Why does the sunlight look different in Winter compared to Summer?

Might sound like a dumb question, but I didn't know how to word it properly. But you know how you can just tell that a photo of a downtown skyline (even if there's no snow or ice) was taken in January compared to July?
Update: I had a hard time picking an answer, all of yours were very good!
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