How Reliable Are Streams? End-to-End Processing-Guarantee Validation and Performance Benchmarking of Stream Processing Systems
Summary: PGVal end-to-end validates stream-processing guarantees via fault injection and a comprehensive failure model. New metrics—reliability, reliable throughput, failure cost, and refined latency—expose configuration- and fault-dependent tradeoffs in Kafka Streams, Storm, and Flink. (summarized by gpt-5.6-luna on Jul 24 2026)
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Authors
- 1. Jawad Tahir (Technical University of Munich)
- 2. Ruben Mayer (University of Bayreuth)
- 3. Christoph Doblander (Technical University of Munich)
- 4. Hans-Arno Jacobsen (University of Toronto)
BibTeX Citation
@article{tahir_vldb25,
title = {{How Reliable Are Streams? End-to-End Processing-Guarantee Validation and Performance Benchmarking of Stream Processing Systems}},
author = {Tahir, Jawad and Mayer, Ruben and Doblander, Christoph and Jacobsen, Hans-Arno},
journal = {PVLDB},
series = {{VLDB} '25},
volume = {18},
number = {3},
pages = {585--598},
doi = {10.14778/3712221.3712227},
url = {https://doi.org/10.14778/3712221.3712227},
year = {2025}
}
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Outgoing Citations (Sorted by Pagerank)
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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 220 | Storm @Twitter | 2014 | SIGMOD | 0.00024244587 |
| 361 | The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing | 2015 | VLDB | 0.00020138717 |
| 587 | Linear Road: A Stream Data Management Benchmark | 2004 | VLDB | 0.00016106078 |
| 8,248 | Demonstrating PDSP-Bench: A Benchmarking System for Parallel and Distributed Stream Processing | 2025 | SIGMOD | 5.4574671e-05 |
| 8,258 | Correctness in Stream Processing: Challenges and Opportunities | 2022 | CIDR | 5.4574671e-05 |
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