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Any Explanation to the above scenarios will help me alot
It is recommended to check the following article:
How to migrate Power BI Workspace collection content to Power BI Embedded
To answer your question:
1. Yes, they are different,
2. You need migrate to Power BI Embedded before June 30, 2018, as the workspace collection will be retired then,
3. You should be able to see your reports under the App you embedded, for how to find the App, check method 2 in this article.
Regards,
Michael
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