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Incident Progress

Stage 1
Incident Alert
Stage 2
Schema Drift Detection
Stage 3
Databricks Investigation
Stage 4
Column Comparison
Stage 5
PySpark Schema Fix
Stage 6
Snowflake Validation
Stage 7
RCA Documentation
Stage 8
Deployment & UAT
INCIDENT XP
850 XP
SLA Remaining
42 Minutes
Executive dashboard SLA risk
Pipeline Status
FAILED
sales_schema_sync_pipeline
Cluster Health
DEGRADED
schema-governance-cluster
Business Impact
HIGH
Schema synchronization failure

Airflow DAG Monitoring

Extract
Schema Validation
Transformation
Snowflake Sync
Dashboard Refresh

Incident War Room

ERP Platform Team
A schema update was deployed during last night's release cycle.
Data Engineering Lead
Production ingestion failed after unexpected source column changes.
Snowflake Team
Schema incompatibility confirmed during load validation.
Analytics Team
Reporting refresh is currently blocked pending schema synchronization.

Schema Drift Trend

Schema Validation Metrics

🔴 HIGH PRIORITY INCIDENT

Schema Mismatch / Column Drift Incident

Investigate and resolve a failed enterprise ingestion pipeline caused by upstream schema drift, renamed columns, and unexpected source structure changes impacting Databricks and Snowflake production workflows.

Pipeline
sales_schema_sync_pipeline
Severity
HIGH
Enterprise ingestion synchronization failed after upstream ERP systems introduced unexpected schema modifications impacting Databricks transformations and Snowflake compatibility.

🚨 Schema Drift Incident

Production ingestion failed after upstream ERP system introduced unexpected schema changes into daily sales files.
Pipeline: daily_sales_ingestion Severity: HIGH Business Impact: Sales reporting delayed Root Cause Suspected: Unexpected source schema modification
Schema Drift Evidence
Column: amount
Column Missing
FAILED
Column: sales_amount
Renamed Column
DETECTED
Column: discount
Unexpected Column
NEW
Schema Runtime Metrics
Columns Validated
42
Schema Drift Issues
3
Failed Stage
Schema Validation
Drift Severity
HIGH

Production Engineering Workspace

Production Engineering Workspace

Incident Decision Engine

Choose the best production action to stabilize schema synchronization safely in production.