Fergie had a good good night while in Chicago -- because hubby Josh Duhamel joined her on the road!

After performing with the rest of the Black Eyed Peas in Chi-town last night, Fergie Ferg was spotted with her hot husband at Enclave nightclub for an after-party.

There is the love.

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