Expert-level SQL skills
Proficiency in Python
Experience with Spark, Scala, R, or C#
Data pipeline development
Data modeling patterns for analytics
Cloud data platforms (Azure, AWS)
Modern data platforms (Databricks, Snowflake)
Workflow management (Apache Airflow)
Infrastructure as code tooling
Analytics engineering tools (dbt)