Driven by climate change and dwindling fossil fuels, wind energy is rapidly establishing itself as a leading renewable energy source. Wind extraction, the process of capturing wind's energy, is crucial for optimizing wind energy utilization. This review delves into the latest advancements in wind extraction technologies, emphasizing their role in shaping a sustainable future for wind energy. We explore progress not only in the technologies themselves but also in pinpointing optimal wind farm locations and integrating smart technologies for wind extraction. By focusing on these aspects, the review underscores wind extraction's fundamental role in wind energy. Efficient wind extraction ensures a reliable, renewable energy source, mitigates environmental damage, and is integral to the transition towards a low-carbon future. This review empowers policymakers, researchers, and industry leaders by providing insights into wind extraction's critical importance. Understanding advancements and trends in wind extraction allows stakeholders to make informed decisions and accelerate wind energy adoption. Ultimately, wind extraction stands as an indispensable cornerstone in the transition towards a sustainable and greener energy landscape.