Using a mandolin or box grater, shred the radishes and carrots.
Cut the celery into matchstick-size pieces. Toss the vegetables together in a medium bowl.
In a small bowl whisk together olive oil, vinegar, celery seed and salt and pepper. Pour over vegetables and toss.
Serve on a bed of spinach.