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I am making use of the Power BI Streaming Dataset. I have no issues of adding data or visualizing the data. But I have a challenge of deleting the data from the dataset. Is there a way to achieve this ?

I understand the streaming dataset is meant for HF inflow of data. However, sometimes there is a requirement of cleaning/deleting the bunch of the data from the data. I am not able to find the option to delete them ?

Currently i m filtering the Unnecessary using filter. But is there any alternative way to delete from Power BI Streaming dataset.

https://docs.microsoft.com/en-us/power-bi/connect-data/service-real-time-streaming

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No. A streaming dataset's storage is just a cache and it is not exposed at all. It is managed by the service and the data will expire in about an hour. See the explanation in the link from your post. You must filter out these records before pushing them to the streaming dataset.