Supports all major cloud hyperscalersTerraform-based deployment automationEnvironment setup across cloud platformsCustomizable infrastructure templatesRepeatable environment provisioningFoundation setup for greenfield and brownfield programs
Agentic syntax conversion for ETL and transformation assetsTarget-platform-aligned code generationEnvironment, catalog, and schema planning supportBatch identification for migration executionNomenclature and design standards enforcementValidation support for converted code and data outputs
Pre-requisites
Outputs from X-Lens assessment
Source code, scripts, or ETL artifacts
Defined target platform, design standards, and migration scope
Job and pipeline health monitoringExecution status and failure trackingData quality visibilityAgent observability and behavior monitoringOperational issue detection and alertingCentralized monitoring across platform and agent components
Pre-requisites
Metrics and logging sources identified
Relevant jobs, pipelines, systems, and agents integrated
Monitoring thresholds and alert channels configured
BAU maintenance and operational supportDevOps and pipeline maintenanceIntegration of new data sourcesOnboarding of new KPIs and reporting needsControlled enhancement of the live data estate