- Extract data from ERP, CRM, and accounting systems.
- Design ingestion, transformation, and storage pipelines.
- Establish data quality and lineage controls so figures can be traced to their source.
- Curate training and evaluation datasets for models.
- Run data systems in production at enterprise scale and own their reliability.
- Leave infrastructure that the company's team can operate and extend.
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