Dremio
 · MCP Server

Dremio MCP — Query Your Lakehouse in Plain English

Improvado MCP extracts data from Dremio's semantic layer and makes your virtual datasets, spaces, and catalogs instantly queryable by AI agents.

46K+ metrics · Read & Write access · 500+ platforms · <60s setup
📈 Read

Ask Questions Across Your Entire Data Lakehouse

Stop copying SQL from docs. Improvado MCP connects your AI agent to Dremio so analysts, engineers, and ops teams can query virtual datasets and reflections conversationally.

Your AI agent reads harmonized data across 500+ platforms. "Cost" in Google Ads and "spend" in Meta Ads resolve to the same field automatically.

Example prompts
"Show anomalies across all accounts" 2h → 40s
"CPL in New York vs. California?" 1h → 30s
"ROAS by campaign type, last 30 days" 45m → 15s
Works with Claude ChatGPT Cursor +5
Write actions
"Launch A/B test, $5K budget" 5 days → 20m
"Shift 20% of Display to PMax" 2h → 1m
"Pause all ad groups with CPA > $50" 30m → 10s
🛡 Every action logged · Fully reversible · SOC 2 certified
🚀 Write

Write Derived Insights Back to Connected Systems

After querying Dremio, push summaries, anomalies, and curated datasets downstream. Your AI agent closes the loop between lakehouse analytics and operational tools.

250+ governance rules enforce naming conventions, budget limits, and KPI thresholds. SOC 2 Type II certified.

⚠️ Monitor

Monitor Data Quality and Pipeline Health

Set AI watches on reflection staleness, query latency, and dataset freshness. Improvado MCP keeps your agent aware of lakehouse health without manual dashboards.

Automated weekly reports, anomaly flagging, and budget alerts — all from a single conversation. No more morning check-ins across 5 dashboards.

Monitor prompts
"Flag ad groups over 120% budget" 3h → 1m
"Weekly report: spend, CPA, anomalies" 3h → auto
"Which creatives are fatiguing?" 2h → 30s
Alerts sent to Slack, email, or your AI agent
💡
Ideate
🚀
Launch
📈
Measure
🔍
Analyze
📝
Report
🔄
Iterate
One conversation. All six phases. Every platform.
🔄 Full Cycle

The Closed Loop: Read → Decide → Write → Monitor

After querying Dremio, push summaries, anomalies, and curated datasets downstream. Your AI agent closes the loop between lakehouse analytics and operational tools.

Every phase runs through the same MCP connection. One protocol, all platforms, full governance. No switching between tools.

Challenge 1

SQL Expertise Gates Lakehouse Access

THE PROBLEM

Non-technical stakeholders can't query Dremio directly, creating bottlenecks where analysts must serve as intermediaries for every data request.

HOW MCP SOLVES IT

Improvado MCP translates natural language into Dremio queries, letting any role access governed data without writing SQL.

Try asking
"Show ROAS across all 120 accounts"
Answer in seconds
All data sources, one query
Try asking
"What's my CPL in New York vs. California?"
🔍
Full detail preserved
No data loss on export
Challenge 2

Reflection Staleness Goes Unnoticed

THE PROBLEM

Stale reflections silently degrade query performance. Teams only discover the problem after slow dashboards trigger complaints.

HOW MCP SOLVES IT

Improvado MCP lets your AI agent proactively check reflection status and alert on staleness before it impacts downstream users.

Challenge 3

Cross-Source Joins Require Complex Setup

THE PROBLEM

Joining data across S3, databases, and SaaS sources in Dremio requires careful virtual dataset configuration that slows time-to-insight.

HOW MCP SOLVES IT

Ask cross-source questions in plain English. Improvado MCP leverages Dremio's existing virtual dataset layer to surface joined results instantly.

Try asking
"PMax vs. Search ROAS for Q1?"
⚖️
Unified data model
Compare anything side by side
Agency CEO
Portfolio health. Client risk. Revenue signals.
Media Strategist
70% strategy, not 70% ops. Auto campaign QA.
Marketing Analyst
Zero wrangling. Cross-platform. AI narratives.
Account Manager
QBR decks auto-generated. Call prep in 30s.
Creative Director
Performance-to-brief. Predict winners before spend.
👥 Teams

One Framework. Five Roles. Zero Setup.

Same MCP connection, different workflows for every team member. Agency CEOs get portfolio health. Media Strategists get campaign QA. Analysts get cross-platform reports. Account Managers get auto-generated QBR decks. Creative Directors get performance-based briefs.

Each role asks in natural language. The MCP server handles the complexity — rate limits, auth, schema normalization, governance — behind the scenes.

Frequently Asked Questions

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Stop Reporting. Start Executing.

Connect your data to an AI agent in under 60 seconds. The closed loop starts with one conversation.

SOC 2 Type II
GDPR
500+ Platforms
46K+ Metrics