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Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management

Summary: Externalised operator state with explicit primitives enables dynamic scale-out and fault-tolerant recovery for stateful stream processing. Checkpoints are partitioned across new VMs for scale-out; recovery restores state and replays tuples, demonstrated on EC2 with up to 50 VMs and L=350. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h13ab2250e6f66646
Venue
SIGMOD
Year
2013
Pagerank
0.00012776109
Overall Rank
970 | 93.49%
DOI
10.1145/2463676.2465282

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{fernandez_sigmod13,
        title = {{Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management}},
        author = {Fernandez, Raul Castro and Migliavacca, Matteo and Kalyvianaki, Evangelia and Pietzuch, Peter},
        series = {{SIGMOD} '13},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2463676.2465282},
        url = {https://dl.acm.org/doi/10.1145/2463676.2465282},
        year = {2013}
}

Incoming Citations (Sorted by Pagerank)

Showing 41 of 41 citing papers.

Rank Citing Paper Year Venue Pagerank
1,303 Realtime Data Processing at Facebook 2016 SIGMOD 0.00011101274
1,402 State Management in Apache Flink: Consistent Stateful Distributed Stream Processing 2017 VLDB 0.00010766851
1,771 Samza: Stateful Scalable Stream Processing at LinkedIn 2017 VLDB 9.6757926e-05
1,939 S-Store: Streaming Meets Transaction Processing 2015 VLDB 9.3299482e-05
2,956 Scalable and Adaptive Online Joins 2014 VLDB 7.8100535e-05
3,034 Chi: A Scalable and Programmable Control Plane for Distributed Stream Processing Systems 2018 VLDB 7.7301387e-05
3,108 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 7.6392673e-05
3,370 Frontier: Resilient Edge Processing for the Internet of Things 2018 VLDB 7.3660727e-05
3,398 Megaphone: Latency-conscious state migration for distributed streaming dataflows 2019 VLDB 7.3318754e-05
3,923 Analyzing Efficient Stream Processing on Modern Hardware 2019 VLDB 6.919667e-05
4,110 Rhino: Efficient Management of Very Large Distributed State for Stream Processing Engines 2020 SIGMOD 6.797656e-05
4,453 Consistency and Completeness: Rethinking Distributed Stream Processing in Apache Kafka 2021 SIGMOD 6.59179e-05
4,867 Clonos: Consistent Causal Recovery for Highly-Available Streaming Dataflows 2021 SIGMOD 6.3723904e-05
4,919 LightSaber: Efficient Window Aggregation on Multi-core Processors 2020 SIGMOD 6.3519157e-05
5,331 BriskStream: Scaling Data Stream Processing on Shared-Memory Multicore Architectures 2019 SIGMOD 6.1770377e-05
5,831 FluxQuery: An Execution Framework for Highly Interactive Query Workloads 2016 SIGMOD 5.9755208e-05
5,939 StreamOps: Cloud-Native Runtime Management for Streaming Services in ByteDance 2023 VLDB 5.9378976e-05
6,270 Beyond Analytics: The Evolution of Stream Processing Systems 2020 SIGMOD 5.8275729e-05
6,444 Grizzly: Efficient Stream Processing Through Adaptive Query Compilation 2020 SIGMOD 5.7807677e-05
6,543 A Holistic View of Stream Partitioning Costs 2017 VLDB 5.7496377e-05
6,793 Hazelcast Jet: Low-latency Stream Processing at the 99.99th Percentile 2021 VLDB 5.6793645e-05
6,819 Liquid: Unifying Nearline and Offline Big Data Integration 2015 CIDR 5.6713167e-05
7,182 MgCrab: Transaction Crabbing for Live Migration in Deterministic Database Systems 2019 VLDB 5.5903567e-05
7,980 Rethinking Stateful Stream Processing with RDMA 2022 SIGMOD 5.4120499e-05
8,381 Meta-Dataflows: Efficient Exploratory Dataflow Jobs 2018 SIGMOD 5.3411788e-05
8,873 Optimization of Threshold Functions over Streams 2021 VLDB 5.2597749e-05
9,367 Phoebe: A Learning-based Checkpoint Optimizer 2021 VLDB 5.1845217e-05
9,482 Elasticutor: Rapid Elasticity for Realtime Stateful Stream Processing 2019 SIGMOD 5.1687151e-05
9,817 Scabbard: Single-Node Fault-Tolerant Stream Processing 2022 VLDB 5.1233734e-05
9,823 Supporting Scalable Analytics with Latency Constraints 2015 VLDB 5.1233734e-05
9,956 CloudJump II: Optimizing Cloud Databases for Shared Storage 2025 SIGMOD 5.1014161e-05
10,089 ContTune: Continuous Tuning by Conservative Bayesian Optimization for Distributed Stream Data Processing Systems 2023 VLDB 5.0806786e-05
10,228 Towards Resource-adaptive Query Execution in Cloud Native Databases 2024 CIDR 5.054828e-05
10,552 Accelerating Stream Processing Engines via Hardware Offloading 2026 SIGMOD 4.9769913e-05
10,739 Scarf: Self-Adaptive Tuning via Multi-Objective Reinforcement Learning for Apache Flink 2026 VLDB 4.9769913e-05
10,871 Fugue: Online Elasticity for Distributed Stateful Stream Processing 2026 VLDB 4.9769913e-05
11,761 Fries: Fast and Consistent Runtime Reconfiguration in Dataflow Systems with Transactional Guarantees 2023 VLDB 4.9769913e-05
12,196 Minimizing Cost by Reducing Scaling Operations in Distributed Stream Processing 2019 VLDB 4.9769913e-05
12,323 Toward High-Performance Distributed Stream Processing via Approximate Fault Tolerance 2017 VLDB 4.9769913e-05
12,407 CE-Storm: Confidential Elastic Processing of Data Streams 2015 SIGMOD 4.9769913e-05
12,423 Smooth Task Migration in Apache Storm 2015 SIGMOD 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

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