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Overall very nice comparison and review. I just have one recommendation here. Thanks, Yan! docs/learn/documentation/versioned/comparisons/spark-streaming.md <https://reviews.apache.org/r/35325/#comment140211> I felt that the mentioning of exactly-once here in Spark is not proper, if you will have to revert back to at-least-once in failures. It is trivial to claim exact-once under the asumption that the system running healthy, - Yi Pan (Data Infrastructure) On June 12, 2015, 11:54 p.m., Yan Fang wrote: > > ----------------------------------------------------------- > This is an automatically generated e-mail. To reply, visit: > https://reviews.apache.org/r/35325/ > ----------------------------------------------------------- > > (Updated June 12, 2015, 11:54 p.m.) > > > Review request for samza. > > > Bugs: SAMZA-698 > https://issues.apache.org/jira/browse/SAMZA-698 > > > Repository: samza > > > Description > ------- > > update the doc > > > Diffs > ----- > > docs/learn/documentation/versioned/comparisons/spark-streaming.md b8a521f > > Diff: https://reviews.apache.org/r/35325/diff/ > > > Testing > ------- > > > Thanks, > > Yan Fang > >