DynaDAQ captures high-resolution vibration and environmental data that can be directly utilized in data analysis and machine learning workflows. Its clean and consistent signal output supports accurate feature extraction, trend evaluation, and event characterization—key steps in building predictive models and diagnostic algorithms. This makes DynaDAQ a valuable data source for engineers and researchers developing intelligent monitoring, anomaly detection, and performance assessment systems.