Iterative Parallel Data Processing with Stratosphere: An Inside Look
Summary: Iterative analytics on a shared-nothing data-flow engine (Stratosphere) with incremental state updates. Demonstrates end-to-end support: code, optimization plans, runtime monitoring, and a lightweight Pregel API for graph/ML workloads. (summarized by gpt-5-nano on Feb 09 2026)
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Authors
- 1. Stephan Ewen (Technical University of Berlin)
- 2. Sebastian Schelter (Technical University of Berlin)
- 3. Kostas Tzoumas (Technical University of Berlin)
- 4. Daniel Warneke (International Computer Science Institute)
- 5. Volker Markl (Technical University of Berlin)
BibTeX Citation
@inproceedings{ewen_sigmod13,
title = {{Iterative Parallel Data Processing with Stratosphere: An Inside Look}},
author = {Ewen, Stephan and Schelter, Sebastian and Tzoumas, Kostas and Warneke, Daniel and Markl, Volker},
series = {{SIGMOD} '13},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/2463676.2463693},
url = {https://dl.acm.org/doi/10.1145/2463676.2463693},
year = {2013}
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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 |
|---|---|---|---|---|
| 3 | Pregel: A System for Large-Scale Graph Processing | 2010 | SIGMOD | 0.0012250108 |
| 1,264 | SQL/MapReduce: A practical approach to self-describing, polymorphic, and parallelizable user-defined functions | 2009 | VLDB | 0.00011416393 |
| 2,164 | Opening the Black Boxes in Data Flow Optimization | 2012 | VLDB | 9.0521951e-05 |
| 2,196 | Spinning Fast Iterative Data Flows | 2012 | VLDB | 8.9704984e-05 |
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