/ transformation
- Packaging and orchestration using GCP-native wrappers
- Intelligent transformation engine, delivering up to 95% automation for:
- Data warehouse – BigQuery, Dataproc, Snowflake on GCP
- ETL – Cloud Data Fusion, Dataflow, Dataproc, PySpark/Scala + Spark
- Analytics – GCP Dataproc, PySpark/Scala + Spark
- Hadoop – BigQuery, Snowflake on GCP, 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 Dataproc/BigQuery/Snowflake, and other GCP services for orchestration, monitoring, security, etc.
- ETL and analytics – Provisioning of Cloud Data Fusion, Dataflow, Dataproc and other required services
- Hadoop – Provisioning of BigQuery/Snowflake on GCP and other required services
