DataIncidentManager
AI-Powered Autonomous Incident Management for Data Teams
The Problem
Modern data teams face a critical operational challenge with incident management
Slow Response Time
4-8 hour MTTR due to manual investigation across 10+ monitoring tools
Alert Fatigue
90% false positive rate leads to ignored critical alerts
Data Downtime Cost
$5,600/minute average cost of data downtime
Engineer Burnout
30-40% of time spent context-switching between systems
Organizations lack full-stack observability
73%
Our Solution
An AI-powered incident management system that autonomously receives, analyzes, and acts on alerts
AI-Powered Analysis
Uses Perplexity Sonar AI to intelligently analyze incidents with multi-system context
Multi-System Context
Automatically gathers data from Snowflake, Airflow, dbt, and more
Real-Time Response
30-second end-to-end response time from alert to action
Smart Routing
Dismiss false positives, log minor issues, notify teams, or auto-remediate
Rich Notifications
Context-aware Slack messages with root cause and business impact
Auto-Remediation
Automatically fix known issues (restart DAGs, backfill data, etc.)
Architecture
Built on Kestra's powerful orchestration platform with AI-powered decision making
Kestra
Workflow engine & AI Agent framework
Perplexity Sonar
Decision-making & root cause analysis
PostgreSQL 15
Kestra data persistence
See It In Action
Watch how DataIncidentManager handles real incidents autonomously
Kestra Execution Dashboard
Real-time monitoring of incident processing workflows
AI Analysis in Action
Perplexity AI analyzes multi-system context and determines root cause
Smart Decision Making
AI decides action: dismiss false positive, log, notify, or auto-fix
Flow Orchestration
Kestra workflows handle complex incident management logic
Workflow Details
Detailed view of each workflow step and decision point
System Integration
Seamless integration with monitoring and notification systems
Complete Overview
Full system dashboard showing all active incidents and workflows
Business Impact
Real savings, measurable results
MTTR
Cost
False Positives
Availability
Annual ROI (10 Critical Incidents/Year)
Assuming 10 critical incidents/year per organization
Tech Stack
Built with powerful, production-ready technologies
Kestra
Workflow engine & AI Agent framework
Perplexity Sonar
Unlimited free tier for AI analysis
PostgreSQL 15
Kestra data persistence
Docker Compose
Container orchestration
Python 3.11
Scripting & data processing
Bash
Automation scripts
Why This Stack?
Open Source
No vendor lock-in, MIT licensed
Production Ready
Battle-tested components
Cost Effective
Free tier AI + open source