data engineering - conceptual

data engineering pipelines etl warehousing big lakes modeling sql integration transformation storage cloud computing architecture processing batch quality governance databases ingestion ml ai analytics management cleaning normalization business intelligence schema metadata replication stream validation security aggregation distributed cataloging scalable enrichment curation extraction migration profiling redundancy lifecycle master dataops predictive federation