Sun. May 17th, 2026

Ten Years of Beam: From Google's Dataflow Paper to 4 Trillion Events at LinkedIn


In August 2015, a team of engineers at Google published a paper with a title so long it barely fits on a conference slide: “The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing.” The opening line was:

We as a field must stop trying to groom unbounded datasets into finite pools of information that eventually become complete.

By uttu

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