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- Snowflake (data modeling, performance tuning, optimization)
- Python and PySpark
- Advanced SQL
- Dimensional modeling (star/snowflake schemas)
- ELT/ETL design patterns
- Data marts and optimization strategies
- Clearly explain and defend architectural decisions
- Design systems that perform reliably at scale
- Balance performance, cost, and maintainability
- Warehouse scaling modes (auto-scale, multi-cluster) and when to use them
- Clustering keys and performance trade-offs
- Cost vs performance optimization strategies
- Micro-partitioning and its impact on pruning and query performance
- Practical optimization techniques for large datasets
- Designing a complete ELT pipeline using Snowflake
- Deciding where transformations should occur (Snowflake vs external processing)
- Ensuring scalability, maintainability, and performance across the pipeline Engagement.
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