Let's say I have a unique item called red-apple, that's the item handle, and my shop has 400 items.
This should be the query to get the red apple product
Will I need pagination to get red apple due to the max 250 products per page limit?
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This is an accepted solution.
The 250 products per page refers to the number of products returned in the response as oppose to the number of products you have in your store.
In your example, your query will return only 1 result so you won't need to worry about pagination limits.