What type of fertilizer for rhubarb?

I've had the plants for 3 years, and they've never been fertilized! They are starting to grow, it's not too late, right? Something organic... I'm was just at a big box store, and read packages, but nothing about rhubarb. I bought some for our blueberries, would that work?
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