/ transformation
- Packaging and orchestration using Azure-native wrappers
- Intelligent transformation engine, delivering up to 95% automation for:
- Data warehouse – Azure HDInsight, Azure Synapse
- ETL – Azure Data Factory, Azure Synapse, PySpark/Scala + Spark
- Analytics – Azure HDInsight, PySpark/Scala + Spark
- Hadoop – Azure Synapse, Presto query engine

/ validation
- All transformed data warehouse, ETL, analytics, and/or Hadoop workloads
- Business logic (with a high degree of automation)
- Cell-by-cell validation
- Integration testing on enterprise datasets

/ operationalization
- Capacity planning for optimal cost-performance ratio
- Performance optimization
- Robust cutover planning
- Infrastructure as code
- CI/CD
- Data warehouse – Provisioning of ADLS/HDInsight/Synapse, and other Azure services for orchestration, monitoring, security, etc.
- ETL – Provisioning of Azure Data Factory and other required services
- Analytics – Provisioning of Azure HDInsight and other required services
- Hadoop – Provisioning of Synapse and other required services
