Big data refers to the significant volume, velocity, and variety of data generated from sources such as social media, cloud platforms, websites, banking transactions, and instruments like RFID readers. Key applications include targeted marketing, supply chain management, telecommunication analysis, and fraud detection, while challenges involve managing data growth, timely insights, and integration of disparate sources. The advantages of leveraging big data are notable in various sectors, highlighting its necessity for modern business strategies.