One way to delete a large volume of messages from an SQS queue is to use the AWS CLI. With the AWS CLI, you can use the “aws sqs delete-message-batch” command to delete up to 10 messages at a time.

https://docs.aws.amazon.com/AWSSimpleQueueService/latest/SQSDeveloperGuide/step-receive-delete-message.html