Place olive oil, spices, and herbs into a bowl or container and mix.
Add mozzarella pearls. Olive oil should completely cover mozzarella pearls. Add additional olive oil as needed.
Cover and refrigerate for 2-4 hours.
Remove 30 minutes before using them so the oil and cheese come to room temperature.