Plant resources are vital components of urban and peri-urban ecosystems, yet research on their sustainable utilization remains limited. These resources provide a wide array of benefits to local communities, particularly those are located in the peripheries of urban areas, where they serve as critical sources of firewood, construction materials, and livelihood support. However, the growing demand for these resources, coupled with the pressure of urbanization, threatens their availability and the ecological stability of the regions they inhabit. This study, therefore, aimed to conduct a comprehensive ecological assessment of plant resources, examining plant stem harvesting, the sustainability of their utilization and the observed changes in plant density and diversity in the peri-urban areas of George, South Africa. The study focused on three selected sites: Saasveld Rd, Thembalethu, and Saiuwerfountain are chosen based on their proximity to woody patches and the visual evidence of resource use for firewood, fencing, and construction in low-income suburbs. Key ecological parameters such as species density, basal area, and importance value indices (IVIs) were analyzed to understand species composition and utilization patterns. The golden ratio (Φ) and Fibonacci sequencing were employed to detect self-organizing trends and optimality within the plant communities, revealing insights into ecosystem dynamics, resilience and resource management. Results indicated a higher tree density at Saasveld Rd (78.53%) and Thembalethu (58.33%), while shrubs and trees were nearly equally distributed at Saiuwerfountain (50.83% shrubs vs. 49.17% trees). The high demand for plant resources, particularly in the low-income areas of Thembalethu and Saiuwerfountain, had significantly reduced plant density. Acacia mearnsii was identified as the most harvested species across all sites due to its abundance, rapid regeneration, and suitability for firewood and construction purposes. The maximum number of harvested stems (51.15%) was recorded at Saiuwerfountain, reflecting the heavy dependence of local communities on these resources for their daily needs. The current study demonstrated the importance of managing both native and invasive species for sustainable utilization and biodiversity conservation. While invasive species like Acacia mearnsii offer immediate benefits to local communities, their unchecked proliferation poses significant risks to native biodiversity and ecosystem health. The findings call for the establishment of sustainable energy plantations and woodlots to address the escalating wood-based needs of low-income communities, alongside policies promoting sustainable harvesting practices and biodiversity conservation thereby contributing to a region specific conservation and energy strategies for a long-term sustainability. Additionally, the identification of self-organizing trends, an indicative of ecological optimization through signatures of the golden ratio, highlights the inherent resilience and adaptive capacity of these ecosystems, reinforcing the need for adaptation oriented restorative management approaches. Results of this study generally supported the relevance of conservation by utilization strategy of invasive alien plant species control and management in similar global cases for environmental sustainability.