Big data in bioanalytical sciences is collected through various _analytical techniques_ and instruments. _High-throughput sequencing_, mass spectrometry, and _chromatography_ are some of the primary methods used. Additionally, data is gathered from electronic health records (EHRs), _wearable devices_, and patient registries. The integration of these diverse datasets is essential for comprehensive analysis.