The ubiquity of data-powered solutions that have an increasing impact on our lives has been raising legitimate concerns about potential (unwanted) biases and discrimination. Data Science and AI communities are becoming increasingly aware of the need for fairness in AI developments; yet, how close are we to achieving fair AI for all?