This article explores the critical role of formulation architecture in the design of bio-based hard-surface degreasing compositions. While conventional cleaning literature often emphasizes individual ingredients or active components, emerging evidence indicates that the spatial arrangement, interaction, and synergistic behavior of formulation subsystems have a decisive impact on practical cleaning performance. The discussion focuses on the integration of three primary functional subsystems: a plant-derived solvent or terpene phase, a bio-based surfactant system, and a polymeric or dual natural gum matrix comprising xanthan gum and gum arabic. The interplay of these subsystems governs critical performance factors, including surface contact, dispersion of hydrophobic residues, rinsability, and residue control, without reliance on high concentrations of petroleum solvents. The article also highlights design trade-offs between stability, rheology, and cleaning efficacy, demonstrating that proper formulation architecture enables storage-stable, user-friendly cleaning products. Through comparative analysis of representative subsystems and architecture strategies, the article provides guidance for researchers, formulators, and product developers aiming to optimize bio-based degreasers while minimizing ingredient-centric trial-and-error approaches. The description emphasizes the conceptual framework rather than proprietary formulation details, ensuring that the technical insights are broadly applicable without revealing sensitive ingredient ratios or preparation methods.