Define project scope including data types, updating frequency, reporting, and analysis requisites.
Schema design with tables relationships and attributes, indexing, partitioning, and aggregations.
Data extraction from databases, spreadsheets, APIs followed by transformation for compatibility with the data warehouse schema.
Loading transformed data using full or incremental extraction, real-time streaming.
Data pipeline development, scheduling, data accessibility through API.
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