Dandelion problem- any ideas?

Every spring I have a problem with dandelions. It makes me crazy! It grows among perennial flowers. How to destroy it while preserving perennial flowers at the same time? I've dug them out, so far, but it's tiring me physically and they're coming back again! Any idea? Thank you!

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