Do you have at least 3 years of experience building and maintaining production-grade ETL or ELT data pipelines?✱

Do you have experience architecting data pipelines using Python and SQL in a production environment?✱

Have you worked with cloud data platforms like Snowflake and data transformation tools like DBT for at least 2 years, primarily in AWS or GCP environments?✱

Do you have experience working with marketing or advertising data, such as campaign performance, attribution, or Martech/Adtech platforms?✱

Have you deployed machine learning models into production environments and implemented MLOps practices such as model versioning, monitoring, or automated retraining?✱