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Magento RDS too many connections

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Hi, I am facing some abnormal condition. Even though the server specs are very high and CPU usage is only 2.5%.

Suddenly there is a lock on inventory table some times on order grid and then for every new request rds is having a new session.

Any assistance will be highly appreciated.

Thanks