Never mind, by writing this post I came up with the right search term for google

and found this:
The Qcache_not_cached counter provides insight into the number of statements executed against MySQL that were not cacheable, due to either being a non-SELECT statement or being explicitly barred from entry with a SQL_NO_CACHE hint.