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It's a split decision.
Grafana and InfluxDB solve different problems. Grafana is an observability platform that brings logs, metrics, traces, and other telemetry together, with dashboards and operational tools. InfluxDB is a time-series database for capturing and analyzing continuous, high-resolution data. Pick Grafana when you need a shared observability layer across existing tools. Pick InfluxDB when your system needs a time-series store with cloud, edge, or on-premises deployment options. They can also integrate: InfluxDB lists Grafana among its integrations.
01Side by side
| Grafana | InfluxDB | |
|---|---|---|
| Pricing model | $19/month platform fee, then usage charges | Serverless metered; other cloud and Enterprise custom |
| Free tier | $0; telemetry retention and volume allowances | $250 Cloud credit; free Core edition |
| Open source and license | Open source; check exact license terms | Core open source; check exact license terms |
| Self-hosting | Grafana Cloud; self-hosting details aren't specified | Core local; Enterprise self-managed, on-premises, or edge |
| Integrations | OpenTelemetry, Prometheus, and hundreds of plugins | Grafana, lakes, warehouses, AI/ML, and client libraries |
| Deployment model | Grafana Cloud observability platform | Cloud, AWS, on-premises, or edge |
| Limits and scaling | Free usage caps; Pro pay-as-you-go | Core lacks HA; Enterprise has no service quotas |
| Lock-in and data export | Open standards; connects existing tools without rip-and-replace | Cold data streams to lakes and warehouses |
Grafana Choose Grafana if
- Choose Grafana if you need dashboards across existing telemetry sources.
- Choose Grafana if OpenTelemetry and Prometheus fit your ingestion stack.
- Choose Grafana if incident response and observability tools belong together.
InfluxDB Choose InfluxDB if
- Choose InfluxDB if your workload needs a time-series database.
- Choose InfluxDB if you need on-premises, edge, or cloud deployment.
- Choose InfluxDB if client libraries for Python, JavaScript, Go, C#, or Java fit your stack.
02Pricing at real usage
Grafana Cloud Free costs $0 and includes 14-day retention for metrics, logs, traces, profiles, and k6, plus 10,000 active series per month for Metrics and 50 GB per month for Logs, Traces, and Profiles. Pro adds a $19 monthly platform fee, then pay-as-you-go charges above included usage. Metrics Pro starts at $6.50 per 1,000 series; Logs Pro charges $0.050 per GB processed, $0.400 per GB written, and $0.100 per GB retained.
InfluxDB Cloud Serverless includes $250 in free credit, then charges $0.0025 per MB written, $0.012 per 100 query executions, $0.002 per GB-hour stored, and $0.09 per GB transferred out. InfluxDB 3 Core is free forever; Enterprise has a 30-day free trial and custom pricing. Cloud Dedicated is also custom-priced. AWS Timestream for InfluxDB bills to your AWS account.
03API, SDKs and integration
Grafana's integration approach centers on connecting existing tools and data sources through open standards, including OpenTelemetry and Prometheus, plus hundreds of plugins and integrations. That suits teams bringing telemetry into a common observability platform without replacing every source. Grafana's product pages emphasize these protocols and integrations rather than specifying API conventions or a client SDK list.
InfluxDB lists client libraries for Python, JavaScript, Go, C#, and Java, and names Grafana, data lakes, warehouses, and AI/ML pipelines among its integrations. Its cold-data eviction feature streams data to lakes, warehouses, and AI/ML pipelines. The product pages do not spell out API authentication, rate limits, or retry behavior; confirm those details against the documentation for your chosen deployment before building a production integration. Compare how each product fits your ingest, query, and telemetry-routing paths, rather than treating them as interchangeable APIs.
04Open source, self-hosting and lock-in
Both products are described as open source, but check the exact license and redistribution terms for the components you plan to deploy. Grafana's product pages focus on Grafana Cloud and don't specify a self-hosting option. Its stated integration model uses OpenTelemetry, Prometheus, and plugins to connect existing tools, and Grafana says this avoids a rip-and-replace approach.
InfluxDB offers more explicit deployment choices: InfluxDB 3 Core is open source and available for Linux, Mac, and Docker; the product also describes on-premises, edge, cloud, and self-managed Enterprise deployments. InfluxDB can evict cold data to lakes, warehouses, and AI/ML pipelines, giving teams a stated route for that data. Confirm export formats, schemas, and migration steps for your deployment before relying on that path.
Questions people ask
Does SpaceX use Grafana?
Grafana's homepage does not identify SpaceX as a customer. It says the platform is used by organizations from startups to Fortune 500 companies, but that statement does not confirm any specific company's deployment. For a reliable answer, look for a public case study or direct confirmation from SpaceX.
Is there anything better than Grafana?
That depends on the job. Grafana brings telemetry into an observability platform; InfluxDB is a time-series database for continuous, high-resolution data. If you need a database rather than dashboards and observability tools, InfluxDB may fit better. If you need a shared view across telemetry sources, Grafana is the closer match.
What are the disadvantages of using Grafana?
Grafana Cloud Free has volume and retention allowances, while Pro adds a $19 monthly platform fee and usage charges above included amounts. At higher telemetry volumes, those usage charges can grow. Grafana's product pages focus on its cloud offering and do not specify a self-hosting option.
Does InfluxDB integrate with Grafana?
Yes. InfluxDB lists Grafana among its integrations. The products have distinct roles: InfluxDB stores and analyzes time-series data, while Grafana brings observability signals together. Check the integration documentation for your chosen InfluxDB deployment to confirm setup, authentication, and query requirements.