The Problem Nobody’s Talking About
Marketing ops teams are drowning in platform complexity. A simple task like “pull everyone who clicked last week’s email but didn’t convert” requires:
- Logging into Marketing Cloud
- Navigating through multiple menus
- Writing SQL queries or configuring filters
- Exporting data
- Cross-referencing with other systems
This takes 20+ minutes. Multiply that by dozens of requests per week, and you’ve burned entire days on data retrieval alone.
AI assistants like Claude were supposed to solve this. But here’s the catch: they can’t actually do anything in your Marketing Cloud instance. They can give you advice, write SQL for you, explain concepts—but they can’t execute. You’re still copy-pasting, clicking, and context-switching. Until now.
What We Built (And Why It’s Different)
We built marketingcloudmcp.com — a production-ready MCP server that turns AI Assistants into a Marketing Cloud operator with decades of platform expertise baked in.
Here’s what makes it different from every other “AI + Marketing Cloud” solution:
1. It Actually Works in Production
This isn’t a demo or a wrapper around basic APIs. It handles:
- Full data extension lifecycle (create, query, update, delete)
- Contact management across business units
- Email content creation and preview with personalization
- Journey Builder operations (entry events, ejection, membership queries)
- Campaign tracking and analytics
- Automation Studio queries and execution
Most MCP servers expose raw APIs and hope the LLM figures it out. We embedded decades of Marketing Cloud knowledge into every tool call. The AI doesn’t guess at complex platform logic — it knows it.
2. Enterprise-Grade Security (Not an Afterthought)
Marketing Cloud contains your most sensitive customer data. Most MCP servers ask users to paste API keys into config files or expose credentials to the AI.
We built user-level security into every layer:
- Firebase Authentication for identity
- OAuth connections to customer Marketing Cloud instances
- User permissions tracked and auditable
- No API keys exposed to end users
- Full governance visibility into who did what
Short Form Takeaway: Your compliance team can actually sleep at night.
3. It Solves Real Problems for Real Teams
This was built for Marketing Operations teams — whether you’re:
- Client-side: Managing campaigns, troubleshooting deliverability, pulling reports
- Agency: Managing multiple client instances, building automations, analyzing performance
Real Use Cases We’re Seeing:
Trying to figure out how to use our MCP Server? Here are a few examples of prompts you could give the tool by topic area
Documentation & Knowledge Management:
- “Document all automations in the Q4 Campaign folder with their schedules, dependencies, and what they do”
- “Generate documentation for this query explaining the logic and which data extensions it touches”
- “Create a runbook for our weekly data cleanup automation”
- “Audit all data extensions in our account and document their purpose, retention policies, and relationships”
Subscriber/Contact Management:
- “Show me all contacts who bounced in the last campaign and update their status”
- “Find duplicate contacts across business units and give me a deduplication plan”
- “Update the email address for contact key abc123 and show me their journey membership”
- “Pull the engagement history for subscriber john.doe@example.com across all campaigns”
- “Show me everyone who unsubscribed last week and their reasons”
Faster Deployment & Testing:
- “Build this data extension from my blueprint spreadsheet with proper field types and relationships”
- “Create a data extension with all possible test scenarios for our preference center (all combination of checkbox values)”
- “Generate test records covering edge cases for our journey entry event”
- “Clone this data extension structure to a new business unit and populate it with sample data”
- “Create test contacts representing each segment in our campaign with realistic data”
Campaign Management:
- “Pull tracking data for Send ID 12345 and tell me why the open rate dropped”
- “Preview this email as john.doe@example.com using the Webinar Registrants data extension”
- “Create an HTML email asset with our standard header and this content”
Journey Operations:
- “Show me everyone currently in the Holiday Campaign journey”
- “Eject contact key abc123 from all active journeys”
- “Fire the API entry event for the Welcome Series with this payload”
Automation & Analysis:
- “Run the Daily Cleanup query and tell me how many records were updated”
- “Analyze my Automation Studio jobs that failed last week”
- “What’s the click-through rate for emails sent to our Premium segment this month?”
4. Quantifiable ROI (Not Vaporware)
Every tool call is tracked with time-value metrics. We can tell you exactly how much time your team is saving.
Early adopters report:
- 40-60% reduction in time spent on routine data operations
- Faster troubleshooting (minutes vs hours for tracking down issues)
- Fewer errors (no more typos in SQL queries or wrong data extension references)
- Better documentation (Claude explains what it did and why)
This isn’t an “AI will revolutionize marketing” claim. This is measurable time back in your day.
Why This Matters Beyond Marketing Cloud
The MCP protocol is young. Most MCP servers are hobby projects or basic API wrappers. We’re proving what production-ready, enterprise-grade MCP servers look like:
Embedded expertise – Don’t just expose APIs, encode domain knowledge
Security first – Build for enterprise requirements from day one
Real operations – Handle the complexity of actual business processes
Measurable value – Track and report actual impact
Marketing Cloud is just the start. We’re expanding to Marketing Cloud Account Engagement (Pardot) and positioning as a complete Salesforce Marketing Cloud platform partner.
What’s Next
We’re launching with comprehensive coverage of Marketing Cloud Engagement:
✅ Email Studio (content, sends, tracking)
✅ Contact Builder (data extensions, contacts)
✅ Journey Builder (entries, exits, events)
✅ Automation Studio (queries, scripts, automations)
🚧 Marketing Cloud Account Engagement (in development)
If you’re a marketing ops team tired of platform complexity eating your day, or an agency managing multiple client instances, this changes how you work.
Ready to see it in action? [Get early access at marketingcloudmcp.com]
Want to chat one on one? Great.
Built by practitioners who’ve spent years in the Marketing Cloud trenches. We felt your pain. Now we’ve fixed it.
Main Author
Pratik Desai
Head of Applied AI
“I am thrilled to be recognized among such a prestigious class of individuals in the Salesforce Marketing Champion ecosystem. This recognition fuels my passion for leveraging Data and Al to drive meaningful, personalized experiences. The journey continues as I remain committed to pushing the boundaries of Experience Technology!”
Contributing Authors
Adam Erstelle
Sr. Architect Lead, Applied AI
“I’m excited to join a bunch of amazing people helping to spread the good word and knowledge about Salesforce and Marketing Cloud as a Marketing Champion!”
Nick Holdren
Sr. Technical Lead
It is such an honor to be a Salesforce Marketing Champion as I get the opportunity to walk in the footsteps of some absolute rockstars in the Salesforce community. Like many others who are heads down and working with real clients daily it means the world to get recognized for the work that I’ve done over the past 15 years. I very much look forward to leaving my own mark within the program as well as learning from and collaborating with other champions.
ListEngage Editorial Team

Fred Homner
Director of Customer Success & Salesforce Practices

Sam Kosakowski
Solution Architect

Zanah Kagan
Marketing Cloud Practice Lead
