Software · head to head
Grafana Cloud vs Upstash
The short version
- Each has a real cost: Grafana Cloud active Series (AS) billing model is difficult to predict and control; misconfiguration can cause sudden spikes and unexpected bills; Upstash hTTP-based REST API only, no TCP connections means higher latency than self-hosted or connection-pooled Redis
- They diverge on capability: Grafana Cloud covers Grafana Dashboards, Upstash covers Serverless Redis.
Where they differ
Only the attributes on which Grafana Cloud and Upstash actually diverge.
| Attribute | Grafana Cloud | Upstash |
|---|---|---|
| Platforms | Web (Chrome, Edge, Firefox, Safari), API | REST API, Node.js, Python, Go, Rust, Vercel Edge, Cloudflare Workers, AWS Lambda |
| Founded | 2014 | 2020 |
Identical on both: starting price (Free), pricing model (Unknown), free tier (Yes), user rating (Not yet rated), category (Unknown).
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 Grafana Cloud
- Grafana Dashboards
- Prometheus Metrics
- Loki Logs
- Tempo Traces
- Alerting
- OnCall
- Synthetic Monitoring
- Incident Management
Only in Upstash
- Serverless Redis
- Serverless Kafka
- QStash
- Global Replication
- REST API
- Edge Functions Support
- Rate Limiting
- Caching
Both cover
- Cloud deployment
- Web support
What people use each for
The jobs each tool is most often brought in to do.
Grafana Cloud
- Infrastructure monitoringnot Upstash
- Application monitoringnot Upstash
- Log aggregationnot Upstash
- Distributed tracingnot Upstash
Upstash
- Cachingnot Grafana Cloud
- Session storagenot Grafana Cloud
- Real-time messagingnot Grafana Cloud
- Rate limitingnot Grafana Cloud
- Serverless backendsnot Grafana Cloud
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Grafana Cloud
- Active Series (AS) billing model is difficult to predict and control; misconfiguration can cause sudden spikes and unexpected bills
- Reduced control and customization compared to self-hosted Grafana instances
- Data sovereignty concerns for organizations requiring on-premises data retention
- Limited reporting types compared to traditional BI tools for compliance and audit requirements
Upstash
- HTTP-based REST API only, no TCP connections means higher latency than self-hosted or connection-pooled Redis
- Rate limiting occurs when traffic exceeds configured budget cap or request limits
- Kafka service discontinued in March 2025, requiring migration to Upstash Workflow or alternatives
- Limited Redis feature support compared to self-hosted Redis or Redis Cloud
- High-request-volume workloads can accumulate significant costs due to per-request pricing model
Pricing, plan by plan
Grafana Cloud
Free- FreeFree
- 10k active series (metrics)
- 50GB logs/traces per month
- 3 active users
- Pro$19/month
- Usage-based pricing beyond free tier
- 8 USD per active visualization user
- Included Grafana Alerting
- Enterprise$25000/year
- Minimum annual commitment
- Full-service deployment options
- Premium support
Upstash
Free- FreeFree
- 256 MB data
- 500K commands per month
- 10 GB bandwidth
- Pay-as-you-go$0.2/per 100K commands
- Per-request billing
- Storage at $0.25/GB
- Unlimited commands
- Fixed Plan$10/month
- 250 MB Redis
- Predictable pricing
- Global replication available at higher tiers
Which should you pick?
Choose Grafana Cloud if
- You need grafana dashboards.
- You want to start without paying.
- You work on Web (Chrome, Edge, Firefox, Safari), API.
- You also want prometheus metrics.
Choose Upstash if
- You need serverless redis.
- You want to start without paying.
- You work on REST API, Node.js, Python, Go, Rust, Vercel Edge, Cloudflare Workers, AWS Lambda.
- You also want serverless kafka.
Questions people ask
- Is Grafana Cloud or Upstash better?
- Neither clearly leads. Grafana Cloud starts at Free and Upstash at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Grafana Cloud or Upstash?
- Grafana Cloud starts at Free and Upstash at Free.
- Does Grafana Cloud or Upstash run on more platforms?
- Grafana Cloud runs on Web (Chrome, Edge, Firefox, Safari), API. Upstash runs on REST API, Node.js, Python, Go, Rust, Vercel Edge, Cloudflare Workers, AWS Lambda.
- Can I use Grafana Cloud for free?
- Both have a free tier, so you can try either at no cost before committing.
- What is Grafana Cloud best used for?
- Grafana Cloud is most often used for infrastructure monitoring, application monitoring, log aggregation, distributed tracing. Of those, infrastructure monitoring and application monitoring are not what Upstash is typically brought in for.
- What can Grafana Cloud do that Upstash cannot?
- Grafana Cloud covers Grafana Dashboards, Prometheus Metrics, Loki Logs, Tempo Traces. Upstash covers Serverless Redis, Serverless Kafka, QStash, Global Replication. Both handle Cloud deployment, Web support.
Answered from the vendors’ own pages
Grafana Cloud: What are the exact limits of Grafana Cloud's free tier?
Grafana Cloud free tier includes 10,000 active series for metrics, 50GB logs and traces per month, 3 active visualization users, and 14-day retention with community support. No credit card required.
SourceUpstash: Does Upstash have a free tier?
Yes. The free tier provides 256 MB of data and 500,000 commands per month with 10 GB of bandwidth in a single region, no credit card required.
SourceGrafana Cloud: How is Grafana Cloud billed, and what are the per-unit costs?
Grafana Cloud Pro tier starts at $19/month platform fee plus usage-based charges. Metrics cost $6.50 per 1,000 active series above free limits, logs and traces are charged per GB ingested, and visualization users are $8 per active user.
SourceUpstash: How does Upstash work with edge platforms like Vercel and Cloudflare Workers?
Upstash uses a REST API instead of TCP connections, enabling it to work from Vercel Edge, Cloudflare Workers, and AWS Lambda without persistent connections or connection pooling.
SourceGrafana Cloud: Can I use Grafana Cloud for open-source Grafana deployments?
Grafana Cloud is the managed cloud service version. Open-source Grafana is free and can be self-hosted indefinitely on your own infrastructure.
SourceUpstash: What programming languages are supported?
Upstash provides native SDKs for Python, Node.js, Go, and Rust. Java, C#, and PHP developers can use the REST API or community libraries.
SourceGrafana Cloud: What observability signals does Grafana Cloud include?
Grafana Cloud includes metrics (via Mimir), logs (via Loki), traces (via Tempo), profiles, and synthetics, with unified querying and visualization across all signals.
SourceUpstash: Is Upstash Kafka still available?
No. Upstash Kafka was deprecated on September 11, 2024 and fully discontinued on March 11, 2025. Upstash Workflow is now recommended for durable serverless messaging and task queuing.
SourceGrafana Cloud: Does Grafana Cloud include alerting and how is it priced?
Yes, Grafana Alerting is included at no additional charge across all tiers. Rule storage, evaluation, and notification delivery are covered by the platform fee with no per-alert or per-notification fees.
SourceUpstash: How is Upstash pricing structured?
Upstash uses per-request pricing at $0.20 per 100K commands for Redis, $0.25/GB for storage, and $0.40 per 100K requests for Vector database. Idle applications cost nothing.
SourceUpstash: Can Upstash be used with AWS Lambda?
Yes. Upstash works with AWS Lambda via its REST API, eliminating the need for connection pooling and making it ideal for stateless serverless functions.
SourceRelated pages
More on Grafana Cloud
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