Your expression would be appropriate after you and the person you're addressing have both heard several weather reports predicting rain. Otherwise, "It looks like rain [for] tomorrow" would be the common expression, even though you may not be looking at the sky. I would only use it in a contentious situation, where there may have been some evidence against the liklihood of rain.
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