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Cloud · head to head

Cerebrium vs Grafana

Cerebrium logo

Cerebrium

Cloud

Serverless GPU infrastructure for real-time AI inference and applications

From
Free
Rated
-
Full reviewWebsite
Grafana logo

Grafana

Networking

Observability and Data Visualization

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Cerebrium free Hobby tier limited to 3 apps and 5 GPU concurrency; Grafana the free tier retains metrics, logs and traces for 14 days only
  • They diverge on capability: Cerebrium covers Ultra-fast cold starts, Grafana covers Dashboard creation.

Where they differ

Only the attributes on which Cerebrium and Grafana actually diverge.

Attributes where Cerebrium and Grafana differ
AttributeCerebriumGrafana
Pricing modelFreemium with monthly plans and per-second compute chargesusage-based
PlatformsCloud, DockerWeb, Api
CategoryCloudNetworking
FoundedUnknown2014

Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Cerebrium

  • Ultra-fast cold starts
  • Elastic scaling
  • Bring your own code
  • Multi-region failover
  • WebSocket and streaming
  • Asynchronous jobs
  • CI/CD with gradual rollouts
  • OpenTelemetry integration

Only in Grafana

  • Dashboard creation
  • Alerting
  • Data source integration
  • Visualization plugins
  • API
  • Webhooks
  • REST
  • Web support

What people use each for

The jobs each tool is most often brought in to do.

Cerebrium

  • Deploying voice agents and conversational AI applicationsnot Grafana
  • Video and image model serving with low latencynot Grafana
  • LLM inference and completion endpointsnot Grafana
  • Real-time embeddings and vector database operationsnot Grafana
  • Distributed model training with hyperparameter sweepsnot Grafana

Grafana

  • Metrics visualization and monitoringnot Cerebrium
  • Log aggregation and analysisnot Cerebrium
  • Distributed traces managementnot Cerebrium
  • System performance profilingnot Cerebrium

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Cerebrium

  • Free Hobby tier limited to 3 apps and 5 GPU concurrency
  • Standard plan at $100/month required for production deployments
  • Per-second compute pricing requires continuous cost monitoring
  • Storage costs add up for large model files

Grafana

  • The free tier retains metrics, logs and traces for 14 days only
  • Free is capped at 10,000 active metric series and 50 GB each of logs and traces a month
  • The Pro plan carries a $19 a month platform fee before any usage charges
  • Logs and traces are billed on three separate meters, at $0.050 per GB processed, $0.400 per GB written and $0.100 per GB retained
  • Retaining data is an ongoing charge rather than a one off, so historical data costs every month it exists

Pricing, plan by plan

Cerebrium

Free
  • HobbyFree
    • 3 user seats
    • Up to 3 deployed apps
    • 5 GPU concurrency
  • Standard$100/month
    • Unlimited seats and apps
    • 30 GPU concurrency
    • Custom domains
  • Enterprise$undefined/custom
    • Unlimited resources
    • Volume discounts
    • Dedicated support
  • GPU Compute$undefined/per-second
    • T4: $0.000164/s
    • H100: $0.00167/s

Grafana

Free
  • FreeFree
    • Limited usage across all services
    • 14-day retention for metrics, logs, traces, profiles
    • Community support only
  • Pro$19/month
    • Pay-as-you-go pricing with volume discounts
    • 13-month retention for metrics
    • 30-day retention for logs/traces/profiles
  • Enterprise$25000/year
    • Custom pricing based on annual volume
    • Premium support included
    • Custom retention options

Which should you pick?

Choose Cerebrium if

  • You need ultra-fast cold starts.
  • You want to start without paying.
  • You work on Cloud, Docker.
  • You also want elastic scaling.
Cerebrium review

Choose Grafana if

  • You need dashboard creation.
  • You want to start without paying.
  • You work on Web, Api.
  • You also want alerting.
Grafana review

Questions people ask

Is Cerebrium or Grafana better?
Neither clearly leads. Cerebrium starts at Free and Grafana at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Cerebrium or Grafana?
Cerebrium starts at Free and Grafana at Free.
Does Cerebrium or Grafana run on more platforms?
Cerebrium runs on Cloud, Docker. Grafana runs on Web, Api.
Can I use Cerebrium for free?
Both have a free tier, so you can try either at no cost before committing.
What is Cerebrium best used for?
Cerebrium is most often used for deploying voice agents and conversational ai applications, video and image model serving with low latency, llm inference and completion endpoints, real-time embeddings and vector database operations. Of those, deploying voice agents and conversational ai applications and video and image model serving with low latency are not what Grafana is typically brought in for.
What can Cerebrium do that Grafana cannot?
Cerebrium covers Ultra-fast cold starts, Elastic scaling, Bring your own code, Multi-region failover. Grafana covers Dashboard creation, Alerting, Data source integration, Visualization plugins.

Answered from the vendors’ own pages

Cerebrium: Is Cerebrium only for inference or can it train models?

Cerebrium supports both inference serving and model training with hyperparameter sweeps. It enables deployment of voice agents, LLMs, video models, and other AI applications.

Source
Grafana: What is Grafana's pricing model?

Grafana offers a freemium model with a free tier, Pro tier starting at 19 USD/month with pay-as-you-go usage charges, and Enterprise plans starting at 25000 USD/year.

Source
Cerebrium: How do the cold starts compare to other platforms?

Cerebrium achieves 2-4 second cold starts through memory and GPU snapshotting, significantly faster than traditional 30+ second cold boots. This is competitive with platforms like Beam Cloud.

Source
Grafana: How long is data retention for each plan?

Free tier provides 14-day retention for metrics, logs, traces, and profiles. Pro tier extends this to 13 months for metrics and 30 days for logs/traces/profiles. Enterprise offers custom retention options.

Source
Cerebrium: What compliance certifications does Cerebrium have?

Cerebrium maintains SOC 2 Type II compliance, HIPAA certification, GDPR compliance, and ISO certification. It provides gVisor container isolation and configurable data residency for regulated workloads.

Source
Grafana: What support is included in each tier?

Free tier includes community support only. Pro tier provides 8 times 5 email support. Enterprise includes premium 24/7 support.

Source
Grafana: Does Grafana offer volume discounts?

Yes, Grafana uses adaptive pricing with automatic volume discounts as usage scales, and provides cost-optimization tools to help eliminate spending on unused data.

Source
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