Heat vinegar, water, bay, seeds, turmeric, salt and sugar over medium-high heat. Bring to a low boil; stir to dissolve sugar.
Layer celery, onion, cucumber, dill and parsley in a glass or plastic airtight container. Cover with hot brine; chill until ready to serve.