824e-05
2,680 Finding Semantics in Time Series 2011 SIGMOD 8.3234371e-05
3,133 Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing 2017 VLDB 7.4978041e-05
3,286 Monarch: Google’s Planet-Scale In-Memory Time Series Database 2020 VLDB 7.2740159e-05
3,673 LittleTable: A Time-Series Database and Its Uses 2017 SIGMOD 6.85585e-05
3,762 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 6.7804471e-05
3,798 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 6.7592302e-05
3,967 Apache IoTDB: A Time Series Database for IoT Applications 2023 SIGMOD 6.5796647e-05
4,392 Elf: Erasing-based Lossless Floating-Point Compression 2023 VLDB 6.2257087e-05
4,507 ALP: Adaptive Lossless floating-Point Compression 2023 SIGMOD 6.131017e-05
4,518 The FastLanes Compression Layout: Decoding >100 Billion Integers per Second with Scalar Code 2023 VLDB 6.117844e-05
4,628 Sim-Piece: Highly Accurate Piecewise Linear Approximation through Similar Segment Merging 2023 VLDB 6.0379315e-05
4,823 YADING: Fast Clustering of Large-Scale Time Series Data 2015 VLDB 5.8956566e-05
4,824 Managing Massive Time Series Streams with Multi-Scale Compressed Trickles 2009 VLDB 5.8947137e-05
5,071 Time Series Data Encoding for Efficient Storage: A Comparative Analysis in Apache IoTDB 2022 VLDB 5.7188461e-05
6,336 Column Stores For Wide and Sparse Data 2007 CIDR 5.1056582e-05
6,367 Good to the Last Bit: Data-Driven Encoding with CodecDB 2021 SIGMOD 5.0941072e-05
6,596 Heracles: An Efficient Storage Model and Data Flushing for Performance Monitoring Timeseries 2021 VLDB 4.9988301e-05
6,985 CompressGraph: Efficient Parallel Graph Analytics with Rule-Based Compression 2023 SIGMOD 4.8729387e-05
7,231 Industrial-Strength OLTP Using Main Memory and Many Cores 2020 VLDB 4.7943888e-05
7,395 MOST: Model-Based Compression with Outlier Storage for Time Series Data 2023 SIGMOD 4.7420041e-05
8,088 PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage 2020 VLDB 4.5897316e-05
8,224 TSGBench: Time Series Generation Benchmark 2024 VLDB 4.5552948e-05
8,373 Hierarchical Residual Encoding for Multiresolution Time Series Compression 2023 SIGMOD 4.5329467e-05
8,985 TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications 2023 VLDB 4.4156106e-05
9,128 Apache TsFile: An IoT-native Time Series File Format 2024 VLDB 4.3909921e-05
9,431 PairwiseHist: Fast, Accurate and Space-Efficient Approximate Query Processing with Data Compression 2024 VLDB 4.3434046e-05
9,558 Clean4TSDB: A Data Cleaning Tool for Time Series Databases 2024 VLDB 4.3254416e-05
9,560 MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data 2024 VLDB 4.3254416e-05
9,915 Camel: Efficient Compression of Floating-Point Time Series 2024 SIGMOD 4.2561557e-05
9,920 Mining and Forecasting of Big Time-series Data 2015 SIGMOD 4.2561557e-05
11,175 Grouping Time Series for Efficient Columnar Storage 2023 SIGMOD 4.1945683e-05
11,224 Homomorphic Compression: Making Text Processing on Compression Unlimited 2023 SIGMOD 4.1945683e-05
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