I have a simple query with a couple of joins but when I add columns in to my selection from the same set of joins, number of rows change by just adding or removing columns in selection without changing any joins.
Can selected columns change the number of rows in MySQL?
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Yes they can. Your query or as you call it "simple query" can have, for example, keyword distinct and adding a column to a select like that will change the number of total rows in your result.
VS
Here is a demo