@inproceedings {211257, author = {Moritz Hoffmann and Andrea Lattuada and John Liagouris and Vasiliki Kalavri and Desislava Dimitrova and Sebastian Wicki and Zaheer Chothia and Timothy Roscoe}, title = {{SnailTrail}: Generalizing Critical Paths for Online Analysis of Distributed Dataflows}, booktitle = {15th USENIX Symposium on Networked Systems Design and Implementation (NSDI 18)}, year = {2018}, isbn = {978-1-939133-01-4}, address = {Renton, WA}, pages = {95--110}, url = {https://www.usenix.org/conference/nsdi18/presentation/hoffmann}, publisher = {USENIX Association}, month = apr } @inproceedings {222593, author = {Vasiliki Kalavri and John Liagouris and Moritz Hoffmann and Desislava Dimitrova and Matthew Forshaw and Timothy Roscoe}, title = {Three steps is all you need: fast, accurate, automatic scaling decisions for distributed streaming dataflows}, booktitle = {13th USENIX Symposium on Operating Systems Design and Implementation (OSDI 18)}, year = {2018}, isbn = {978-1-939133-08-3}, address = {Carlsbad, CA}, pages = {783--798}, url = {https://www.usenix.org/conference/osdi18/presentation/kalavri}, publisher = {USENIX Association}, month = oct }