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Apache IoTDB: A Time Series Database for IoT Applications

Summary: IoTDB is a time-series DB for IoT with evolving schemas, periodic data, correlated series, delayed arrivals, and high ingestion. TsFile and the IoTDB engine reach 10M inserts/sec and ~100 ms queries on multi-year workloads, outperforming InfluxDB, TimescaleDB, KairosDB, Parquet, ORC. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
ha969434a235029fb
Venue
SIGMOD
Year
2023
Pagerank
7.150278e-05
Overall Rank
3,623 | 75.66%
DOI
10.1145/3589775
PDF
Download (CC BY 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{wang_sigmod23,
        title = {{Apache IoTDB: A Time Series Database for IoT Applications}},
        author = {Wang, Chen and Qiao, Jialin and Huang, Xiangdong and Song, Shaoxu and Hou, Haonan and Jiang, Tian and Rui, Lei and Wang, Jianmin and Sun, Jiaguang},
        series = {{SIGMOD} '23},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3589775},
        url = {https://dl.acm.org/doi/10.1145/3589775},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 26 of 26 citing papers.

Rank Citing Paper Year Venue Pagerank
6,698 MOST: Model-Based Compression with Outlier Storage for Time Series Data 2023 SIGMOD 5.7040999e-05
7,257 Showcasing Data Management Challenges for Future IoT Applications with NebulaStream 2023 VLDB 5.5699201e-05
7,537 Time Series Representation for Visualization in Apache IoTDB 2024 SIGMOD 5.4982385e-05
8,647 Mnemosyne: Dynamic Workload-Aware BF Tuning via Accurate Statistics in LSM trees 2025 SIGMOD 5.2947307e-05
9,147 Distance-based Outlier Query Optimization in Apache IoTDB 2024 VLDB 5.2190848e-05
9,253 TsQuality: Measuring Time Series Data Quality in Apache IoTDB 2023 VLDB 5.2032182e-05
9,323 Apache TsFile: An IoT-native Time Series File Format 2024 VLDB 5.1934797e-05
9,578 Determining Exact Quantiles with Randomized Summaries 2024 SIGMOD 5.154741e-05
9,879 Clean4TSDB: A Data Cleaning Tool for Time Series Databases 2024 VLDB 5.115241e-05
9,881 MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data 2024 VLDB 5.115241e-05
10,135 Optimizing Time Series Queries with Versions 2024 SIGMOD 5.0727027e-05
10,470 FLEA: Frequency-based Lossless Encoding Algorithm for Periodic Time Series 2026 SIGMOD 4.9769913e-05
10,521 The Power of Anomaly Detection in Predictive Maintenance: [Experiments & Analysis] 2026 SIGMOD 4.9769913e-05
10,565 Cleaning Time Series under Seasonal and Trend Constraints 2026 SIGMOD 4.9769913e-05
10,590 LSM-Raft: Optimizing Raft for LSM-tree Store 2026 SIGMOD 4.9769913e-05
10,662 Improving LZ4 for Effective Compression and Efficient Query 2026 SIGMOD 4.9769913e-05
10,770 KDSelector: A Framework of Knowledge-Enhanced and Data-Efficient Selector Learning for Anomaly Detection Model Selection in Time Series 2026 VLDB 4.9769913e-05
11,118 Largest Triangle Sampling for Visualizing Time Series in Database 2025 SIGMOD 4.9769913e-05
11,125 Randomized Sketches for Quantile in LSM-tree based Store 2025 SIGMOD 4.9769913e-05
11,254 Migration-Free Elastic Storage of Time Series in Apache IoTDB 2025 VLDB 4.9769913e-05
11,323 Improving Time Series Data Compression in Apache IoTDB 2025 VLDB 4.9769913e-05
11,441 bNDCRepair: Cleaning both Data Errors and Inaccurate Constraints on Numerical Sequential Data 2025 VLDB 4.9769913e-05
11,592 On Reducing Space Amplification with Multi-Column Compaction in Apache IoTDB 2024 VLDB 4.9769913e-05
11,622 Lindorm-UWC: An Ultra-Wide-Column Database for Internet of Vehicles 2024 VLDB 4.9769913e-05
11,663 Scalable Model-Based Management of Massive High Frequency Wind Turbine Data with ModelarDB 2024 VLDB 4.9769913e-05
11,665 TUCKET: A Tensor Time Series Data Structure for Efficient and Accurate Factor Analysis over Time Ranges 2024 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank Cited Paper Year Venue Pagerank
23 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00055384955
59 Differential Files: Their Application To The Maintenance Of Large Data Bases 1976 SIGMOD 0.00039592759
148 Gorilla: A Fast, Scalable, In-Memory Time Series Database 2015 VLDB 0.00029001141
1,238 Druid: A Real-time Analytical Data Store 2014 SIGMOD 0.00011397949
1,638 Apache IoTDB: Time-series Database for Internet of Things 2020 VLDB 0.00010009319
1,912 ModelarDB: Modular Model-Based Time Series Management with Spark and Cassandra 2018 VLDB 9.3869908e-05
2,689 Major Technical Advancements in Apache Hive 2014 SIGMOD 8.1227087e-05
2,920 Monarch: Google’s Planet-Scale In-Memory Time Series Database 2020 VLDB 7.8519381e-05
2,972 Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing 2017 VLDB 7.793491e-05
3,607 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 7.1645803e-05
4,858 Time Series Data Encoding for Efficient Storage: A Comparative Analysis in Apache IoTDB 2022 VLDB 6.3770911e-05
5,111 Sequential Data Cleaning: A Statistical Approach 2016 SIGMOD 6.2671754e-05
6,310 SCREEN: Stream Data Cleaning under Speed Constraints 2015 SIGMOD 5.8151463e-05
7,176 Frequency Domain Data Encoding in Apache IoTDB 2023 VLDB 5.5912232e-05
7,467 Time Series Data Validity 2023 SIGMOD 5.5178324e-05
8,546 Why Not Match: On Explanations of Event Pattern Queries 2021 SIGMOD 5.3174951e-05
9,388 On Repairing Timestamps for Regular Interval Time Series 2022 VLDB 5.1843659e-05
11,702 Grouping Time Series for Efficient Columnar Storage 2023 SIGMOD 4.9769913e-05
11,850 Confidence Bounded Replica Currency Estimation 2022 SIGMOD 4.9769913e-05
12,013 Approximating Median Absolute Deviation with Bounded Error 2021 VLDB 4.9769913e-05
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