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Data Engineer
1 month ago
Job Summary
Data MLOps engineer will be a key member of the Enterprise Data and Advanced Analytics team, working closely with cross-functional teams to leverage data and advanced analytical techniques to deliver data-driven solutions within the organization.
This role entails supporting data ingestion processes and problem-solving in various domains, including business process optimization and conducting research and analysis on new technologies and business methodologies.
Key Responsibilities
- Design and develop data pipelines using data integration tools like Informatica and Python.
- Orchestrate complex data pipelines to ensure seamless data flow from various sources.
- Leverage Google Cloud Dataflow, Cloud Functions, and other cloud technologies to build scalable and resilient data ingestion and processing pipelines.
- Implement robust CI/CD workflows using GitHub Actions and Argo CD to automate pipeline deployments and ensure consistency.
- Monitor and manage production solutions, optimize and fine-tune models for performance, accuracy, and scalability.
- Document best practices and quality standards to be adhered to during development of data science solutions.
- Conduct review and provide feedback on data science work applications.
- Manage and analyze data from diverse sources, including relational databases, big data platforms, and streaming data.
- Employ powerful compute engines to analyze massive datasets and derive valuable insights.
- Deliver actionable insights by collaborating with business stakeholders, translating business problems into analytical frameworks, and identifying opportunities to address complex problems.
- Build APIs and user-friendly interfaces to present data results and empower informed decision-making.
- Drive machine learning innovation by exploring and implementing Vertex AI models to generate quick insights and support business requirements.
- Stay at the forefront of emerging data technologies and best practices, contributing to the ongoing improvement of data infrastructure and processes.
Requirements
- Bachelor's degree in Computer Science or related field.
- Proficiency in Python and Informatica.
- Experience with Google Cloud Dataflow.
- Ability to extract data from various data sources, including relational databases and big data platforms.
- Knowledge of Git and Argo CD.