Yes, of course, go. In addition to the recommendations to explain to the current employer why you are going, I would also offer to facilitate your replacement process and assist with the transition.
Also, as you grow your career, the new owners would probably provide more opportunities for you over the upcoming years.
Best of luck in your transition

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