Connect Grafana Data — Monitoring Insights Unified
Connect Grafana and let AI agents monitor real-time campaign spend, set performance alerts, and track ROI across 500+ marketing platforms.
Key Takeaways Real-time marketing data integration for Grafana
Improvado extracts marketing data from 500+ platforms and loads it into Grafana-compatible data sources including ClickHouse, PostgreSQL, and MySQL. The platform provides real-time data streaming for critical marketing metrics, enabling live Grafana dashboards that update as campaigns run. API connections handle authentication automatically and manage rate limits to ensure consistent data flow. Marketing teams can monitor campaign performance in real-time without manual data exports.
Standardized metrics for Grafana visualization
Improvado's Marketing Common Data Model (MCDM) normalizes marketing data before loading into Grafana data sources. Campaign metrics from different platforms use consistent field names and units, enabling accurate cross-platform comparisons in Grafana panels. This standardization eliminates the need to create separate dashboards for each marketing platform. Teams can build unified Grafana dashboards that display Google Ads, Facebook, and email metrics side by side with confidence in data accuracy.
Data objects and fields Improvado extracts from Grafana
| Object | Fields |
|---|---|
| Dashboard | dashboard_id dashboard_title folder_id tags created_at updated_at |
| Panel | panel_id panel_title panel_type dashboard_id datasource query |
| Alert | alert_id alert_name alert_state dashboard_id panel_id evaluation_count |
| Datasource | datasource_id datasource_name datasource_type url is_default |
| Folder | folder_id folder_title folder_uid parent_folder_id created_at |
From connection to autonomous action in three steps
Connect
Connect via API key from your Grafana organization settings. The agent accesses your dashboards, data sources, and alert configurations with read-write permissions through the Grafana HTTP API.
Ask
Ask questions like 'Which dashboards had the most query timeouts yesterday?' or 'Show me all alerts that fired in the last 24 hours across production environments.'
Act
The agent creates new panels, modifies existing visualizations, configures alert rules with specific thresholds, updates dashboard variables, and manages notification channels directly in your Grafana instance.
What teams ask their AI agent about Grafana
Real prompts from enterprise marketing teams. The agent reads your data, answers in seconds, and takes action when you ask.
Monitor real-time campaign spend and conversions across all platforms in single Grafana dashboard
Your AI agent analyzes Grafana data and delivers actionable insights — automatically, in seconds.
Set up Grafana alerts for campaign budget thresholds and performance anomalies automatically
Your AI agent analyzes Grafana data and delivers actionable insights — automatically, in seconds.
Create executive Grafana dashboards showing marketing ROI trends across all channels
Your AI agent analyzes Grafana data and delivers actionable insights — automatically, in seconds.
Your agent doesn't just read Grafana — it sets alerts and monitors budgets
Read
Pulls dashboard metadata, panel configurations, query performance metrics, alert states and history, data source health, user access patterns, annotation events, and time-series query results across all connected data sources.
Write
Creates and updates dashboard panels, configures alert rules and notification channels, modifies visualization settings, sets dashboard variables, creates snapshots, manages folders and permissions, and adjusts query refresh intervals.
Monitor
Watches for alert state changes, dashboard load time degradation, query failure rates, data source connectivity issues, panel error spikes, and unusual access patterns that may indicate configuration problems or performance bottlenecks.
The AI agent monitors live campaign spend, conversions, and ROI metrics from Google Ads, Facebook, and other platforms in your Grafana dashboards. It sets threshold alerts for budget overruns, detects performance anomalies, and calculates real-time cost-per-acquisition. The agent tracks hourly trends across all channels and notifies you when conversion rates drop below targets or spend accelerates unexpectedly.
| Dashboard | Error Rate | Change |
|---|---|---|
| Payment Gateway Monitor | 4.2% | +1.8% |
| Inventory Sync Status | 2.9% | +0.4% |
| Order Processing Flow | 1.7% | -0.3% |
| Warehouse Operations | 0.8% | +0.2% |
| Customer Portal Metrics | 0.3% | -0.1% |
Send Grafana 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 Grafana 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 data sources does Improvado support for Grafana integration?
Can I create Grafana alerts based on marketing data from Improvado?
How fast does marketing data appear in Grafana dashboards?
Does Improvado provide pre-built Grafana dashboards for marketing data?
Can I combine marketing data with other business metrics in Grafana?
What marketing platforms work with Grafana through Improvado?
"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 Grafana today
Connect in under 5 minutes. Your agent starts reading, acting, and monitoring immediately.