Cloud · head to head
Azure Functions vs Cerebrium

Cerebrium
Cloud
Serverless GPU infrastructure for real-time AI inference and applications
- From
- Free
- Rated
- -
The short version
- Each has a real cost: Azure Functions consumption plan free grant is capped at 1 million executions and 400,000 GB-seconds of resource consumption per month per subscription, billed per GB-second beyond that; Cerebrium free Hobby tier limited to 3 apps and 5 GPU concurrency
Where they differ
Only the attributes on which Azure Functions and Cerebrium actually diverge.
| Attribute | Azure Functions | Cerebrium |
|---|---|---|
| Pricing model | usage-based | Freemium with monthly plans and per-second compute charges |
| Platforms | Web | Cloud, Docker |
Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated), category (Cloud).
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 Azure Functions
Nothing recorded that Cerebrium does not also cover.
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
What people use each for
The jobs each tool is most often brought in to do.
Azure Functions
- Event-driven computingnot Cerebrium
- Serverless application backendnot Cerebrium
- Scalable API endpointsnot Cerebrium
Cerebrium
- Deploying voice agents and conversational AI applicationsnot Azure Functions
- Video and image model serving with low latencynot Azure Functions
- LLM inference and completion endpointsnot Azure Functions
- Real-time embeddings and vector database operationsnot Azure Functions
- Distributed model training with hyperparameter sweepsnot Azure Functions
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Azure Functions
- Consumption plan free grant is capped at 1 million executions and 400,000 GB-seconds of resource consumption per month per subscription, billed per GB-second beyond that
- The newer Flex Consumption plan's free grant is smaller still, at 250,000 executions and 100,000 GB-seconds per month
- Premium plan avoids per-execution charges but bills continuously for allocated core seconds and memory regardless of invocation volume
- Memory is rounded up to the nearest 128 MB and execution time to the nearest 1 ms for billing, so small overages round upward
Cerebrium
- Free Hobby tier limited to 3 apps and 5 GPU concurrency
- Standard plan at $100/month required for production deployments
- Per-second compute pricing requires continuous cost monitoring
- Storage costs add up for large model files
Pricing, plan by plan
Azure Functions
Free- Consumption Plan$null/month
- 1 million requests free monthly
- 400,000 GB-seconds free monthly
- Billed per second and executions
- Flex Consumption Plan$null/month
- 250,000 executions free monthly
- 100,000 GB-seconds free monthly
- Event-driven scaling
- Premium Plan$null/month
- No execution charges
- At least one instance required
- Includes automatic scaling and VNET access
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
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.
Questions people ask
- Is Azure Functions or Cerebrium better?
- Neither clearly leads. Azure Functions starts at Free and Cerebrium at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Azure Functions or Cerebrium?
- Azure Functions starts at Free and Cerebrium at Free.
- Does Azure Functions or Cerebrium run on more platforms?
- Azure Functions runs on Web. Cerebrium runs on Cloud, Docker.
- Can I use Azure Functions for free?
- Both have a free tier, so you can try either at no cost before committing.
- What is Azure Functions best used for?
- Azure Functions is most often used for event-driven computing, serverless application backend, scalable api endpoints. Of those, event-driven computing and serverless application backend are not what Cerebrium is typically brought in for.
- What can Azure Functions do that Cerebrium cannot?
- Cerebrium covers Ultra-fast cold starts, Elastic scaling, Bring your own code, Multi-region failover.
Answered from the vendors’ own pages
Azure Functions: Does Azure Functions have a free tier?
Yes, Azure Functions includes a monthly free grant of 1 million requests and 400,000 GB-seconds on the Consumption Plan, or 250,000 executions and 100,000 GB-seconds on Flex Consumption.
SourceCerebrium: 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.
SourceAzure Functions: What is Azure Functions' pricing model?
Azure Functions uses usage-based pricing. Consumption plans charge per second of resource consumption and per execution, measured in gigabyte-seconds and rounded to the nearest 128 MB.
SourceCerebrium: 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.
SourceAzure Functions: What is the minimum execution time for Azure Functions?
The minimum execution time is 100 milliseconds on Consumption plans. Premium plans charge based on core seconds and allocated memory.
SourceCerebrium: 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.
SourceRelated pages
More on Azure Functions
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