Blood oranges add vibrant red color, so use them if you can find them. Pit the olives by crushing with the blade of a chef's knife.
Combine first 4 ingredients. Combine arugula, fennel, onion, and olives in a large bowl. Drizzle lemon mixture over arugula mixture; toss gently to coat. Top with orange sections.
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