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Storm @Twitter

Summary: Describes Storm, a real-time, fault-tolerant distributed stream processing system deployed at Twitter at scale. Covers architecture, topology execution, scale-out, and fault tolerance, with empirical resilience data and production-time lessons. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h7277c146d00b40fe
Venue
SIGMOD
Year
2014
Pagerank
0.00023841089
Overall Rank
231 | 98.45%
DOI
10.1145/2588555.2595641

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{toshniwal_sigmod14,
        title = {{Storm @Twitter}},
        author = {Toshniwal, Ankit and Taneja, Siddarth and Shukla, Amit and Ramasamy, Karthik and Patel, Jignesh M. and Kulkarni, Sanjeev and Jackson, Jason and Gade, Krishna and Fu, Maosong and Donham, Jake and Bhagat, Nikunj and Mittal, Sailesh and Ryaboy, Dmitriy},
        series = {{SIGMOD} '14},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2588555.2595641},
        url = {https://dl.acm.org/doi/10.1145/2588555.2595641},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 74 citing papers.

Rank Citing Paper Year Venue Pagerank
218 MillWheel: Fault-Tolerant Stream Processing at Internet Scale 2013 VLDB 0.00024390324
606 Twitter Heron: Stream Processing at Scale 2015 SIGMOD 0.00015635133
1,233 Dhalion: Self-Regulating Stream Processing in Heron 2017 VLDB 0.00011405873
1,249 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 0.00011340141
1,303 Realtime Data Processing at Facebook 2016 SIGMOD 0.0001110427
1,633 Summingbird: A Framework for Integrating Batch and Online MapReduce Computations 2014 VLDB 0.00010019617
1,771 Samza: Stateful Scalable Stream Processing at LinkedIn 2017 VLDB 9.6803752e-05
1,938 S-Store: Streaming Meets Transaction Processing 2015 VLDB 9.3342542e-05
2,257 Regular Path Query Evaluation on Streaming Graphs 2020 SIGMOD 8.7434588e-05
2,436 Mison: A Fast JSON Parser for Data Analytics 2017 VLDB 8.4708399e-05
2,739 General Incremental Sliding-Window Aggregation 2015 VLDB 8.0721161e-05
2,873 SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics 2017 CIDR 7.9225385e-05
3,033 Chi: A Scalable and Programmable Control Plane for Distributed Stream Processing Systems 2018 VLDB 7.7337998e-05
3,106 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 7.6428848e-05
3,159 S-Store: A Streaming NewSQL System for Big Velocity Applications 2014 VLDB 7.5808147e-05
3,862 Husky: Towards a More Efficient and Expressive Distributed Computing Framework 2016 VLDB 6.9652009e-05
3,922 Analyzing Efficient Stream Processing on Modern Hardware 2019 VLDB 6.9229432e-05
4,177 GraphJet: Real-Time Content Recommendations at Twitter 2016 VLDB 6.757191e-05
4,237 Accelerating Dynamic Graph Analytics on GPUs 2018 VLDB 6.7107028e-05
4,777 Tornado: A System For Real-Time Iterative Analysis Over Evolving Data 2016 SIGMOD 6.4184698e-05
4,866 Clonos: Consistent Causal Recovery for Highly-Available Streaming Dataflows 2021 SIGMOD 6.3754084e-05
4,918 LightSaber: Efficient Window Aggregation on Multi-core Processors 2020 SIGMOD 6.3548575e-05
5,822 SnappyData: A Hybrid Transactional Analytical Store Built On Spark 2016 SIGMOD 5.9826812e-05
6,123 Parallel Index-based Stream Join on a Multicore CPU 2020 SIGMOD 5.8789534e-05
6,174 Helios: Hyperscale Indexing for the Cloud & Edge 2020 VLDB 5.8612829e-05
6,441 Grizzly: Efficient Stream Processing Through Adaptive Query Compilation 2020 SIGMOD 5.7834762e-05
6,450 Towards General and Efficient Online Tuning for Spark 2023 VLDB 5.7817872e-05
6,541 A Holistic View of Stream Partitioning Costs 2017 VLDB 5.7523608e-05
6,599 AStream: Ad-hoc Shared Stream Processing 2019 SIGMOD 5.7404438e-05
6,787 Hazelcast Jet: Low-latency Stream Processing at the 99.99th Percentile 2021 VLDB 5.6820544e-05
6,819 Liquid: Unifying Nearline and Offline Big Data Integration 2015 CIDR 5.672617e-05
7,013 Incremental Sliding Window Connectivity over Streaming Graphs 2024 VLDB 5.6211413e-05
7,267 What's the Difference? Incremental Processing with Change Queries in Snowflake 2023 SIGMOD 5.5698185e-05
7,964 Parallelizing Intra-Window Join on Multicores: An Experimental Study 2021 SIGMOD 5.4165494e-05
7,976 Rethinking Stateful Stream Processing with RDMA 2022 SIGMOD 5.4146123e-05
8,014 AJoin: Ad-hoc Stream Joins at Scale 2020 VLDB 5.4070928e-05
8,404 Spur: Mitigating Slow Instances in Large-Scale Streaming Pipelines 2020 SIGMOD 5.3385814e-05
8,902 InvaliDB: Scalable Push-Based Real-Time Queries on Top of Pull-Based Databases (Extended) 2020 VLDB 5.2559789e-05
9,033 Stateful Entities: Object-oriented Cloud Applications as Distributed Dataflows 2023 CIDR 5.2335027e-05
9,078 Texera: A System for Collaborative and Interactive Data Analytics Using Workflows 2024 VLDB 5.2283159e-05
9,200 Dalton: Learned Partitioning for Distributed Data Streams 2023 VLDB 5.2084806e-05
9,226 Streaming Democratized: Ease Across the Latency Spectrum with Delayed View Semantics and Snowflake Dynamic Tables 2025 SIGMOD 5.2056825e-05
9,252 Enabling Signal Processing over Data Streams 2017 SIGMOD 5.2056825e-05
9,471 Elasticutor: Rapid Elasticity for Realtime Stateful Stream Processing 2019 SIGMOD 5.1711628e-05
9,530 MorphStream: Adaptive Scheduling for Scalable Transactional Stream Processing on Multicores 2023 SIGMOD 5.1653263e-05
9,575 A Step Toward Deep Online Aggregation 2023 SIGMOD 5.1571823e-05
9,648 Disaggregated State Management in Apache Flink 2.0 2025 VLDB 5.1453267e-05
9,810 Scabbard: Single-Node Fault-Tolerant Stream Processing 2022 VLDB 5.1257999e-05
9,813 Dhalion in Action: Automatic Management of Streaming Applications 2018 VLDB 5.1257999e-05
9,816 Supporting Scalable Analytics with Latency Constraints 2015 VLDB 5.1257999e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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

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