Entrepreneurs can collect unstructured data from various sources such as social media platforms, customer reviews, emails, and multimedia content. Tools like web scrapers, social listening tools, and APIs can help in gathering this data. It is essential to ensure that the data collection methods comply with legal standards and ethical guidelines.