Mandrill + Improvado: Transactional Email Analytics
Email delivery rates, open metrics, and bounce data from Mandrill connect to your warehouse. Track email performance alongside other marketing channels in Looker.
Top performer: Brand campaigns at 8.1x ROAS.
Connect Mandrill to your data stack
Improvado extracts comprehensive email metrics from Mandrill's API, including delivery rates, opens, clicks, bounces, and rejection data. The platform automatically pulls data on scheduled intervals, eliminating manual CSV downloads. Your Mandrill data flows directly into destinations like Snowflake, BigQuery, or Tableau without requiring technical setup. Real-time sync ensures your email performance dashboards stay current with the latest campaign results.
From connection to autonomous action in three steps
Connect
Authenticate Mandrill via OAuth in under 5 minutes. Improvado normalizes your data across 1,000+ sources automatically.
Ask
Your AI agent queries Mandrill performance in natural language. Trends, anomalies, cross-channel comparisons — one conversation.
Act
The agent pauses underperformers, adjusts settings, generates executive reports, and monitors anomalies — every action logged.
Unified email data across all platforms
Improvado's Marketing Common Data Model standardizes Mandrill metrics alongside data from other email platforms like Mailchimp, SendGrid, and Klaviyo. This normalization enables direct comparison of delivery rates, engagement metrics, and ROI across different email services. Marketing teams can analyze the complete customer journey from email click to conversion. Cross-platform reporting reveals which email providers drive the highest engagement and revenue.
What teams ask their AI agent about Mandrill
Real prompts from enterprise marketing teams. The agent reads your data, answers in seconds, and takes action when you ask.
Compare Mandrill performance against other email platforms in unified dashboards
Your AI agent analyzes Mandrill data and delivers actionable insights — automatically, in seconds.
Track email attribution to revenue across multiple marketing channels
Your AI agent analyzes Mandrill data and delivers actionable insights — automatically, in seconds.
Generate executive email performance reports with cross-platform metrics
Your AI agent analyzes Mandrill data and delivers actionable insights — automatically, in seconds.
Your agent doesn't just read Mandrill — it acts on it
Read
Pull metrics, dimensions, and trends from Mandrill — across every account and campaign. Your AI handles the query.
Write
Launch campaigns, pause underperformers, adjust settings. Every action logged and governed.
Monitor
Anomaly alerts, budget pacing watches, weekly auto-reports. Problems caught before they burn budget.
Query, write, and monitor Mandrill through Claude, ChatGPT, Cursor, or any MCP client. Every action is logged and governed.
| Campaign | Spend | ROAS |
|---|---|---|
| Brand — Exact | $4,200 | 8.1x |
| Non-Brand | $12,800 | 4.7x |
| Retargeting — 30d | $3,100 | 4.2x |
| Competitor | $8,400 | 3.1x |
| DSA — Blog | $2,600 | 2.8x |
Send Mandrill data anywhere
Load normalized data to your preferred warehouse, BI tool, or cloud storage.
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 Mandrill 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
Put an AI agent on your Mandrill today
Connect in under 5 minutes. Your agent starts reading, acting, and monitoring immediately.