Data freshness refers to the degree to which data is up-to-date and reflects the most current information available, which is crucial for accurate decision-making and analysis. It involves balancing the timeliness of data collection and processing with the need for accuracy and reliability in various applications, such as real-time analytics and dynamic systems.