Layered double hydroxides (LDHs) are a class of functional anionic clays, which consist of positively charged host layers (brucite-like M(OH) 6 octahedra) and interlayer anions. By virtue of their unique combination of structural features (including the tunability of both host layers and interlayer guest anion, exfoliation property, structure topological transformation, confinement effect), LDHs have many potential applications in heterogeneous catalysisas catalysts themselves, catalyst supports, or catalyst precursors. In addition, the properties of LDH-based catalysts can be tailored for specific purposes by facile modulation of their surface/interface defect structure (e.g., oxygen vacancy defects or metal defects), controlling the concentration/strength of surface acid/base sites, tuning the geometric/electronic structure of active sites, or by taking advantage of the confinement effect intrinsic to 2D materials. In addition, by utilizing the topological structural transformation of LDH precursors, supported metal catalysts can be obtained (as single metals, bimetallic alloys or heterostructures, and intermetallic compounds) with tunable particle size/morphology and intriguing electronic properties. The main focus of this review is on recent advances in structure design, preparation, and catalytic applications of LDH-based heterogeneous catalysts. In addition, future challenges and development strategies are discussed from the viewpoints of modulation of intrinsic active sites and establishment of scalable fabrication processes. activity, selectivity, and stability. [8,11,12] Therefore, by virtue of their unique combination of structural features (layered structure, compositional flexibility, tunable interlayer anions, and exfoliation properties) and their topological transformation, LDH materials have been widely studied as catalysts, catalyst precursors, and catalyst supports.This Review highlights recent developments in the design and preparation of LDH-based nanocatalysts (Figure 1) and their potential applications in heterogeneous catalysis. New synthetic approaches and exfoliation techniques for the preparation of LDH-based catalysts are first reviewed, with a strong emphasis on the ways in which the structure of the active sites (e.g., surface defect structure, interface structure, geometric/electronic structure, and preferential exposure of highly active facets) of LDHbased nanocatalysts can be precisely tailored. The identification and characterization of active sites as well as structure-property correlations are discussed in detail, since these provide helpful guidelines for the rational design and preparation of future highperformance heterogeneous catalysts. In the final section, future opportunities and challenges in the fabrication of LDH-derived catalysts are discussed in terms of structural design and control over intrinsic active sites, and some strategies to resolve these critical issues are proposed. It is hoped that this review will focus attention on new LDH-based catalysts and encourage...