
Capabilities | ||
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Ideal use case
| Improving the performance and reliability of apps and infrastructure in a complex, distributed system.
| Complex log analytics dealing with large amounts of data over long time ranges (days, months), like security investigation or analyzing business transaction data.
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Optimize your observability costs
| Grafana Cloud Adaptive telemetry automatically identifies unused metrics, labels, and specific patterns for sampling logs, traces, and profiles, to keep only telemetry worth your attention. This can save 50%+ on telemetry cost.
Learn more | Billing is primarily based on data ingest volume, which can lead to high and unpredictable costs as telemetry grows. Lacks automatic features to proactively optimize data volume.
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Avoid lock-in with OpenTelemetry
| Natively supports OpenTelemetry (OTLP) and open source collectors, formats, and query languages, ensuring pipelines and tooling remain portable and vendor-agnostic.
Learn more | While Splunk can accept OTel data, querying and retention within the core platform still rely on a proprietary agent, format, and the Search Processing Language (SPL). |
Resolve incidents across telemetry signals
| Get a cohesive, unified view of the three pillars (metrics, logs, and traces) in a single platform, eliminating context-switching.
| Offers comprehensive observability, but often requires stitching together components from a suite of products, which can lead to tool sprawl.
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Explore, visualize, and alert on your data
| Powerful and flexible operational dashboards, with a large library of visualization options.
Learn more | Requires data migration and proficiency in the proprietary Search Processing Language (SPL) for all querying, dashboard creation, and alerting.
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See and act on data from across your organization
| Connect to 150+ data sources (databases, monitoring tools, workflow and SaaS tools) and correlate signals without migrating data
Learn more | Large app ecosystem, but optimized for data ingested into the Splunk platform, increasing costs and lock-in.
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Use AI to onboard and to predict, detect, and resolve issues faster
| Grafana Assistant and Investigations helps users onboard quickly, explore data without writing queries, generate entire dashboards, investigate incidents and even submit code fixes from within Grafana.
Learn more | Use the Splunk Assistant to learn SPL and use AIOps features for anomaly detection and field value prediction.
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