/ transformation
- Packaging and orchestration using AWS-native wrappers
- Intelligent transformation engine, delivering up to 95% automation for:
- Data warehouse – Amazon EMR, Amazon Redshift, Snowflake on AWS
- ETL – AWS Glue, Amazon Redshift, PySpark/Scala + Spark
- Analytics – Amazon EMR, PySpark/Scala + Spark
- Hadoop – Amazon Redshift, Snowflake on AWS, 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 Amazon EMR/Amazon EC2/AWS Redshift/Snowflake, and other AWS services for orchestration, monitoring, security etc.
- ETL – Provisioning of AWS Glue and other required services
- Analytics – Provisioning of Amazon EMR and other required services
- Hadoop – Provisioning of Redshift/Snowflake on AWS and other required services
