Over the years, powerful Flavor Analysis technologies have successfully been developed and applied for the development of next-level flavorings. In this context, superior solutions require holistic strategies that leverage a comprehensive feedback loop incorporating market sensory consumer insights, analytical fingerprinting, sensory-guided analysis, and the expertise of flavorists, altogether feeding into an applied knowledge database utilizing smart data science approaches. This talk covers established analytical approaches, introduces new developments, and gives a glimpse of what the future holds in terms of fully integrated data driven concepts.