DrDroid earns consistent praise for cutting alert noise and sharpening on-call focus. Users highlight seamless integrations (Slack, Grafana, New Relic, Metabase), fast setup, and clear dashboards that surface frequent and noisy alerts, trends, and severity to guide threshold tuning and prioritization. Teams report weekly use for audits, better debugging, and quicker, more confident decisions. Several note responsive support and tailored insights. Requests surface for anomaly/first-seen channels, but overall sentiment is that DrDroid streamlines observability workflows, reduces toil, and improves MTTR through actionable, AI-driven alert insights.