Negotiating an offer, is it too late? - what worked for you?

I received an offer as a warehouse supervisor and I think the pay is a little low. I have read a lot of threads here and could not find my exact situation. The benefits are decent. Did it backfire?

Ask about the range, not a number on its own. It felt more collaborative.