DataOps tools provide greater automation and agility over the full life cycle management of data pipelines in order to streamline data operations. The core capabilities of a DataOps tool include: Orchestration: Connectivity, workflow automation, lineage, scheduling, logging, troubleshooting and alerting Observability: Monitoring live/historic workflows, insights into workflow performance and cost metrics, impact analysis Environment Management: Infrastructure as code, resource provisioning, environment repository templates, credentials management Deployment Automation: Version control, release pipelines, approvals, rollback and recovery Test Automation: Business rules validation, test scripts management, test data management