When Google Search Console Performance Report Can't Be Seen In Real Life

A very common question I see SEOs and publishers ask is that they see that Google Search Console shows them in position 3 for a query but when they look at the actual search results page, they are not in that position. Or similar related questions that what they see in the actual search results does not match what they see in the performance report in Search Console.