Massive-Scale Logging

ClickHouse: Lightning-Fast Analytics for Logs & Spans

Stop waiting for your log queries to finish. ClickHouse provides sub-second query performance on petabytes of data, serving as the ultimate backend for OTel logs and traces.

Server Racks in Data Center

Why ClickHouse for Observability?

The engine powering the world's most demanding telemetry pipelines.

Sub-Second Queries

Columnar storage allows you to filter billions of logs in milliseconds without complex indexing.

Unmatched Compression

Advanced codecs (ZSTD, Delta) reduce log storage footprints by up to 15x compared to Elasticsearch.

SQL-Powered Insights

Use standard SQL to join logs with traces or business data for deeper root-cause analysis.


Unified Log & Trace Storage

Eliminate tool sprawl. We build unified backends where logs and spans live together, enabling seamless correlation during outages.

  • Linear Scaling: Add nodes to your cluster to increase both storage and query throughput.
  • Native OTel Integration: Direct ingestion via the OpenTelemetry ClickHouse exporter.

The ClickHouse Path

Moving away from Elastic or Splunk? Our migration plan focuses on schema optimization and cost reduction from day one.

1SchemaDesign optimized tables for your log types.
2PipeRoute OTel streams into ClickHouse.
3ScaleConfigure TTLs and tiered storage.

Schema-on-Write Power

ClickHouse tables are optimized for OTel's nested attributes. By structuring data correctly at ingestion, we eliminate the "slow search" problem forever.

  • Integrated Bloom filters for fast lookups
  • JSON attribute flattening for SQL access
  • Tiered storage (SSD to S3) support

// OTel Logs Table Example


CREATE TABLE otel_logs (
    Timestamp DateTime64(9),
    TraceId String,
    SpanId String,
    SeverityText LowCardinality(String),
    Body String,
    ResourceAttributes Map(String, String),
    LogAttributes Map(String, String)
) ENGINE = MergeTree()
ORDER BY (SeverityText, Timestamp);
        

Your Logs, Faster than Ever

Reduce your logging spend by 70% while improving query speed. Book a ClickHouse architecture session.