6.3Tools for Quality Dashboards

Tool Comparison

Tool	Best For	Pros	Cons	Cost
Grafana	Real-time metrics, CI/CD data	Powerful queries, many data sources, alerting	Steep learning curve for non-technical users	Free (open source)
Datadog	Full-stack observability + testing	Integrates with CI/CD, APM, logs	Expensive at scale	Paid
Allure	Test result reporting	Beautiful reports, framework integrations	Not a general dashboard tool	Free (open source)
ReportPortal	Test result aggregation	ML-based flaky test detection, trend analysis	Requires hosting and maintenance	Free (open source)
Google Sheets	Quick, shareable dashboards	Everyone can access, no infrastructure	Manual data entry or scripted import, limited visualization	Free
Looker / Metabase	Data warehouse dashboards	SQL-based, powerful for cross-source analysis	Requires data pipeline setup	Paid / Free (Metabase)
Custom (React/Vue)	Highly specific needs	Exact fit for your workflow	Development and maintenance cost	Free (but time-expensive)

Choosing the Right Tool

If Your Situation Is...	Start With
Small team, limited budget, need something today	Google Sheets with scripted data import
CI/CD-centric team, already using Prometheus/InfluxDB	Grafana
Already paying for Datadog for APM	Datadog (add test dashboards to existing setup)
Need detailed test reports with history	Allure or ReportPortal
Data-heavy organization with a data warehouse	Looker or Metabase
Very specific needs that no tool covers	Custom dashboard (last resort)