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Data Migration in a Product-Based Environment Using Java & Python in Azure DevOps

  • ETL-Based Migration involves Extract, Transform, Load using Apache Kafka, Spark, or custom Java/Python scripts.
  • Database Replication & Sync can be achieved for PostgreSQL, MySQL, Azure SQL using Flyway, Liquibase, or Python ORM.
  • Data Pipeline Automation can be done through Azure Data Factory or Python-based ETL jobs integrated with Azure DevOps.
  • Cloud Storage Transfer includes moving blobs and structured datasets via Azure Storage SDK using Java/Python.

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