ClickHouse Data Integration — Fast Analytics Bridge
Connect ClickHouse and let AI agents query billions of marketing events, run attribution models, and analyze campaign performance in real-time.
Key Takeaways High-speed marketing data integration for ClickHouse
Improvado extracts marketing data from 500+ platforms and loads it into ClickHouse using optimized bulk insert operations. The platform leverages ClickHouse's columnar architecture for maximum ingestion speed and query performance. Data refreshes complete in minutes rather than hours, even for large datasets with millions of marketing events. Native ClickHouse data types and compression optimize storage and query execution.
Normalized data optimized for ClickHouse analytics
Improvado's Marketing Common Data Model (MCDM) structures marketing data specifically for ClickHouse's analytical strengths. Campaign metrics from different platforms use consistent schemas optimized for aggregation queries. The normalization process creates ClickHouse tables with proper sorting keys and partitioning for sub-second query response times. Marketing teams can analyze billions of events across platforms without performance degradation.
Data objects and fields Improvado extracts from ClickHouse
| Object | Fields |
|---|---|
| Mode | full refresh incremental append-only |
| Latency | real-time 15-min hourly |
| Schema | CDM normalized raw passthrough custom mapping |
| Destination | MergeTree tables views materialized views |
| Supports | ReplicatedMergeTree distributed tables native protocol |
From connection to autonomous action in three steps
Connect
Connect via native TCP protocol or HTTP interface using database credentials. The agent secures connection details and validates cluster topology, supporting both single-node and distributed ClickHouse deployments.
Ask
Ask questions like 'Which queries are consuming the most memory?' or 'Show me table compression ratios and recommend optimization strategies for tables over 500GB.'
Act
The agent optimizes query patterns, creates materialized views for frequently accessed aggregations, adjusts table compression codecs, rebuilds indexes, and modifies TTL policies to improve performance and reduce storage costs.
What teams ask their AI agent about ClickHouse
Real prompts from enterprise marketing teams. The agent reads your data, answers in seconds, and takes action when you ask.
Analyze real-time campaign performance across all channels with sub-second ClickHouse queries
Your AI agent analyzes ClickHouse data and delivers actionable insights — automatically, in seconds.
Process billions of marketing events for attribution modeling in ClickHouse analytical engine
Your AI agent analyzes ClickHouse data and delivers actionable insights — automatically, in seconds.
Generate hourly marketing reports from ClickHouse with automatic data refresh and aggregation
Your AI agent analyzes ClickHouse data and delivers actionable insights — automatically, in seconds.
Your agent doesn't just read ClickHouse — it processes billions of events
Read
Reads cluster metrics, query logs, table schemas, partition details, compression ratios, memory usage, disk I/O statistics, replication lag, merge performance, and data distribution across shards.
Write
Creates and modifies materialized views, adjusts table engines and compression settings, optimizes partition keys, rebuilds indexes, configures TTL policies, and rewrites queries for better performance.
Monitor
Monitors query execution times, memory consumption spikes, disk space utilization, replication delays, failed merges, slow queries exceeding thresholds, and table growth rates that may impact cluster performance.
The AI agent runs sub-second queries on campaign impressions, clicks, and conversions from 500+ platforms stored in ClickHouse. It analyzes attribution across Google, Facebook, and email touchpoints by processing event-level data at scale. The agent monitors hourly performance trends, detects budget pacing issues, and calculates real-time ROI across all marketing channels.
| Table | Rows | Performance |
|---|---|---|
| orders.transactions | 1.2B rows | +340% growth |
| analytics.events | 890M rows | 0.6s avg query |
| inventory.stock | 45M rows | -15% query time |
| customers.profiles | 12M rows | 1.2s avg query |
| logistics.shipments | 8M rows | +22% efficiency |
Send ClickHouse 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 ClickHouse 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
How fast can Improvado load data into ClickHouse?
Does Improvado optimize ClickHouse table structures for marketing data?
Can Improvado work with ClickHouse Cloud and self-hosted installations?
What ClickHouse data types does Improvado use for marketing metrics?
How does Improvado handle ClickHouse replication and sharding?
Can I query Improvado data using ClickHouse SQL syntax?
"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 ClickHouse today
Connect in under 5 minutes. Your agent starts reading, acting, and monitoring immediately.