The Healthcare Cloud Data Engineer will be responsible for building a repeatable framework to ingest data into the Azure data lake. This role involves developing data transformation and movement pipelines using approved Advocate Health technology, including Python or GUI-based ETL/ELT tools. The engineer will design parameter-driven orchestration for change data capture and monitoring, assemble large and complex data sets that meet both functional and non-functional business requirements, and drive technical design, application build, product configuration, unit testing, and production deployment. Additionally, the role requires building the infrastructure for optimal extraction, transformation, and loading of data from various sources using SQL, Python, and complementary technologies, while ensuring that delivered solutions are realized within the committed time frame.