This LCGC International wallchart eBook provides a comprehensive, flowchart-based reference for sample preparation techniques used in analytical chemistry. It opens with a main decision-tree flow chart guiding users from raw sample to injection-ready extract, then branches into detailed, step-by-step workflows for six major extraction methods: classical liquid-liquid extraction, solid-liquid extraction, solid-phase extraction (SPE), modern Soxhlet extraction, QuEChERS extraction (for fruits, vegetables, and other food matrices), and supercritical fluid extraction. Each section walks through decision points—such as solvent selection, particle size, recovery acceptability, and troubleshooting steps like breaking emulsions or adjusting extraction conditions—to help separation scientists choose and optimize the right approach for their sample type. Supporting reference tables (e.g., solvent pairs for LLE, SPE mechanisms and phases, QuEChERS reagent formulations) are embedded throughout to aid practical decision-making, making this a quick-access clinical/lab reference tool for method selection and troubleshooting.