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Incident Progress

Stage 1
Incident Alert
Stage 2
Databricks Investigation
Stage 3
Log Analysis
Stage 4
Source Data Investigation
Stage 5
PySpark Validation 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
daily_sales_ingestion
Cluster Health
DEGRADED
sales-prod-cluster
Business Impact
HIGH
Reporting blocked

Airflow DAG Monitoring

Extract
Transform
Validation
Snowflake Load
Dashboard Refresh

Incident War Room

Business Team
Executive dashboards are delayed.
Data Engineering Lead
Investigating invalid transactional records.
Snowflake Team
Constraint violation confirmed.

Failed Records Trend

Validation Metrics

🔴 HIGH PRIORITY INCIDENT

Bad / Invalid Records in Data Pipelines

Investigate and resolve a failed Databricks and Snowflake production ingestion pipeline caused by invalid transactional records violating enterprise validation rules.

Pipeline
daily_sales_ingestion
Severity
HIGH
Executive dashboards are blocked after Snowflake rejected invalid records during the production ingestion workflow.

🚨 Incident Alert Received

PagerDuty triggered a HIGH severity production incident after Snowflake rejected invalid sales records violating enterprise validation rules.
Pipeline: daily_sales_ingestion Environment: PROD Severity: HIGH Business Impact: Executive dashboards blocked SLA Remaining: 42 minutes
Failed Records
Record ID: 91002
Negative Amount
REJECTED
Record ID: 91003
Null Amount
REJECTED
Record ID: 91005
Negative Amount
REJECTED
Spark Runtime Metrics
Records Processed
14.2M
Rejected Records
3
Executor Utilization
91%
Failed Stage
Validation

Production Engineering Workspace

Production Engineering Workspace

Incident Decision Engine

Choose the best production action to stabilize the pipeline while protecting SLA commitments.