Connect Harness Data — DevOps Pipeline Intelligence
Connect Harness and let AI agents query deployment metrics, pipeline performance, and service health alongside business impact data.
Key Takeaways Connect Harness to your data warehouse
Improvado connects to Harness APIs to extract deployment data, pipeline metrics, service performance, and development velocity indicators. Integration setup takes 15 minutes with no coding required. Your CI/CD data updates automatically every 30 minutes, providing current insights into deployment success rates and development team productivity. API authentication and rate limiting are managed automatically.
Unified development data across platforms
Improvado's Marketing Common Data Model standardizes Harness data alongside business intelligence platforms. Combine deployment frequency with marketing campaign launches and revenue data. Analyze development velocity against business outcomes without complex data engineering. Your CI/CD metrics use consistent naming conventions across all connected business and technical platforms.
Data objects and fields Improvado extracts from Harness
| Object | Fields |
|---|---|
| Connectors | connector_id name type status created_at updated_at |
| Deployments | deployment_id pipeline_id status start_time end_time environment |
| Pipelines | pipeline_id name type status trigger_type last_execution |
| Services | service_id name deployment_type artifact_source environment |
| CCM K8S Connectors | connector_id cluster_name namespace cost usage |
From connection to autonomous action in three steps
Connect
Connect your Harness account via API key with read and write permissions. Agent authenticates through Harness Platform APIs to access deployment pipelines, service metrics, and execution history across all your projects.
Ask
Ask questions like 'Which services had the most rollbacks this month?' or 'Show me mean time to recovery for production deployments' or 'What's our deployment frequency compared to last quarter?'
Act
Agent pauses or resumes pipelines, triggers rollbacks for failed deployments, adjusts deployment frequency thresholds, configures failure rate alerts, and modifies approval gates based on performance patterns.
What teams ask their AI agent about Harness
Real prompts from enterprise marketing teams. The agent reads your data, answers in seconds, and takes action when you ask.
Track deployment success rates against marketing campaign launches and revenue impact
Your AI agent analyzes Harness data and delivers actionable insights — automatically, in seconds.
Optimize development velocity by analyzing pipeline performance across teams and projects
Your AI agent analyzes Harness data and delivers actionable insights — automatically, in seconds.
Create executive dashboards showing development productivity and business delivery metrics
Your AI agent analyzes Harness data and delivers actionable insights — automatically, in seconds.
Your agent doesn't just read Harness — it ties deploys to revenue impact
Read
Agent reads deployment frequency, failure rates, rollback history, mean time to recovery, pipeline execution logs, service health metrics, build success rates, and approval gate status across all environments and projects.
Write
Agent pauses or resumes deployment pipelines, triggers rollbacks, adjusts deployment schedules, configures failure threshold alerts, modifies approval requirements, and gates deployments based on performance criteria.
Monitor
Agent monitors deployment failure rates against thresholds, tracks MTTR trends, watches for rollback spikes, detects pipeline bottlenecks, and alerts when service deployment patterns deviate from baseline performance.
AI agents query deployment frequency, pipeline success rates, and service performance directly from Harness. They correlate deployment timing with conversion rate changes and revenue fluctuations to measure feature impact. Agents answer questions like 'Did last week's deployment improve checkout conversion?' by joining CI/CD data with analytics platforms.
| Service | Deploys | Failure Rate |
|---|---|---|
| payment-service | 89/week | 1.1% |
| inventory-api | 62/week | 1.8% |
| order-processor | 54/week | 2.4% |
| user-auth | 41/week | 3.2% |
| checkout-service | 38/week | 5.8% |
Send Harness data anywhere
Load normalized data to your preferred warehouse, BI tool, or cloud storage. Click any destination to see its integration guide.
They extract data. Improvado deploys an agent.
Traditional tools move data from A to B. Improvado gives you an AI agent that reads, acts, and monitors — with Harness as one of 1,000+ integrated sources.
| Feature | Improvado | Supermetrics | Funnel.io | Fivetran |
|---|---|---|---|---|
| Data fields extracted | 200+ | ~90 | ~120 | ~80 |
| Total integrations | 1,000+ | ~150 | ~500 | ~300 |
| Cross-channel normalization (CDM) | ✓ Built-in | ✗ Manual | ● Basic mapping | ✗ Raw only |
| AI Agent access (MCP) | ✓ Read, Write, Monitor | ✗ | ✗ | ✗ |
| Data warehouse destinations | ✓ 16+ warehouses & BI tools | Sheets, Looker, BigQuery | BigQuery, Snowflake, Redshift | ✓ Broad warehouse support |
| Refresh frequency | Every 15 min | Scheduled triggers | Daily / 6hr | Every 15 min (premium) |
| SOC 2 Type II & HIPAA | ✓ | ✗ SOC 2 only | ✓ SOC 2 | ✓ |
| Best for | Teams that want an AI agent, not a pipeline | Small teams, spreadsheets | Mid-market, data teams | Engineering-led ELT pipelines |
Comparison based on publicly available documentation as of April 2026. Feature availability may vary by plan tier.
Frequently asked questions
What Harness data can Improvado extract?
How often does Harness data refresh in my warehouse?
Can I combine Harness data with business metrics?
Which destinations support Harness data integration?
How does Improvado handle Harness pipeline hierarchies?
What schema format does Harness data use in my warehouse?
"Improvado saves about 90 hours per week and allows us to focus on data analysis."
"Improvado's reporting tool effortlessly integrates all our marketing data so we can easily track users across their entire digital journey. This saves me and my team countless hours."
Put an AI agent on your Harness today
Connect in under 5 minutes. Your agent starts reading, acting, and monitoring immediately.