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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
6698
Venue
SIGMOD
Year
2023
Pagerank
6.5796647e-05
Overall Rank
3,967 | 72.41%
DOI
10.1145/3589775

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 23 of 23 citing papers.

Rank Citing Paper Year Venue Pagerank
7,214 Showcasing Data Management Challenges for Future IoT Applications with NebulaStream 2023 VLDB 4.7988365e-05
7,395 MOST: Model-Based Compression with Outlier Storage for Time Series Data 2023 SIGMOD 4.7420041e-05
8,434 Time Series Representation for Visualization in Apache IoTDB 2024 SIGMOD 4.5141748e-05
8,912 TsQuality: Measuring Time Series Data Quality in Apache IoTDB 2023 VLDB 4.427232e-05
9,128 Apache TsFile: An IoT-native Time Series File Format 2024 VLDB 4.3909921e-05
9,237 Determining Exact Quantiles with Randomized Summaries 2024 SIGMOD 4.3690661e-05
9,529 Mnemosyne: Dynamic Workload-Aware BF Tuning via Accurate Statistics in LSM trees 2025 SIGMOD 4.32934e-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
9,792 Optimizing Time Series Queries with Versions 2024 SIGMOD 4.2818172e-05
9,794 Distance-based Outlier Query Optimization in Apache IoTDB 2024 VLDB 4.2818172e-05
10,061 Cleaning Time Series under Seasonal and Trend Constraints 2026 SIGMOD 4.1945683e-05
10,092 LSM-Raft: Optimizing Raft for LSM-tree Store 2026 SIGMOD 4.1945683e-05
10,175 Improving LZ4 for Effective Compression and Efficient Query 2026 SIGMOD 4.1945683e-05
10,380 Largest Triangle Sampling for Visualizing Time Series in Database 2025 SIGMOD 4.1945683e-05
10,388 Randomized Sketches for Quantile in LSM-tree based Store 2025 SIGMOD 4.1945683e-05
10,575 Migration-Free Elastic Storage of Time Series in Apache IoTDB 2025 VLDB 4.1945683e-05
10,674 Improving Time Series Data Compression in Apache IoTDB 2025 VLDB 4.1945683e-05
10,855 bNDCRepair: Cleaning both Data Errors and Inaccurate Constraints on Numerical Sequential Data 2025 VLDB 4.1945683e-05
11,049 On Reducing Space Amplification with Multi-Column Compaction in Apache IoTDB 2024 VLDB 4.1945683e-05
11,088 Lindorm-UWC: An Ultra-Wide-Column Database for Internet of Vehicles 2024 VLDB 4.1945683e-05
11,133 Scalable Model-Based Management of Massive High Frequency Wind Turbine Data with ModelarDB 2024 VLDB 4.1945683e-05
11,135 TUCKET: A Tensor Time Series Data Structure for Efficient and Accurate Factor Analysis over Time Ranges 2024 VLDB 4.1945683e-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
32 Differential Files: Their Application To The Maintenance Of Large Data Bases 1976 SIGMOD 0.00077486306
66 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00061639801
210 Gorilla: A Fast, Scalable, In-Memory Time Series Database 2015 VLDB 0.0003404384
1,588 Druid: A Real-time Analytical Data Store 2014 SIGMOD 0.00011239313
1,921 Apache IoTDB: Time-series Database for Internet of Things 2020 VLDB 0.00010082827
2,267 ModelarDB: Modular Model-Based Time Series Management with Spark and Cassandra 2018 VLDB 9.1519895e-05
2,998 Major Technical Advancements in Apache Hive 2014 SIGMOD 7.753765e-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
3,798 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 6.7592302e-05
5,002 Sequential Data Cleaning: A Statistical Approach 2016 SIGMOD 5.7671075e-05
5,071 Time Series Data Encoding for Efficient Storage: A Comparative Analysis in Apache IoTDB 2022 VLDB 5.7188461e-05
6,583 SCREEN: Stream Data Cleaning under Speed Constraints 2015 SIGMOD 5.0027988e-05
6,859 Frequency Domain Data Encoding in Apache IoTDB 2023 VLDB 4.905867e-05
7,391 Time Series Data Validity 2023 SIGMOD 4.7429293e-05
8,149 Why Not Match: On Explanations of Event Pattern Queries 2021 SIGMOD 4.5752863e-05
9,048 On Repairing Timestamps for Regular Interval Time Series 2022 VLDB 4.4039656e-05
11,175 Grouping Time Series for Efficient Columnar Storage 2023 SIGMOD 4.1945683e-05
11,336 Confidence Bounded Replica Currency Estimation 2022 SIGMOD 4.1945683e-05
11,505 Approximating Median Absolute Deviation with Bounded Error 2021 VLDB 4.1945683e-05
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