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Reflex vs Prometheus

Prometheus is the de facto metrics database for cloud-native teams. Reflex is for operators who want PHP-FPM, nginx, queue, and deploy incidents resolved automatically — without maintaining scrape configs, Alertmanager, and repair scripts.

TopicReflexPrometheus
Total cost of ownership (typical stack)One subscription covers server operations, Git-driven deploys with health gating and rollback where your tier allows, uptime-style checks, and Brain-led remediation — see Pricing for current tiers.Teams often pay for a server panel, separate deploy automation, monitoring/alerting, and ad-hoc incident tooling — each with its own renewal, integration work, and on-call runbook.
Primary focusEnd-to-end detect → decide → repair with audit trailsTime-series metrics and PromQL — remediation is external
Laravel/PHP ergonomicsPlaybooks for FPM, Horizon, OOM, and deploy regressions out of the boxGeneric exporters — you encode domain knowledge in rules
Team size fitSolo to agency fleets without a dedicated observability engineerBest with SRE time to tune cardinality and alert noise
When Prometheus fitsKubernetes estates with standardized exporters and SRE on-call
When Reflex fitsBYOS Linux servers where paging humans for every FPM spike is unsustainable

Prometheus is a trademark of its respective owner. This page is an independent overview for buyers evaluating infrastructure tools — not affiliated with or endorsed by that vendor.