Thanks Damon, I appreciate the data-driven effort you are making to test
different approaches to rate limiting in Beam.

On Thu, Feb 9, 2023 at 12:54 AM Damon Douglas <douglas.da...@gmail.com>
wrote:

> Hello Everyone,
>
> The following exploratory study proposal aims to evaluate existing
> features of Beam to prevent web service API overusage.  API providers
> typically design for application workloads smaller than parallelized data
> processing.  This presents a challenge when using these resources to read
> from and write to in the context of Beam.
>
> The study defines primary and secondary measures, identifying experimental
> groups based on a key Beam feature applied to its pipeline design, such as
> windowing or the State API.  The data will foster evidence based approaches
> to designing a solution to this problem.
>
>
> https://docs.google.com/document/d/1VZ9YphDO7kewBSz5oMXVPHWaib3S03Z6aZ66BhciB3E/edit?usp=sharing&resourcekey=0-ItxMSG72EzfSwVedSz-Zeg
>
> Best,
>
> Damon
>

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