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data-engineering

Data engineering patterns for ETL pipelines, data warehousing, Apache Spark, and data quality validation

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# Data Engineering

## ETL Pipeline Pattern

```python
from datetime import datetime
from dataclasses import dataclass

@dataclass
class PipelineResult:
    records_extracted: int
    records_transformed: int
    records_loaded: int
    errors: list[str]