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It's a split decision.
BigPanda is an incident-operations platform for enterprise IT teams that want AI-assisted detection, ticket triage, resolution, and change-risk analysis. Grafana is an observability platform for teams working with logs, metrics, traces, and other telemetry, with Grafana Cloud plans and open-source components. Choose BigPanda for incident workflows and prevention; choose Grafana for telemetry, dashboards, and a published free tier. Confirm API access, hosting requirements, and export paths before committing to either platform.
01Side by side
| BigPanda | Grafana | |
|---|---|---|
| Pricing model | Custom quote; starts at 20,000 monthly credits | $19/month Pro platform fee plus usage |
| Free tier | No free plan listed | $0 plan with published telemetry allowances |
| Open source and licence | Open-source status not stated | Open source; verify applicable licence |
| Self-hosting | Ask vendor about deployment options | Enterprise lists BYOC; confirm self-hosting details |
| Integrations | Jira, ServiceNow, Open Integration Hub | OpenTelemetry, Prometheus, hundreds of integrations |
| Platforms | Web | Web |
| Limits and scaling | 20,000-credit starting allowance; quote required | Published telemetry allowances; usage-based overages |
| Lock-in and data export | Integration hub; export path needs confirmation | Open standards; export path needs confirmation |
BigPanda Choose BigPanda if
- Choose BigPanda if incident detection and triage automation are core requirements.
- Choose BigPanda if ITSM teams need AI context in incident workflows.
- Choose BigPanda if change-risk analysis and incident prevention matter most.
Grafana Choose Grafana if
- Choose Grafana if your stack needs unified logs, metrics, and traces.
- Choose Grafana if you want a free tier and published usage rates.
- Choose Grafana if OpenTelemetry, Prometheus, and plugins fit your stack.
02Pricing at real usage
BigPanda has no free plan listed. Its Tiered Credit Plan starts at 20,000 credits per month, requires a custom quote, and carries a one-to-three-year commitment. The vendor doesn't publish a dollar starting price or seat limits, so cost forecasting depends on the quote and expected credit consumption.
Grafana Free costs $0 and includes 10,000 active series per month for Metrics, plus 50 GB/month for Logs, Traces and Profiles; listed retention is 14 days. Pro starts with a $19 monthly platform fee, then pay-as-you-go charges above included usage. The pricing page lists Logs at $0.050/GB processed and $0.400/GB written, and Grafana Assistant at $20 per active AI user with 40M tokens/user/month. Enterprise requires a $25,000 annual minimum commit. Model telemetry volume, retention, and product-specific usage: the $19 fee is not the full bill.
03API, SDKs and integration
BigPanda is an incident-operations layer: its homepage names Jira and ServiceNow integrations and an Open Integration Hub. Its platform applies AI to detection, triage, and resolution for IT operations and service management teams. Grafana is an observability platform: it connects data sources using OpenTelemetry and Prometheus standards and lists hundreds of plugins and integrations. Grafana Cloud brings logs, metrics, traces, and other telemetry together, with a Knowledge Graph for shared context. Its listed tools also include dashboards, incident response, testing, and synthetic monitoring.
Neither vendor identifies API styles, SDK languages, authentication methods, or CLI details. Don't assume a REST endpoint, language SDK, or command-line workflow. Confirm API access, webhook and event formats, rate limits, and documentation for the plan you intend to use. If your code depends on a particular SDK or CLI, verify its availability with the vendor before designing automation.
04Open source, self-hosting and lock-in
Grafana is open source and built around OpenTelemetry, Prometheus, and hundreds of integrations. Those standards give teams ways to connect existing tools without replacing them. Verify the applicable licence before embedding or redistributing Grafana components. Grafana Cloud is hosted, while Enterprise plans list Public Cloud, Federal Cloud, or Bring Your Own Cloud deployment; BYOC alone does not establish that a self-managed installation is available.
BigPanda’s open-source and hosting status need confirmation from the vendor. Its Jira and ServiceNow integrations and Open Integration Hub can connect adjacent systems, but they do not establish an export or migration path. Neither vendor publishes data-export specifics; ask about raw-data export, retention after cancellation, configuration portability, and incident-history migration before committing.
Questions people ask
Which is cheaper, BigPanda or Grafana?
Grafana has the clearer entry point: its Free plan costs $0, and Pro starts at a $19 monthly platform fee plus usage. BigPanda requires a custom quote, starts at 20,000 credits, and has a one-to-three-year commitment. Compare expected usage and the BigPanda quote before deciding on total cost.
Can Grafana replace BigPanda?
They address different operational needs. Grafana brings telemetry together for observability, dashboards, and related incident-response tools. BigPanda focuses on AI-assisted IT detection, triage, resolution, and prevention workflows. Grafana's observability features do not establish that it replaces BigPanda's incident-management capabilities.
Can either platform be self-hosted?
Grafana Enterprise lists Public Cloud, Federal Cloud, and Bring Your Own Cloud deployments, but BYOC does not by itself confirm a self-managed installation. BigPanda's hosting options need vendor confirmation. Ask both vendors about infrastructure ownership, data residency, operational responsibility, and supported deployment architectures.
How do the platforms integrate with an existing stack?
BigPanda lists Jira, ServiceNow, and an Open Integration Hub. Grafana connects data sources using OpenTelemetry and Prometheus and lists hundreds of plugins and integrations. Neither vendor identifies API styles or SDK languages in the product details; confirm the specific APIs, event formats, and limits your implementation needs.