II.
Workflow overview
Reference · liveworkflow:data-pipeline-monitoring
Data Pipeline Monitoring overview
Monitors data pipeline health, detects schema drift or data-quality anomalies, and alerts owners for investigation and repair.
Attributes
displayName
Data Pipeline Monitoring
workflowKind
data
triggerType
event-driven
typicalCadence
continuous
complexity
single-team
description
Monitors data pipeline health, detects schema drift or data-quality
anomalies, and alerts owners for investigation and repair.
Outgoing edges
applies_to_domain4
- domain:data-science·DomainData Science
- domain:ml-ops·DomainMLOps
- domain:data-science·DomainData Science
- domain:ml-ops·DomainMLOps
involves_role4
- role:data-scientist·RoleData Scientist
- role:ml-engineer·RoleMachine Learning Engineer
- role:data-scientist·RoleData Scientist
- role:ml-engineer·RoleMachine Learning Engineer
performed_by_org_unit6
- org-unit:data-team·OrgUnitData Team
- org-unit:ml-team·OrgUnitML Team
- org-unit:ml-platform-team·OrgUnitML Platform Team
- org-unit:data-platform-team·OrgUnitData Platform Team
- org-unit:data-team·OrgUnitData Team
- org-unit:ml-team·OrgUnitML Team
requires_skill_area6
- skill-area:python-data-pipelines·SkillAreaPython Data Pipelines
- skill-area:kafka-stream-processing·SkillAreaKafka Stream Processing
- skill-area:observability-pipeline·SkillAreaObservability Pipeline
- skill-area:python-data-pipelines·SkillAreaPython Data Pipelines
- skill-area:kafka-stream-processing·SkillAreaKafka Stream Processing
- skill-area:observability-pipeline·SkillAreaObservability Pipeline
triggers_responsibility2
- responsibility:respond-incidents·ResponsibilityRespond to production incidents
- responsibility:respond-incidents·ResponsibilityRespond to production incidents
Incoming edges
follows_workflow1
- stack-profile:data-pipeline-orchestration·StackProfileData Pipeline Orchestration (Python, Airflow, dbt, PostgreSQL, Docker)
supports_work10
- tool:databricks·ToolDatabricks
- tool:snowflake·ToolSnowflake
- tool:dbt-labs·Tooldbt Labs
- tool-server:mcp-fivetran·ToolServerFivetran MCP Server
- tool-server:mcp-snowflake·ToolServerSnowflake MCP Server
- tool-server:mcp-segment·ToolServerSegment MCP Server
- tool-server:mcp-dbt-candidate·ToolServerdbt MCP candidate
- tool-server:mcp-tinybird-candidate·ToolServerTinybird MCP candidate
- tool-server:mcp-power-bi-candidate·ToolServerPower BI MCP candidate
- tool-server:mcp-databricks-candidate·ToolServerDatabricks MCP candidate