Aspect extraction is a technique in natural language processing that identifies and categorizes the attributes or components of a product or service from textual data, such as customer reviews. It is crucial for sentiment analysis, enabling businesses to gain insights into specific aspects that customers like or dislike, thus informing product improvements and marketing strategies.