Connect Dremio — Data Lake Acceleration
Connect Dremio and let AI agents query processed datasets, aggregated metrics, and analytical outputs alongside real-time marketing platform data.
Key Takeaways Connect Dremio with automated integration
Improvado connects directly to Dremio's SQL interface to extract your processed marketing datasets and analytical results. Our platform pulls transformed data, aggregated metrics, and analytical outputs from your Dremio data lakehouse on your preferred schedule. Data flows seamlessly from Dremio to your chosen destinations without complex query management. Authentication and connection handling happens automatically through our secure interface.
Unified data lakehouse integration
Dremio integration extends Improvado's Marketing Common Data Model to include your processed lakehouse datasets alongside raw marketing platform data. Combine Dremio's analytical outputs with fresh marketing data for comprehensive reporting workflows. Use Dremio as an intermediate processing layer while maintaining unified data governance across all platforms. Build dashboards that blend real-time marketing data with historical analytical insights from your lakehouse.
Data objects and fields Improvado extracts from Dremio
| Object | Fields |
|---|---|
| Campaign | campaign_id campaign_name spend impressions clicks conversions status |
| Ad Group | ad_group_id ad_group_name campaign_id bids status impressions clicks |
| Ad | ad_id ad_name ad_group_id format impressions clicks spend ctr |
| Keyword | keyword_id keyword_text ad_group_id match_type cpc impressions clicks |
| Performance | date campaign_id impressions clicks spend conversions revenue |
From connection to autonomous action in three steps
Connect
Connect via REST API credentials with admin privileges. Agent authenticates using personal access token and accesses your Dremio environment's catalog, reflections, and job history.
Ask
Ask natural questions like 'which reflections have the lowest hit rates' or 'show me failed queries in the last hour' or 'what's the average query time for customer datasets'.
Act
Agent refreshes reflections on-demand, adjusts refresh policies based on usage patterns, promotes datasets to spaces, and modifies reflection configurations to optimize query acceleration.
What teams ask their AI agent about Dremio
Real prompts from enterprise marketing teams. The agent reads your data, answers in seconds, and takes action when you ask.
Extract Dremio analytical results to combine with real-time marketing platform data
Your AI agent analyzes Dremio data and delivers actionable insights — automatically, in seconds.
Sync processed customer segments from Dremio to marketing automation platforms
Your AI agent analyzes Dremio data and delivers actionable insights — automatically, in seconds.
Generate executive reports combining Dremio insights with fresh campaign data
Your AI agent analyzes Dremio data and delivers actionable insights — automatically, in seconds.
Your agent doesn't just read Dremio — it combines lakehouse insights with live data
Read
Agent reads query execution metrics, reflection performance data, dataset metadata, refresh schedules, cache hit rates, job history, source connection status, and data volume statistics across all spaces and folders.
Write
Agent triggers reflection refreshes, updates refresh policies, promotes datasets between spaces, modifies reflection settings, adjusts acceleration parameters, and configures query optimization rules based on usage patterns.
Monitor
Agent monitors query latency thresholds, reflection staleness, failed refresh jobs, cache hit rate degradation, dataset growth trends, and source connection health to maintain optimal query performance.
The AI agent queries transformed datasets, customer segments, and analytical results from your Dremio lakehouse. It merges processed historical insights with real-time campaign data, syncs customer segments to marketing platforms, and answers questions like 'how do our Dremio cohorts perform in current campaigns?'
| Reflection | Queries Served | Acceleration |
|---|---|---|
| shipment_tracking_agg | 89.2K queries | 12.4x faster |
| route_optimization_view | 67.8K queries | 8.9x faster |
| carrier_performance_daily | 54.3K queries | 15.2x faster |
| warehouse_inventory_rollup | 41.6K queries | 6.7x faster |
| delivery_metrics_hourly | 38.9K queries | 11.3x faster |
Send Dremio 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 Dremio 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 can Improvado extract from Dremio?
How does Dremio integration work with other connectors?
Can I schedule automatic Dremio data extraction?
Does this require special Dremio configuration?
Where can I send data extracted from Dremio?
Can I use Dremio as a destination for marketing data?
"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 Dremio today
Connect in under 5 minutes. Your agent starts reading, acting, and monitoring immediately.