---
title: "CI/CD Pipeline Observability Tools: How to Choose the Right Setup"
description: "CI/CD pipeline observability tools help teams understand why builds fail or slow down by connecting data from version control, build agents, tests, and deployment tools. The JetBrains Developer Ecosystem Survey 2026 found that 44% of 20,416 respondents cited debugging cloud infrastructure as a top challenge, while 16% named observability. Pipeline observability covers queue time, duration, success rates, flaky tests, cache performance, and platform-level metrics like agent utilization and server health. Built-in CI/CD dashboards are used by 76% of respondents, but many teams also use Prometheus, Grafana, Elastic, or OpenTelemetry for metrics, logs, and traces. The post compares built-in dashboards, Prometheus and Grafana, Elastic and OpenSearch, OpenTelemetry, commercial platforms like Datadog, and custom in-house solutions, recommending teams start with the questions their current setup cannot answer."
---

# CI/CD Pipeline Observability Tools: How to Choose the Right Setup

[Jetbrains](https://yomu.fyi/company/jetbrains) · Olga Bedrina · Oct 13, 2026

**Type:** Explainer

## Summary

CI/CD pipeline observability tools help teams understand why builds fail or slow down by connecting data from version control, build agents, tests, and deployment tools. The JetBrains Developer Ecosystem Survey 2026 found that 44% of 20,416 respondents cited debugging cloud infrastructure as a top challenge, while 16% named observability. Pipeline observability covers queue time, duration, success rates, flaky tests, cache performance, and platform-level metrics like agent utilization and server health. Built-in CI/CD dashboards are used by 76% of respondents, but many teams also use Prometheus, Grafana, Elastic, or OpenTelemetry for metrics, logs, and traces. The post compares built-in dashboards, Prometheus and Grafana, Elastic and OpenSearch, OpenTelemetry, commercial platforms like Datadog, and custom in-house solutions, recommending teams start with the questions their current setup cannot answer.

## Context

CI/CD pipelines generate data across many systems, making it difficult to diagnose failures. The JetBrains Developer Ecosystem Survey 2026 quantifies these challenges, with 44% of 20,416 respondents citing debugging cloud infrastructure as a top challenge, 36% security and access control, and 16% observability. The post explains what CI/CD pipeline observability means, which metrics to track, and how common tools compare.

## Takeaways

- Pipeline observability requires connecting metrics, logs, and traces to specific pipeline runs, stages, commits, and agents to enable root cause analysis.
- Built-in CI/CD dashboards are the most common observability tool (76% of respondents), but many teams supplement them with Prometheus, Grafana, Elastic, or OpenTelemetry for deeper investigation.
- When evaluating observability tools, teams should test with real pipeline problems and typical data volumes, focusing on how quickly a developer can trace a failure to its cause.

## FAQ

### What metrics should I track for CI/CD pipeline observability?

The post recommends tracking queue time, total and stage duration, success rates, retries, flaky tests, cache performance, and platform-level metrics like agent utilization, CPU, memory, disk, and server health. These metrics help distinguish code problems from infrastructure issues.

### How do monitoring and observability differ for CI/CD pipelines?

Monitoring tracks known conditions with predefined metrics and alerts, while observability provides connected data to investigate unexpected failures without adding new tracking. Observability helps trace a problem to a specific pipeline, stage, agent, commit, or test.

### What are the main options for CI/CD pipeline observability tools?

The post describes built-in CI/CD dashboards (used by 76% of respondents), Prometheus and Grafana for metrics, Elastic and OpenSearch for logs, OpenTelemetry for data collection, commercial platforms like Datadog, and custom in-house solutions. Each provides different types of information.

**Tags:** [CI/CD](https://yomu.fyi/topic/ci-cd), [Observability](https://yomu.fyi/topic/observability)

- Source: [Jetbrains](https://blog.jetbrains.com/teamcity/2026/10/cicd-pipeline-observability-tools)
- Source URL: https://blog.jetbrains.com/teamcity/2026/10/cicd-pipeline-observability-tools
- Ingested by Yomu: 2026-10-13T12:00:19.576Z

[Read original post](https://blog.jetbrains.com/teamcity/2026/10/cicd-pipeline-observability-tools)