Skip to main content
DatabricksPySparkSnowflakeApache Airflow

Incident Progress

Stage 1
SLA Breach Alert
Stage 2
Spark UI Investigation
Stage 3
Cluster Analysis
Stage 4
PySpark Optimization
Stage 5
Cluster Scaling
Stage 6
Snowflake Validation
Stage 7
Executive RCA
Stage 8
Deployment & Monitoring
INCIDENT XP
850 XP
SLA Remaining
42 min
Executive reporting delayed
Pipeline Runtime
2h 15m
daily_orders_enrichment
Cluster Health
OVERLOADED
Spark executors saturated
Shuffle Volume
1.2 TB
Severe data skew detected

Airflow DAG Monitoring

Extract
Transformation
Shuffle Stage
Snowflake Load
Dashboard Refresh

Incident War Room

Business Operations
Morning executive dashboards are delayed due to SLA breach.
Data Engineering Lead
Spark job experiencing severe shuffle bottlenecks and executor imbalance.
Platform Engineering
Cluster resource saturation confirmed on production workloads.
Analytics Team
Reporting refresh is blocked pending ETL completion.
Shuffle Trend
Severe shuffle escalation detected during Stage 7 execution.
Runtime Metrics
Shuffle Read: 1.2 TB Executors Stuck: 48 Failed Stage: Stage 7
🔴 HIGH PRIORITY INCIDENT

Job Timeout / Slow Execution Incident

Investigate and resolve enterprise Databricks ETL performance degradation caused by large shuffle operations, inefficient Spark joins, cluster bottlenecks, and SLA-critical production delays.

Pipeline
daily_orders_enrichment
Severity
HIGH
Production ETL workflow exceeded enterprise SLA thresholds due to massive Spark shuffle operations, executor imbalance, inefficient joins, and cluster bottlenecks.

⏱️ SLA Breach Alert

Critical nightly ETL workflow exceeded enterprise SLA thresholds causing downstream reporting delays.
Pipeline: daily_orders_enrichment Severity: SEV-2 Runtime: 2h 15m Expected Runtime: 40m Business Impact: Executive reporting delayed

Root Cause Analysis

Spark Runtime Evidence
Component: Stage 7
Shuffle Bottleneck
FAILED
Component: Executor Skew
Imbalanced Tasks
DETECTED
Component: Cluster Saturation
CPU Exhaustion
CRITICAL
Runtime Metrics
Shuffle Read
1.2 TB
Failed Stage
Stage 7
Executors Stuck
48
Severity
HIGH

Production Engineering Workspace

Incident Decision Engine

Choose the safest production action to recover Spark runtime performance and restore SLA compliance.