Grafana Cloud vs Replicate
Fully-managed observability — Prometheus + Loki + Tempo + Grafana
vs. Run and fine-tune AI models in the cloud — pay-per-second GPU
Pricing tiers
Grafana Cloud
Free
Always free. 10k metrics series + 50 GB logs/traces/profiles + 3 users + 14-day retention.
Free
Self-Hosted (OSS)
Apache 2.0 / AGPL. Run Grafana + Mimir + Loki + Tempo yourself.
$0 base (usage-based)
Pro
$19/mo platform fee + usage-based overages. 10k metrics series + 50 GB included. 13-month metrics retention.
$19/mo
Enterprise
$25,000/year minimum. Custom retention, premium support, BYOC (Bring Your Own Cloud) option.
$25000/mo
Replicate
Pay-as-you-go
Per-second GPU billing. No minimum. Public models billed by processing time or tokens.
$0 base (usage-based)
Enterprise
Custom. Dedicated capacity, private deployments, SOC2, HIPAA on request.
Custom
Free-tier quotas head-to-head
Comparing free on Grafana Cloud vs payg on Replicate.
| Metric | Grafana Cloud | Replicate |
|---|---|---|
| No overlapping quota metrics for these tiers. | ||
Features
Grafana Cloud · 16 features
- Alloy (OTel agent) — Distribution of OpenTelemetry Collector with Grafana additions.
- Application Platform — Infrastructure + k8s + frontend + cloud provider integrations.
- Beyla (eBPF auto-instrumentation) — Zero-code auto-instrumentation via eBPF for any language.
- Faro (RUM) — Frontend observability — traces, logs, Core Web Vitals.
- Grafana in Azure Marketplace — "Azure Managed Grafana" — Azure-native deployment.
- Grafana Incident — Incident management with Slack-native flows.
- Grafana OnCall — On-call scheduling + incident response (powered by Amixr).
- Grafana SLO — Service level objective tracking + error budget visualization.
- Grafana (visualization) — Dashboards, variables, alerting, annotations over any datasource.
- k6 (synthetic + load testing) — Load testing + synthetic monitoring. JavaScript-based scripts.
- Loki (logs) — Prometheus-inspired log aggregation with LogQL.
- Mimir (metrics) — Horizontally-scalable Prometheus-compatible TSDB.
- Pyroscope (profiling) — Continuous profiling (CPU, memory, etc.).
- Self-Host Option — Full OSS stack deployable in your infra.
- Tempo (traces) — High-scale distributed tracing with TraceQL.
- Unified Alerting — Grafana-native alerting across metrics, logs, traces.
Replicate · 11 features
- 10k+ Models — Public catalog of image, video, audio, LLM, embedding, speech models.
- Batch Predictions — Parallel batch execution.
- Cog — OSS tool to containerize ML models. Standard for Replicate.
- Deployments — Private model endpoints with dedicated GPUs.
- File Storage — Temporary output file hosting.
- Fine-Tuning — Fine-tune FLUX, SDXL, Llama 2/3 with your data.
- Per-Second Billing — Pay only while model runs. No idle cost for public models.
- Playground — Interactive UI for every public model.
- Predictions API — Async + sync + streaming predictions.
- Streaming Outputs — SSE streaming for LLMs + audio.
- Webhooks — Notify when predictions complete.
Developer interfaces
| Kind | Grafana Cloud | Replicate |
|---|---|---|
| CLI | Grafana Alloy (agent), grafana-cli | Cog (package models) |
| SDK | Faro Web SDK (RUM) | replicate-go, replicate (Node), replicate-python |
| REST | Grafana HTTP API, Loki Push API | Replicate REST API |
| MCP | — | Replicate MCP |
| OTHER | Prometheus Remote Write, Tempo OTLP | Webhooks |
Staxly is an independent catalog of developer platforms. Outbound links to Grafana Cloud and Replicate are plain references to their official websites. Pricing is verified against vendor pages at publication time — reconfirm before buying.
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