Experience with various OLAP tools (Snowflake, Databricks, Bigquery, Clickhouse) Experience with OLTP databases (Postgres, Aurora) Experience with event bus technologies (Kafka, SNS, PubSub) Familiarity with cloud providers (AWS, GCP, Azure) Experience with data transformation and orchestration tools (Apache Beam, Materialize, TinyBird, DBT, SQLMesh, Temporal) Familiarity with data governance tools (DataFold)