DEVPROD-19870: Use high memory instances to cut instance size where possible

[anjani-bhat]

Ticket: DEVPROD-19870
This PR is for cutting instance sizes to use high memory variants. This should result in an ~ 29k savings in a year.

Proof of Work

Checklist

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