The below error comes because of two main reasons.
- When SharePoint versions are different from the source of the back to restore server.
- Another reason is due to Content Database not updated.
When you have different versions you need to make sure that you have same
version else if you have latest version of SharePoint running and your back is
of older version make sure to upgrade the database and then restore the site
collection using PowerShell.
First run the Upgrade-SPContentDatabase
WSS_Content.
Take the site collection backup and then restore.
This will hopefully
help you get rid of InvalidData error in Restoration of Site Collection.

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