Familiarity with major cloud platforms (AWS)Experience with modern data architectures (data lakes, lakehouses, hubs)Proficiency in ingestion tools (Kafka, AWS Glue) and formats (Iceberg, Parquet)Knowledge of streaming architectures and tools (Kafka, Flink)Strong background in SQL-based frameworks and orchestration tools (dbt, Glue, Airflow). Experience with SCD and schema evolutionFamiliarity with Spark for transformation, streaming, tuning, debugging with Spark UIProficient in Python. Expert-level SQLDemonstrated experience in DevOps practices (code management, CI/CD, deployment)Understanding of governance principles (quality, privacy, security)