How to handle InnoDB: Unable to lock ibdata1 error - MYSQL

How to handle InnoDB: Unable to lock ibdata1 error - MYSQL

I have recently migrated a self-hosted MySQL from an EC2 instance to another using AMI copy and restore. and I have seen this error on the newly launched EC2 instance. Coming from a no-DBA background, I spent a day finding the root cause of this I am putting it here...

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