ThoughtSpot’s Native Connector Brings Governed Agentic Insights to Every ClickHouse Customer
Agentic analytics, embedded customer-facing reporting, and everyday business metrics now demand the same thing: performance at massive scale, and answers fast enough that a business user never notices the wait.
Most generic databases were never designed for that combination. They assume a small population of analysts writing SQL and query latency measured in seconds, not AI agents and business users asking questions around the clock.
That gap is exactly why ClickHouse, a database purpose-built for high-concurrency, high-volume analytical workloads, has grown its customer base so fast over the past few years.
ThoughtSpot has been database-agnostic since day one. Being open by design means we connect natively to the warehouses, catalogs, and specialized databases teams already run, rather than asking anyone to move data into a proprietary store first.
Our newest native connector extends that same principle to ClickHouse, and it's now generally available: every ClickHouse user can point ThoughtSpot directly at their instance and query it live, governed, and without a separate layer standing in between.
Today, leading brands like Humanforce, Fourkites, Upstart, and Spotler are using ThoughtSpot on ClickHouse live.
Together, ThoughtSpot and ClickHouse deliver fresh, decision-ready insights for user bases of any scale, backed by the enterprise-grade performance, security, and governance both platforms are known for.
Why Does This Matter?
For data leaders evaluating where to invest next, the case is about what you get when a fast database and an agentic analytics layer are designed to work as one system rather than stitched together after the fact.
1. Decision-Ready Insights for Business Users
Decisions are being made faster, and everyone in the company needs access to trusted data & insights at any moment.
ClickHouse is built for analytical workloads with high query concurrency. ThoughtSpot queries ClickHouse directly, so business teams asking questions receive verifiable, decision-ready answers.
2. Embedded Analytics Everywhere
Deliver intelligent, self-service analytics to your customers and partners that are fully customizable to your brand with ThoughtSpot Embedded, accelerating time-to-market, driving product adoption, and unlocking new revenue opportunities.
On top of that, you can also deliver insights straight into the tools your teams already use—like Google Workspace, Microsoft Office 365, Slack, Microsoft Teams, Salesforce, ServiceNow, or mobile applications–so answers appear right where work happens.
3. Price-for-Performance at Scale
ClickHouse's always-on, columnar architecture lets queries read only the columns they need and, paired with optimized queries from ThoughtSpot's query generation engine, is built to bring down the cost of serving high-concurrency, real-time analytics, which is usually where BI-on-warehouse costs escalate fastest.
See how ClickHouse compares on cost-performance across ingestion, data preparation, and queries in CostBench, an open benchmark with public methodology, configurations, and reproducible results.
4. Architecture Built for Agents
Agents are performing more and more work every day, which means they need governance, explainability, cost control, and performance. ClickHouse is designed for how agents act, able to excel at high volumes of small tasks and queries that are broken down and performed by agents across massive data sets.
ThoughtSpot delivers deterministic SQL in a way that non-technical users can understand & verify without driving up token costs.
“As enterprises open analytics up to agents, query volumes can become harder to predict, making cost-performance more important. ClickHouse handles high-concurrency, low-latency analytical workloads at a fraction of that cost, which is why so many teams are standardizing on it for agentic use cases. With ThoughtSpot running natively on ClickHouse, they get governed, decision-ready answers for every user in the organization without paying a premium for scale.”
Alex Francoeur
Director of Product Management, ClickHouse
"Analytics is only as good as the data it can reach and the speed at which it can reach it. ClickHouse gives us both: a database built for massive scale and volume, and an open architecture that ThoughtSpot’s trusted agentic analytics and context layer can sit directly on top of it without compromise. Together we deliver trusted decision-ready insights, accessible to any user."
Antonio Scaramuzzino
Senior Director, Product Management, ThoughtSpot
How It Works: 3 Steps
Here’s how your team can deliver trusted AI insights via ThoughtSpot on ClickHouse today.
Step 1: Connect in a Few Clicks
In ThoughtSpot's Data Workspace, add a new connection and select ClickHouse. Authenticate against your instance, and ThoughtSpot establishes a live, OAuth-based query path—no data replication step required before you can start building.
Step 2: Build an AI-Ready Model in Minutes with SpotterModel
Rather than hand-writing joins and formulas, describe what you're building in natural language and let SpotterModel map the relationships, dimensions, and measures across your ClickHouse tables.
Your team reviews the proposed model, adjusts definitions where needed, and saves it as a governed ThoughtSpot Model that forms a part of your semantic layer that grounds every insight downstream.
Step 3: Ask Spotter a question
With the ThoughtSpot Model in place, open Spotter and ask any question about your data in plain language. Spotter reasons over the governed definitions in your new Model and queries ClickHouse live, so the insight reflects current data with the same sub-second responsiveness ClickHouse is built for.
What's Next for You
Our native ClickHouse connector extends a strategy built around one idea: your data shouldn't have to move, and your governance rules shouldn't have to be redefined when you decide to add agentic analytics and semantics to your data stack.
Connect your ClickHouse instance today, and the value shows up wherever your team already works. You can ask Spotter a question and get a decision-ready answer grounded in live data in your enterprise BI, or ship that same reasoning into your own products with ThoughtSpot Embedded.
No matter where you work, the insight is current, governed, and ready to act on the moment it's asked for.
If your team is already running ClickHouse, this is the moment to see what an agentic analytics front end built for that speed looks like in practice.
Request a demo to see how ThoughtSpot delivers decision-ready insights on your data in ClickHouse.
