Cloud · head to head
Jaeger vs RunPod
The short version
- Only Jaeger has a free tier, so it costs nothing to try first.
- Each has a real cost: Jaeger tracing is only as good as the instrumentation, and partial instrumentation produces misleading gaps; RunPod idle volume disk storage is billed at $0.20 per GB per month, double the $0.10 per GB per month charged while the pod is running
- They diverge on capability: Jaeger covers Distributed trace search, RunPod covers GPU instances.
- Prices and features above were last checked on 30 August 2026.
Where they differ
Only the attributes on which Jaeger and RunPod actually diverge.
Identical on both: 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 Jaeger
- Distributed trace search
- Dependency graph
- Adaptive sampling
- Pluggable storage
Only in RunPod
- GPU instances
- Serverless
- Templates
- Persistent storage
- Docker
- REST API
- SSH access
- Cloud support
What people use each for
The jobs each tool is most often brought in to do.
Jaeger
- Finding which service in a request path causes the latencynot RunPod
- Understanding real service dependencies rather than the diagram on the wikinot RunPod
- Debugging failures that only appear under production traffic patternsnot RunPod
RunPod
- Renting GPU compute by the second for model training and inferencenot Jaeger
- Running serverless GPU workers that scale with request volumenot Jaeger
- Attaching persistent network storage shared across GPU podsnot Jaeger
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Jaeger
- Tracing is only as good as the instrumentation, and partial instrumentation produces misleading gaps
- Storage is the real operational cost: high-volume tracing on Elasticsearch or Cassandra is a cluster to run and pay for
- Traces alone, without correlated metrics and logs, leave you switching between tools during an incident
RunPod
- Idle volume disk storage is billed at $0.20 per GB per month, double the $0.10 per GB per month charged while the pod is running
- Reserved clusters of all terms from 1 to 12 months are priced by contacting sales with no published rate
- L40S, H100 SXM and B200 cluster configurations are listed as contact sales rather than at a published hourly rate
- High performance network storage costs $0.14 per GB per month, twice the standard sub 1TB rate of $0.07
Pricing, plan by plan
Jaeger
Free- JaegerFree
- Full functionality
- No usage limits
- Community support
RunPod
$0.2/per-hour- Community Cloud$0.2/per-hour
- Affordable GPUs
- Spot instances
- Secure Cloud$0.44/per-hour
- Enterprise security
- Dedicated hardware
Which should you pick?
Choose Jaeger if
- You need distributed trace search.
- You want to start without paying.
- You work on Linux, Kubernetes, Docker.
- You also want dependency graph.
Choose RunPod if
- You need gpu instances.
- You work on Cloud, Api.
- You also want serverless.
Questions people ask
- Is Jaeger or RunPod better?
- Neither clearly leads. Jaeger starts at Free and RunPod at $0.2/per-hour, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Jaeger or RunPod?
- Jaeger has a free tier; the other does not. Paid plans start at Free for Jaeger and $0.2/per-hour for RunPod.
- Does Jaeger or RunPod run on more platforms?
- Jaeger runs on Linux, Kubernetes, Docker. RunPod runs on Cloud, Api.
- Can I use Jaeger for free?
- Yes. Jaeger has a free tier, so you can try it without paying. RunPod starts at $0.2/per-hour.
- What is Jaeger best used for?
- Jaeger is most often used for finding which service in a request path causes the latency, understanding real service dependencies rather than the diagram on the wiki, debugging failures that only appear under production traffic patterns. Of those, finding which service in a request path causes the latency and understanding real service dependencies rather than the diagram on the wiki are not what RunPod is typically brought in for.
- What can Jaeger do that RunPod cannot?
- Jaeger covers Distributed trace search, Dependency graph, Adaptive sampling, Pluggable storage. RunPod covers GPU instances, Serverless, Templates, Persistent storage.
Answered from the vendors’ own pages
Jaeger: Is Jaeger free?
Yes, open source and CNCF-graduated. Costs are the storage backend you run.
RunPod: What is the pricing model for Runpod GPU compute?
Runpod uses usage-based pricing billed per second rather than fixed subscriptions. GPU pod pricing ranges from $0.27/hour for budget options like RTX A5000 to $7.89/hour for high-end options like B300. Serverless inference is billed based on worker usage.
SourceJaeger: Do I use Jaeger or OpenTelemetry?
Both, usually. Instrument with OpenTelemetry and use Jaeger to store and query the traces.
RunPod: Are there minimum contracts or commitments required to use Runpod?
No minimum contracts or commitments are required for on-demand services. Per-second billing is available, and you pay only for what you use. Long-term commitments offer additional savings through reserved capacity options.
SourceJaeger: Does Jaeger handle metrics and logs?
No. It is a tracing system. Metrics and logs need Prometheus, Loki or an equivalent.
RunPod: What are the storage costs on Runpod?
Storage pricing is tiered: Container Disk costs $0.10/GB/month, Volume Disk costs $0.10/GB/month when running or $0.20/GB/month when idle, and Network Storage ranges from $0.05-$0.07/GB/month for standard to $0.14/GB/month for high-performance.
SourceRunPod: Does Runpod charge egress fees for data transfer?
No, Runpod does not charge egress fees when using persistent network storage, which helps reduce data transfer costs for workloads that need to move data in and out frequently.
SourceRunPod: How does Runpod Serverless handle cold starts and idle costs?
Runpod Serverless offers zero idle cost and sub-200ms cold starts via FlashBoot technology. There is no warm-up tax, meaning you don't pay for idle capacity or accept cold-start latency penalties.
SourceRelated pages
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