@article{cs2-04-1, title = {{The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing}}, author = {Akidau, Tyler and Bradshaw, Robert and Chambers, Craig and Chernyak, Slava and Fernández-Moctezuma, Rafael J. and Lax, Reuven and McVeety, Sam and Mills, Daniel and Perry, Frances and Schmidt, Eric and Whittle, Sam}, year = {2015}, url = {https://www.vldb.org/pvldb/vol8/p1792-Akidau.pdf}, journal = {Proceedings of the VLDB Endowment} } @article{cs2-04-2, title = {{MillWheel: Fault-Tolerant Stream Processing at Internet Scale}}, author = {Akidau, Tyler and Balikov, Alex and Bekiroglu, Kaya and Chernyak, Slava and Haberman, Josh and Lax, Reuven and McVeety, Sam and Mills, Daniel and Nordstrom, Paul and Whittle, Sam}, year = {2013}, url = {https://www.vldb.org/pvldb/vol6/p1033-akidau.pdf}, journal = {Proceedings of the VLDB Endowment} } @inproceedings{cs2-04-3, title = {{Naiad: A Timely Dataflow System}}, author = {Murray, Derek G. and McSherry, Frank and Isaacs, Rebecca and Isard, Michael and Barham, Paul and Abadi, Martín}, year = {2013}, url = {https://sigops.org/s/conferences/sosp/2013/papers/p439-murray.pdf}, doi = {10.1145/2517349.2522738}, booktitle = {ACM SOSP} } @misc{cs2-04-4, title = {{Beam Programming Guide}}, author = {{Apache Beam contributors}}, year = {2026}, url = {https://beam.apache.org/documentation/programming-guide/}, howpublished = {Apache Beam documentation} } @misc{cs2-04-5, title = {{Timely Stream Processing}}, author = {{Apache Flink contributors}}, year = {2026}, url = {https://nightlies.apache.org/flink/flink-docs-stable/docs/concepts/time/}, howpublished = {Apache Flink documentation} } @article{cs2-04-6, title = {{Watermarks in Stream Processing Systems: Semantics and Comparative Analysis of Apache Flink and Google Cloud Dataflow}}, author = {Akidau, Tyler and Begoli, Edmon and Chernyak, Slava and Hueske, Fabian and Knight, Kathryn and Knowles, Kenneth and Mills, Daniel and Sotolongo, Dan}, year = {2021}, url = {https://www.vldb.org/pvldb/vol14/p3135-begoli.pdf}, doi = {10.14778/3476311.3476389}, journal = {Proceedings of the VLDB Endowment} }