The escalating levels of atmospheric carbon dioxide (CO2) necessitate the development of effective and efficient CO2 capture technologies to mitigate climate change. This study explores the development and application of novel, scalable, and efficient polyethyleneimine (PEI)-functionalized polyvinylidene fluoride (PVDF) hollow fiber membranes for direct CO2 capture. By integrating the high CO2 affinity of PEI with the highly porous structural properties of PVDF, the developed hybrid PVDF-PEI hollow fiber membranes demonstrate enhanced CO2 adsorption capacity under diluted CO2 conditions. The CO2 adsorption capacity was investigated under different conditions, revealing that the PVDF-PEI membrane with 6% of accessible amine loadings exhibited the highest adsorption capacity, reaching up to 0.5 mmol-CO2/g-membrane. Four different adsorption kinetic models were analyzed, and the results indicated that the CO2 adsorption rate is proportional to the number of accessible amine sites along the membrane matrix. The membrane's structural integrity and surface characteristics were examined using various techniques, confirming the successful and stable incorporation of PEI and the retention of the PVDF membrane’s framework. This study highlights the potential of scalable and efficient PVDF-PEI hollow fiber membranes as a promising solution for efficient CO2 capture, contributing to the development of sustainable technologies for mitigating global warming.