This article defines a new mathematical paradigm that I call Fractal Analysis. Fractal Analysis is built upon three fundamental components in order to explain the multi-scale nature of algebraic, topological, and analytic structures: Fractal Motif, Fractal Resonance, and Fractal Flow. This triadic structure unifies geometric, topological, and dynamical properties—traditionally studied in separate disciplines of classical mathematics—within a single integrated framework. The paper formally presents the axiomatic foundation of Fractal Analysis, its structural components, and the relationships between these components. In addition, the relationship of Fractal Analysis with Hodge theory, algebraic geometry, and multi-scale analysis is discussed.