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SQL Server: the database could not be exclusively locked to perform the operation

To get an application up and running, I had to change the Database Collation. But updating it failed with the following error message:

The database could not be exclusively locked to perform the operation

I was able to fix it by (temporarily) change the database access to SINGLE_USER.

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