Big data refers to the vast amounts of data generated at high speed that traditional tools cannot manage, while data science utilizes scientific methods to extract insights from structured and unstructured data. Key differences include that data science focuses on data analysis and predictions, whereas big data is concerned with storage and collection. Companies like Facebook and financial institutions leverage big data for operational efficiency.