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Lessons from Self-Hosting ClickHouse and How Bare-Metal.io Can Enhance Your ClickHouse Performance

July 8th, 2024

Introduction

In the realm of data analytics, ClickHouse stands out as a powerful columnar database management system designed for real-time analytics. While many choose managed services for ease of use, self-hosting ClickHouse offers a unique set of challenges and lessons. In this blog post, we’ll explore insights from Boris Tane, a founder who self-hosted ClickHouse for his startup, and explain how bare-metal.io can enhance your ClickHouse performance through bare metal hosting.

Why Self-Host ClickHouse?

Boris’ journey began with a need for robust observability in cloud computing. His team of three engineers managed ClickHouse themselves to gain deeper control over their infrastructure, optimize costs, and ensure high performance. Here are key reasons for self-hosting ClickHouse:

  1. Control Over Infrastructure: Self-hosting allows for custom configurations and optimizations specific to your needs.
  2. Cost Efficiency: Managing your own infrastructure can lead to significant cost savings, especially at scale.
  3. Performance Optimization: Direct access to hardware and configurations enables better performance tuning.

Key Lessons from Self-Hosting ClickHouse

1. Batch Data Efficiently

Sending data in small batches to ClickHouse can overwhelm the system, causing performance issues. It’s crucial to batch data efficiently to avoid too many parts that ClickHouse struggles to merge.

2. Monitor Disk Space

Running out of disk space can lead to unexpected issues. Regularly monitor and manage disk usage to prevent disruptions.

3. Choose the Right Disks

Using the right type of disks is essential. In Boris’ experience, AWS EBS volumes were used, but selecting the appropriate size and performance characteristics is crucial.

4. Avoid Data Mutation

ClickHouse is not optimized for mutating data. Attempting to alter data types can lock the database, leading to severe performance degradation.

5. Handle TTL Mutations Carefully

TTL mutations can be resource-intensive. Instead of using continuous mutations, delete partitions individually to improve performance.

6. Adjust Default Configurations

ClickHouse’s default configurations are conservative. Don’t hesitate to increase limits like max partition size and concurrent queries to match your workload.

7. Externalize Logs and Metrics

Ship your ClickHouse logs and metrics to external systems for better analysis and troubleshooting. This ensures you can debug issues even if the primary system is down.

8. Maintain a Query Directory

Keep a directory of useful ClickHouse queries handy for troubleshooting issues quickly, especially during off-hours.

9. Proactive Monitoring

If something looks slightly off, investigate immediately. Small anomalies can escalate into significant issues if ignored.

How Bare-Metal.io Enhances ClickHouse Hosting

Bare-metal.io provides bare metal hosting that can significantly improve the performance and reliability of your ClickHouse deployment. Here’s how:

1. Dedicated Resources

Bare metal servers offer dedicated CPU, memory, and storage resources, eliminating the noisy neighbor problem common in virtualized environments. This ensures consistent performance for your ClickHouse nodes.

2. High Performance

Bare-metal.io’s infrastructure is optimized for high performance, with fast SSD storage and high-speed networking. This is ideal for the high I/O demands of ClickHouse.

3. Custom Configurations

With bare metal hosting, you have full control over the hardware configurations. This allows you to tailor the environment specifically for ClickHouse, optimizing for factors like disk I/O and network throughput.

4. Scalability

Bare-metal.io provides the flexibility to scale your infrastructure as needed. You can add more servers or upgrade existing ones without the limitations imposed by virtualized environments.

5. Cost Efficiency

By leveraging bare metal servers, you can achieve better price-to-performance ratios compared to traditional cloud VMs. This is particularly beneficial for large-scale ClickHouse deployments.

6. Enhanced Security

Bare-metal.io offers enhanced security features, including isolated environments and custom security configurations, ensuring that your data remains secure and compliant with industry standards.

Conclusion

Self-hosting ClickHouse offers numerous benefits but also comes with its set of challenges. By learning from Boris’ experience and leveraging the capabilities of bare-metal.io, you can optimize your ClickHouse deployment for performance, reliability, and cost-efficiency. Embrace the power of bare metal hosting to take your ClickHouse performance to the next level.

Contact us for more information. Watch the full video here.