Minimizing Cost by Reducing Scaling Operations in Distributed Stream Processing
Summary: Reduces costly, disruptive autoscaling in elastic stream processors by filtering workload/resource signals to suppress reactions to transient changes and over-scaling. Real-world evaluation and break-even analysis quantify resource, gap, and economic benefits. (summarized by gpt-5.6-luna on Jul 24 2026)
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Authors
- 1. Michael Borkowski (Vienna University of Technology)
- 2. Christoph Hochreiner (Vienna University of Technology)
- 3. Stefan Schulte (Vienna University of Technology)
BibTeX Citation
@article{borkowski_vldb19,
title = {{Minimizing Cost by Reducing Scaling Operations in Distributed Stream Processing}},
author = {Borkowski, Michael and Hochreiner, Christoph and Schulte, Stefan},
journal = {PVLDB},
series = {{VLDB} '19},
volume = {12},
number = {7},
pages = {724--737},
doi = {10.14778/3317315.3317316},
url = {https://doi.org/10.14778/3317315.3317316},
year = {2019}
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 891 | Adaptive Stream Resource Management Using Kalman Filters | 2004 | SIGMOD | 0.00013382575 |
| 902 | Albatross: Lightweight Elasticity in Shared Storage Databases for the Cloud using Live Data Migration | 2011 | VLDB | 0.00013328979 |
| 983 | Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management | 2013 | SIGMOD | 0.0001283214 |
| 1,224 | Dhalion: Self-Regulating Stream Processing in Heron | 2017 | VLDB | 0.00011596911 |
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