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Probably the data out output in SSMS window was too much too handle.
Online solutions do suggest putting the query in a file and then running the file using SQLCMD. Instead here, we created a temporary sql agent job on that database. Dumped the SQL in the job and output data to a text file. The query ran really fast and we had all the data we needed.
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