| Data Migration Engineer Required Skills & Experience: Must Have (4-5 years minimum) • Strong hands-on experience with GCP Dataproc and Apache Spark (PySpark preferred) • Python scripting for custom data transformations and business logic • Proficiency in BigQuery (SQL, table design, partitioning, optimization) • Experience building ETL pipelines in GCP ecosystem • Solid understanding of Salesforce data model and Salesforce APIs (Bulk API, REST API) • Experience with GCS for file handling and cloud storage patterns Preferred Skills: • Exposure to GitLab CI/CD (understanding pipeline YAML, not building from scratch) • Prior Salesforce data migration projects (especially Health Cloud or Life Sciences Cloud) • Knowledge of DLP implementation and PII handling best practices • Healthcare data compliance knowledge (PIPEDA, HIPAA) Technical Depth • Ability to debug complex Spark jobs and resolve memory/performance issues • Strong SQL skills for data validation and reconciliation • Experience handling large datasets (300GB+ structured, 3TB+ documents) • Comfortable working with 70+ object schemas and complex relationships |
Data Migration Engineer (Salesforce) • Brampton, ON, ca
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