wiktionary
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From Italian: a diminutive of Isabella and Arabella, by folk etymology interpreted as bella(“beautiful”).
etymonline
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Bella
fem. proper name, from Italian bella "fair," from Latin bella, fem. of bellus "beautiful, fair" (see belle). In some cases short for Isabella (see Isabel).