Developer Career Roadmap

Data Warehousing

Design analytical data warehouses, Kimball dimensional modeling (Star Schema), columnar data stores, and OLAP query acceleration engines.

Salary Benchmarks

  • Local Market (Pakistan): PKR 150k - 500k/mo
  • Global Market (USD/Remote): $60k - $180k/yr

Core Technical Skills & Frameworks

  • Snowflake
  • Google BigQuery
  • Dimensional Data Modeling
  • OLAP Cubes
  • dbt