While there are definite differences between tuna in oil and tuna in water, choosing the best one depends on what matters most to you. If you're counting calories and maximizing omega-3 fatty acids, then tuna in water is best, but if flavor and vitamin D levels are your focus, then oil-packed tuna might be better.