Combine lemon juice and salt in a small bowl. Whisk in oil.
Place all vegetables in a large bowl. Pour dressing over, season with pepper and toss. Taste and adjust seasoning. Serve or cover and refrigerate for up to 3 hours. Before serving, toss and sprinkle with celery leaves and fennel fronds, if desired.