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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
7.1266347e-05
Overall Rank
3,634 | 75.65%
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
6,712 MOST: Model-Based Compression with Outlier Storage for Time Series Data 2023 SIGMOD 5.6852386e-05
7,276 Showcasing Data Management Challenges for Future IoT Applications with NebulaStream 2023 VLDB 5.5515025e-05
7,554 Time Series Representation for Visualization in Apache IoTDB 2024 SIGMOD 5.4800579e-05
8,666 Mnemosyne: Dynamic Workload-Aware BF Tuning via Accurate Statistics in LSM trees 2025 SIGMOD 5.277223e-05
9,169 Distance-based Outlier Query Optimization in Apache IoTDB 2024 VLDB 5.2018272e-05
9,277 TsQuality: Measuring Time Series Data Quality in Apache IoTDB 2023 VLDB 5.1860131e-05
9,349 Apache TsFile: An IoT-native Time Series File Format 2024 VLDB 5.1763069e-05
9,603 Determining Exact Quantiles with Randomized Summaries 2024 SIGMOD 5.1376962e-05
9,839 Randomized Sketches for Quantile in LSM-tree based Store 2025 SIGMOD 5.1064323e-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
10,172 Optimizing Time Series Queries with Versions 2024 SIGMOD 5.0559291e-05
10,536 FLEA: Frequency-based Lossless Encoding Algorithm for Periodic Time Series 2026 SIGMOD 4.9605343e-05
10,587 The Power of Anomaly Detection in Predictive Maintenance: [Experiments & Analysis] 2026 SIGMOD 4.9605343e-05
10,629 Cleaning Time Series under Seasonal and Trend Constraints 2026 SIGMOD 4.9605343e-05
10,652 LSM-Raft: Optimizing Raft for LSM-tree Store 2026 SIGMOD 4.9605343e-05
10,723 Improving LZ4 for Effective Compression and Efficient Query 2026 SIGMOD 4.9605343e-05
10,831 KDSelector: A Framework of Knowledge-Enhanced and Data-Efficient Selector Learning for Anomaly Detection Model Selection in Time Series 2026 VLDB 4.9605343e-05
11,179 Largest Triangle Sampling for Visualizing Time Series in Database 2025 SIGMOD 4.9605343e-05
11,310 Migration-Free Elastic Storage of Time Series in Apache IoTDB 2025 VLDB 4.9605343e-05
11,377 Improving Time Series Data Compression in Apache IoTDB 2025 VLDB 4.9605343e-05
11,493 bNDCRepair: Cleaning both Data Errors and Inaccurate Constraints on Numerical Sequential Data 2025 VLDB 4.9605343e-05
11,640 On Reducing Space Amplification with Multi-Column Compaction in Apache IoTDB 2024 VLDB 4.9605343e-05
11,669 Lindorm-UWC: An Ultra-Wide-Column Database for Internet of Vehicles 2024 VLDB 4.9605343e-05
11,709 Scalable Model-Based Management of Massive High Frequency Wind Turbine Data with ModelarDB 2024 VLDB 4.9605343e-05
11,711 TUCKET: A Tensor Time Series Data Structure for Efficient and Accurate Factor Analysis over Time Ranges 2024 VLDB 4.9605343e-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 0.00055523999
59 Differential Files: Their Application To The Maintenance Of Large Data Bases 1976 SIGMOD 0.00039478403
147 Gorilla: A Fast, Scalable, In-Memory Time Series Database 2015 VLDB 0.00028941363
1,240 Druid: A Real-time Analytical Data Store 2014 SIGMOD 0.00011373933
1,644 Apache IoTDB: Time-series Database for Internet of Things 2020 VLDB 9.9773086e-05
1,922 ModelarDB: Modular Model-Based Time Series Management with Spark and Cassandra 2018 VLDB 9.3577034e-05
2,700 Major Technical Advancements in Apache Hive 2014 SIGMOD 8.096888e-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
3,611 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 7.1443694e-05
4,880 Time Series Data Encoding for Efficient Storage: A Comparative Analysis in Apache IoTDB 2022 VLDB 6.3566231e-05
5,131 Sequential Data Cleaning: A Statistical Approach 2016 SIGMOD 6.2464522e-05
6,322 SCREEN: Stream Data Cleaning under Speed Constraints 2015 SIGMOD 5.7959179e-05
7,198 Frequency Domain Data Encoding in Apache IoTDB 2023 VLDB 5.5727369e-05
7,486 Time Series Data Validity 2023 SIGMOD 5.499587e-05
8,564 Why Not Match: On Explanations of Event Pattern Queries 2021 SIGMOD 5.2999122e-05
9,414 On Repairing Timestamps for Regular Interval Time Series 2022 VLDB 5.1672232e-05
11,748 Grouping Time Series for Efficient Columnar Storage 2023 SIGMOD 4.9605343e-05
11,894 Confidence Bounded Replica Currency Estimation 2022 SIGMOD 4.9605343e-05
12,057 Approximating Median Absolute Deviation with Bounded Error 2021 VLDB 4.9605343e-05
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