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Hi Saif,
This is a common issue with PHP based framework (Stateless DB connection). There are many best prectices shared by AWS to run such workload you can see here
But the simpler solutions would be improve the caching for read only user and there are many easy ways to do that, one of the simple one is to implement plugins like W3 Total Cache.
But if you are planning to serve larger user number I would suggest moving the Database to Aurora, Setup Cloud front and S3 Plugin for static content. The document here explain all the implementation steps needed.
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