I want to develop android and iOS app using Flutter and I want to display power bi reports into my APP but I don't want to use I Frame or web view for this purpose, I want to know if there is any other way of doing so? for example using power bi SDK or maybe using http request Rest API if there is a solution I'll be so thankful.
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You should be able to use PowerBI Embedded for this. It's not going to be as easy as simply opening PowerBI Desktop and building some charts and deploying them, but I believe PowerBI Embedded was developed for this exact purpose.
https://azure.microsoft.com/en-au/services/power-bi-embedded/