Thought Leadership

Insights for people building with ClickHouse.

Field notes, technical guides and informed opinions drawn from production ClickHouse work across analytics, AI, architecture and operations.

Written for engineers, data leaders
and teams making platform decisions.

AI & Agents
2026-07-23 · 6 min

Self Hosting An Open Source Model With ClickHouse

A walkthrough of self hosting an open source model such as GLM, connecting it to ClickHouse for agentic analytics, and the benefits around data locality, cost and privacy.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

AI & Agents
2026-07-20 · 7 min

Using Open Source and Open Weight LLMs With ClickHouse

How to combine open source and open weight models such as Deepseek, GLM and Kimi with ClickHouse using third party inference providers like Fireworks.ai and Baseten.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

AI & Agents
2026-07-17 · 5 min

What Do We Mean By Agentic Analytics

Agentic analytics is a step beyond text-to-SQL — planning, decomposition and iteration over your data. Here's what it means in practice and why ClickHouse is a natural fit.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

AI & AgentsArchitecture
2026-07-16 · 7 min

Why ClickHouse Is The Best Data Platform For Agentic AI

As companies execute their AI strategies, most databases can't keep up with the concurrency, freshness and price/performance that agentic workloads demand. Here's why ClickHouse is uniquely well suited.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Performance
2026-06-23 · 5 min

How To Evaluate The TCO of ClickHouse

Considerations when analysing the cost of ClickHouse.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Architecture
2026-06-15 · 8 min

ClickHouse In Capital Markets

How ClickHouse is entering buy side and sell side firms and being adopted for front office use cases.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

AI & Agents
2026-05-04 · 6 min

Deploying Agentic Analytics In Financial Services

Agentic analytics is changing how financial services firms explore data — moving beyond text-to-SQL into scenario modelling, strategy development and real partnership with the LLM. Here's why ClickHouse is the right database to build on.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Architecture
2026-05-01 · 10 min

ClickHouse Cloud Deployment Options

Comparing the four ways to deploy ClickHouse - Open Source, Cloud, Bring Your Own Cloud, and Private - and the strengths and weaknesses of each.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Data Science
2026-02-17 · 10 min

Building Real-Time OHLC Candlestick Charts with ClickHouse

How to implement OHLC candlestick charts in ClickHouse using AggregatingMergeTree and materialized views for real-time, multi-resolution financial data at any time granularity.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

AI & AgentsArchitecture
2026-02-13 · 5 min

The Agentic Data Stack

How ClickHouse have assembled ClickHouse, the ClickHouse MCP server and LibreChat into an integrated agentic data stack — and why this combination is well suited for building agentic analytics and internal agent teams.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

OperationsPerformance
2025-12-10 · 4 min

Introducing Query Dog, A Tool For Working With The ClickHouse Query Log

Introducing Query Dog, an open source tool for analysing and optimising ClickHouse query performance through visualisation of the query log and system tables.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Performance
2025-12-10 · 8 min

The Risk Of Misusing ClickHouse Partitions

Learn why ClickHouse partitions can hurt rather than help performance, and what alternatives to consider.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Architecture
2025-12-05 · 3 min

Why We're Not Convinced About Data Lakehouse Architecture

After building 3 data lakehouses, we're skeptical about this architecture. Here's what we learned from these projects.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Performance
2025-07-24 · 8 min

Comparing The TCO Of ClickHouse Cloud vs Open Source

Exploring the TCO when deciding between ClickHouse Cloud vs Open Source.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

AI & Agents
2025-07-08 · 16 min

Using Gemini and Claude For SQL Analytics - A Bake Off

A bake off of Claude and Gemini in order to test their SQL performance against a ClickHouse database.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Data Science
2025-07-03 · 15 min

Using ClickHouse Cloud For Real Time Sports Analytics

A demonstration of a real time sports analytics use case powered by ClickHouse.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Architecture
2025-06-12 · 11 min

Simplifying Your Data Stack With ClickHouse Cloud

How ClickHouse can simplify your data estate and technology stack.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Data Science
2025-06-11 · 20 min

Analysing FIX Data With ClickHouse

Using ClickHouse String and Array Processing functions to analyse FIX Protocol data.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Integration
2025-02-07 · 8 min

Reliably Replicating Data Between PostgreSQL and ClickHouse Part 3 - Demo

A video walkthrough of PeerDB open source and ClickPipes for Postgres CDC.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Integration
2025-01-24 · 9 min

Reliably Replicating Data Between PostgreSQL and ClickHouse Part 2 - ClickPipes For PostgreSQL CDC

Using ClickPipes to reliably replicate data from PostgreSQL to ClickHouse.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Integration
2025-01-23 · 16 min

Reliably Replicating Data Between PostgreSQL and ClickHouse Part 1 - PeerDB Open Source

Using PeerDB open source to reliably replicate data from PostgreSQL to ClickHouse.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Data Science
2024-09-05 · 7 min

Time Series Classification Using ClickHouse Machine Learning Functions

An example of how we classify time series by leveraging machine learning functions baked into ClickHouse.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Data Science
2024-08-20 · 20 min

Optimising Vehicle Routing Using ClickHouse Cloud And Google OR-Tools

Operational Analytics is about using real time data to make better day to day decisions

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Data Science
2024-07-26 · 12 min

Building A Recommendation System Using ClickHouse and SQL

In recent blog posts we demonstrated how data science techniques such as forecasting and anomaly detection can be implemented entirely within ClickHouse using only SQL.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Data Science
2024-07-11 · 8 min

Linear Regression Using Clickhouse Machine Learning Functions

Using functions integrated into ClickHouse to implement a linear regression.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

PerformanceOperations
2024-06-10 · 3 min

Load And Performance Testing Your ClickHouse Deployment With K6

We've recently used K6 to directly load test a ClickHouse environment and found it to be very powerful and expressive.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Integration
2024-05-23 · 18 min

Comparing ClickHouse Cloud With Snowflake Pricing

In this article we analyse the differences in pricing between Snowflake and ClickHouse Cloud

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Data Science
2024-04-22 · 5 min

Anomaly Detection Using ClickHouse

This article is part of a series where we look at doing data science work within ClickHouse

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Architecture
2024-03-30 · 9 min

Using Cube And ClickHouse To Power Data Applications In Financial Services

Last week we delivered a webinar with the Cube team, covering why we believe that Cube is an excellent fit for building data-oriented applications.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Data Science
2024-03-15 · 10 min

Combining ClickHouse Cloud And AWS SageMaker For Machine Learning

Machine learning professionals can learn how to combine ClickHouse Cloud and AWS SageMaker for powerful data analytics and predictive modeling. This comprehensive guide demonstrates end-to-end workflow including data preparation, feature engineering, model training, deployment, and real-time inference, with practical insights into traffic volume forecasting using CatBoost algorithm.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Data Science
2024-03-08 · 16 min

Calculating Value At Risk For An Equities Portfolio Using ClickHouse

ClickHouse is increasingly being used by capital markets firms such as investment banks, hedge funds and trading technology vendors.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Architecture
2024-02-14 · 8 min

Why Cloud Data Warehouses Are Too Expensive For Emerging Data Requirements

The cost model behind many cloud data warehouses is not defined for low latency big data workloads.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Data Science
2024-02-07 · 11 min

Solving A Workforce Optimisation Problem With ClickHouse Cloud and Google OR-Tools

This article walks through a workforce allocation problem and demonstrates how to solve it using ClickHouse Cloud and Google OR-Tools.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Architecture
2024-01-28 · 5 min

Using ClickHouse Cloud As A Real Time Data Warehouse

When you think of data warehouse technology, you may think of legacy on premise offerings such as Oracle or Terradata, or more modern cloud based platforms such as Snowflake, AWS Redshift or BigQuery.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Data Science
2024-01-22 · 22 min

Using ClickHouse Cloud To Power ML Feature Stores - A Fraud Detection Example

A feature store is a place to store the cleaned and prepared input data used to train a machine learning model

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Architecture
2024-01-17 · 4 min

How ClickHouse Cloud Simplifies Your Data Stack

How ClickHouse cloud has the potential to take complexity out of your data stack.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Architecture
2024-01-15 · 3 min

Why ClickHouse Cloud Disrupts The Data Warehouse Industry

In recent years, when we have been asked by businesses which data warehouse to choose, there were 3 candidates at the top of the list

Benjamin Wootton

Benjamin Wootton

Founder & CTO

AI & Agents
2024-01-09 · 4 min

Combining Large Language Models With Real Time Data

Learn how large language models can be used to interrogate a real time analytical database like ClickHouse Cloud.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Data Science
2023-12-08 · 5 min

ClickHouse Cloud And Hex Are A Great Stack For Analytics And Data Science

Two of our favourite tools which combine to be a brilliant serverless stack for data and analytics.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Data Science
2023-10-15 · 11 min

Forecasting Using ClickHouse Machine Learning Functions

This article is part of a series where we look at doing data science work within ClickHouse

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Architecture
2023-10-12 · 6 min

How We Built A Crypto Analytics Platform Based On ClickHouse

A walkthrough of our architecture for a DeFi analytics platform.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Operations
2023-06-17 · 4 min

Combining dbt And ClickHouse

Learn how to effectively combine dbt and ClickHouse for data transformation and analytics. Discover best practices, use cases, and implementation strategies for leveraging dbt's transformation capabilities with ClickHouse's high-performance database.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Architecture
2023-06-01 · 4 min

Why We Went "All In" On ClickHouse

ClickHouse is a uniquely differentiated database which we decided to take a big bet on.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

Performance
2020-06-22 · 5 min

Controlling Memory With ClickHouse Group Bys

Learn how to control memory usage when performing GROUP BY queries on large datasets in ClickHouse.

Benjamin Wootton

Benjamin Wootton

Founder & CTO

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