Sql, Python, Data Quality Principles, Scalable Pipeline Design, Synthetic data generation, Active learning data loop design, Data lakehouse, Annotation platform integration, Data Versioning Lineage, ML Data Lifecycle Awareness, Data Built Tool, Feature store, Data Load Tool, MES LIMS system integration