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Gorilla: A Fast, Scalable, In-Memory Time Series Database

Summary: Gorilla is an in-memory TSDB for massive monitoring workloads, exploiting recency and aggregate-query priorities with delta-of-delta and XOR compression. It trades limited write-side loss for regional failure tolerance, delivering 10× compression, 73× lower latency, and 14× higher throughput than HBase. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
11247
Venue
VLDB
Year
2015
Pagerank
0.00029250767
Overall Rank
148 | 98.99%
DOI
10.14778/2824032.2824078

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{pelkonen_vldb15,
        title = {{Gorilla: A Fast, Scalable, In-Memory Time Series Database}},
        author = {Pelkonen, Tuomas and Cavallaro, Paul and Huang, Qi and Franklin, Scott and Meza, Justin and Teller, Justin and Veeraraghavan, Kaushik},
        journal = {PVLDB},
        series = {{VLDB} '15},
        volume = {8},
        number = {12},
        pages = {1816--1827},
        doi = {10.14778/2824032.2824078},
        url = {https://doi.org/10.14778/2824032.2824078},
        year = {2015}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 77 citing papers.

Rank Citing Paper Year Venue Pagerank
286 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00022357911
1,364 Chimp: Efficient Lossless Floating Point Compression for Time Series Databases 2022 VLDB 0.00011020069
1,494 Procella: Unifying serving and analytical data at YouTube 2019 VLDB 0.00010577585
1,792 MacroBase: Prioritizing Attention in Fast Data 2017 SIGMOD 9.7436856e-05
1,805 SAND: Streaming Subsequence Anomaly Detection 2021 VLDB 9.7116108e-05
1,973 ModelarDB: Modular Model-Based Time Series Management with Spark and Cassandra 2018 VLDB 9.3673522e-05
2,023 Decomposed Bounded Floats for Fast Compression and Queries 2021 VLDB 9.2950046e-05
2,346 Series2Graph: Graph-based Subsequence Anomaly Detection for Time Series 2020 VLDB 8.7168932e-05
2,788 BtrBlocks: Efficient Columnar Compression for Data Lakes 2023 SIGMOD 8.1205155e-05
3,123 Monarch: Google’s Planet-Scale In-Memory Time Series Database 2020 VLDB 7.7354933e-05
3,269 ALP: Adaptive Lossless floating-Point Compression 2023 SIGMOD 7.5809516e-05
3,326 Timon: A Timestamped Event Database for Efficient Telemetry Data Processing and Analytics 2020 SIGMOD 7.5187553e-05
3,540 Elf: Erasing-based Lossless Floating-Point Compression 2023 VLDB 7.3282654e-05
3,653 ClickHouse - Lightning Fast Analytics for Everyone 2024 VLDB 7.2241143e-05
3,793 Apache IoTDB: A Time Series Database for IoT Applications 2023 SIGMOD 7.1217835e-05
3,877 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 7.0532293e-05
4,234 GRAIL: Efficient Time-Series Representation Learning 2019 VLDB 6.8171563e-05
4,345 ASAP: Prioritizing Attention via Time Series Smoothing 2017 VLDB 6.7513816e-05
4,496 Sim-Piece: Highly Accurate Piecewise Linear Approximation through Similar Segment Merging 2023 VLDB 6.6622617e-05
4,548 ExplainIt! - A Declarative Root-cause Analysis Engine for Time Series Data 2019 SIGMOD 6.63688e-05
4,665 Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes 2018 VLDB 6.5780693e-05
4,762 Time Series Data Encoding for Efficient Storage: A Comparative Analysis in Apache IoTDB 2022 VLDB 6.519484e-05
5,681 Survivability of Cloud Databases - Factors and Prediction 2018 SIGMOD 6.1237253e-05
6,004 Data Ingestion for the Connected World 2017 CIDR 6.0124846e-05
6,061 VergeDB: A Database for IoT Analytics on Edge Devices 2021 CIDR 5.9910733e-05
6,073 OnlineSTL: Scaling Time Series Decomposition by 100x 2022 VLDB 5.9862575e-05
6,336 Heracles: An Efficient Storage Model and Data Flushing for Performance Monitoring Timeseries 2021 VLDB 5.9088937e-05
6,556 Hierarchical Residual Encoding for Multiresolution Time Series Compression 2023 SIGMOD 5.8404094e-05
6,590 MOST: Model-Based Compression with Outlier Storage for Time Series Data 2023 SIGMOD 5.8316635e-05
7,033 Frequency Domain Data Encoding in Apache IoTDB 2023 VLDB 5.7222622e-05
7,208 TimeUnion: An Efficient Architecture with Unified Data Model for Timeseries Management Systems on Hybrid Cloud Storage 2022 SIGMOD 5.6727339e-05
7,285 Bullion: A Column Store for Machine Learning 2025 CIDR 5.6559604e-05
7,421 Raising the ClaSS of Streaming Time Series Segmentation 2024 VLDB 5.6225905e-05
7,551 Enabling Efficient and General Subpopulation Analytics in Multidimensional Data Streams 2022 VLDB 5.6006414e-05
7,728 TSCache: An Efficient Flash-based Caching Scheme for Time-series Data Workloads 2021 VLDB 5.5575012e-05
7,890 FCBench: Cross-Domain Benchmarking of Lossless Compression for Floating-Point Data 2024 VLDB 5.521314e-05
7,892 Serf: Streaming Error-Bounded Floating-Point Compression 2025 SIGMOD 5.5210739e-05
7,915 Krypton: Real-time Serving and Analytical SQL Engine at ByteDance 2023 VLDB 5.5181056e-05
8,167 DecLog: Decentralized Logging in Non-Volatile Memory for Time Series Database Systems 2024 VLDB 5.4745703e-05
8,519 Mach: A Pluggable Metrics Storage Engine for the Age of Observability 2022 CIDR 5.4119882e-05
8,634 Everything You Always Wanted to Know About Storage Compressibility of Pre-Trained ML Models but Were Afraid to Ask 2024 VLDB 5.3960216e-05
8,635 Camel: Efficient Compression of Floating-Point Time Series 2024 SIGMOD 5.3959098e-05
9,038 The FastLanes File Format 2025 VLDB 5.3270943e-05
9,156 Apache TsFile: An IoT-native Time Series File Format 2024 VLDB 5.3119028e-05
9,157 Meta's Next-generation Realtime Monitoring and Analytics Platform 2022 VLDB 5.3115153e-05
9,278 Odyssey: A Journey in the Land of Distributed Data Series Similarity Search 2023 VLDB 5.2936898e-05
9,518 Revisiting B-tree Compression: An Experimental Study 2024 SIGMOD 5.256602e-05
9,633 Scabbard: Single-Node Fault-Tolerant Stream Processing 2022 VLDB 5.2434488e-05
9,817 Lindorm TSDB: A Cloud-native Time-series Database for Large-scale Monitoring Systems 2023 VLDB 5.214913e-05
10,036 VStream: A Distributed Streaming Vector Search System 2025 VLDB 5.173224e-05
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Outgoing Citations (Sorted by Pagerank)

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