Unify .NET Observability: OpenTelemetry & ClickStack
Alps Wang
Jun 3, 2026 · 1 views
Bridging Gaps in .NET Observability
The article excels at demonstrating a streamlined approach to distributed tracing, logging, and metrics collection in .NET applications using OpenTelemetry and ClickStack. The integration with Entity Framework Core for automatic database span generation is a significant highlight, reducing boilerplate code and providing deep insights into database interactions. The clear step-by-step setup with Docker Compose and the practical code examples make this a highly actionable guide for developers aiming to improve their application's observability. The emphasis on correlated signals, allowing seamless navigation between traces, logs, and metrics, directly addresses common pain points in debugging complex microservice architectures. The performance claims of ClickHouse over Elasticsearch are compelling, suggesting a cost-effective and efficient backend for telemetry data.
However, a key limitation is the reliance on SQLite for the demo, which, while simplifying setup, doesn't fully represent the complexities of production database environments (e.g., distributed databases, connection pooling nuances). While EF Core instrumentation is showcased, the article could benefit from elaborating on how to handle more advanced database scenarios or custom instrumentation for specific ORM features not automatically covered. Furthermore, while the OTLP/gRPC export to ClickStack is straightforward, a deeper dive into potential performance tuning or advanced configuration options for the OTel SDK and the ClickStack collector in high-throughput scenarios would enhance its practical value for enterprise adoption. The article implicitly assumes a microservices context, but a brief discussion on its applicability to monolithic .NET applications or hybrid architectures could broaden its appeal.
Key Points
- OpenTelemetry provides a unified API for collecting traces, logs, and metrics in .NET.
- ClickStack offers an integrated observability solution built on ClickHouse, supporting OTLP/gRPC ingestion out-of-the-box.
- Automatic instrumentation for ASP.NET Core, HttpClient, and Entity Framework Core significantly reduces manual effort in telemetry collection.
- EF Core instrumentation automatically generates database spans, providing visibility into ORM operations.
- Trace context propagation across services is handled automatically by OpenTelemetry's HTTP instrumentation.
- ClickStack enables correlated signal exploration, linking traces, logs, and metrics for faster root cause analysis.
- ClickHouse's columnar nature offers significant advantages in compression and query performance for large telemetry datasets compared to traditional solutions like Elasticsearch.

📖 Source: Logging, Metrics, and Distributed Tracing in .NET with OpenTelemetry and ClickStack
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