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Grafana Labs Introduces Adaptive Telemetry, Bring Your Own Cloud and FedRAMP-Authorized Cloud

Grafana Labs announced new updates that give organizations greater control over observability costs, more deployment flexibility, and enhanced compliance for mission-critical environments. 

The updates include Adaptive Traces (generally available), Adaptive Profiles (private preview), Bring Your Own Cloud (BYOC), and the general availability of Grafana Federal Cloud with FedRAMP High and DoD IL5 compliance. These updates complement Grafana Labs’ other announcements, including new AI assistants and other updates that help every engineer reduce toil and resolve incidents faster while lowering the overall cost of observability.

By intelligently identifying high-value telemetry and filtering out the rest, Grafana Labs’ Adaptive Telemetry suite helps teams maximize observability ROI while reducing noise and cost.

With the GA of Adaptive Traces and the private preview launch of Adaptive Profiles, every major observability pillar is now covered – metrics, logs, traces, and profiles – making Grafana the first platform to deliver a complete adaptive observability solution.

  • Adaptive Traces (GA): Adaptive Traces brings intelligent tail sampling to Grafana Cloud, letting teams capture only the traces that matter and giving teams faster insights at scale. With new custom policy management and Traces Drilldown integration, Adaptive Traces provides a powerful, closed-loop experience for prioritizing critical traces, filtering out noise, and accelerating root cause analysis.
  • Adaptive Profiles (Private Preview): Adaptive Profiles helps teams capture the most valuable performance data from production workloads without overwhelming storage or budgets. By dynamically adjusting data collection based on workload behavior, Adaptive Profiles ensures deeper insights when issues arise, improving reliability while keeping costs predictable. Join our waitlist for early access to Adaptive Profiles.

“Before Adaptive Traces, we had two bad options: send everything and blow our budget, or send so little we couldn’t get meaningful insight,” said Geoff Schultz, Manager, Infrastructure Engineering, Auditboard. “Now tracing is actually usable — we can dial sampling up or down as needed, keep costs in check, and still give teams the visibility they need.”

With the complete Adaptive Telemetry suite, Grafana Labs is moving beyond cost savings into better outcomes: ensuring engineers always have the right signal at the right time, improving performance, and reducing toil while making observability more efficient and actionable.

Grafana BYOC gives enterprises a fully managed Grafana Cloud region running in their own AWS or GCP accounts, set up and operated by Grafana Labs. This unique model gives customers the operational simplicity of Grafana Cloud while allowing them to:

  • Leverage their existing cloud provider discounts and spend commitments.
  • Benefit from a capacity-based pricing model that offers predictable costs as they scale.
  • Access the complete Grafana Cloud product suite, including IRM, Synthetics, Adaptive Telemetry, and AI tools like Grafana Assistant and Assistant Investigations.

“BYOC provides mega-scale customers a fundamentally new economic model for when traditional SaaS pricing stops making sense,” said Tom Wilkie, CTO at Grafana Labs. “We’ve spent years building and operating a cellularized, multi-region architecture designed for isolation and resilience. BYOC customers get the full benefits of Grafana Cloud, including all our Cloud-exclusive features like Adaptive Telemetry, combined with our operational expertise, without taking on the complexity of running it themselves.”

Now generally available, Grafana Federal Cloud is authorized at FedRAMP High and DoD Impact Level 5 (IL5), giving U.S. agencies and contractors a fully-managed, highly scalable observability platform built for mission-critical environments. Grafana Federal Cloud enables agencies to consolidate monitoring systems, reduce complexity, and accelerate mission readiness.

“Our open source technology has supported federal missions for years, but with FedRAMP High and IL5 compliance now in GA, agencies can deploy Grafana Federal Cloud with confidence knowing it meets the most stringent security and operational requirements,” said Brent Leech, Regional Vice President, Federal at Grafana Labs.

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Grafana Labs Introduces Adaptive Telemetry, Bring Your Own Cloud and FedRAMP-Authorized Cloud

Grafana Labs announced new updates that give organizations greater control over observability costs, more deployment flexibility, and enhanced compliance for mission-critical environments. 

The updates include Adaptive Traces (generally available), Adaptive Profiles (private preview), Bring Your Own Cloud (BYOC), and the general availability of Grafana Federal Cloud with FedRAMP High and DoD IL5 compliance. These updates complement Grafana Labs’ other announcements, including new AI assistants and other updates that help every engineer reduce toil and resolve incidents faster while lowering the overall cost of observability.

By intelligently identifying high-value telemetry and filtering out the rest, Grafana Labs’ Adaptive Telemetry suite helps teams maximize observability ROI while reducing noise and cost.

With the GA of Adaptive Traces and the private preview launch of Adaptive Profiles, every major observability pillar is now covered – metrics, logs, traces, and profiles – making Grafana the first platform to deliver a complete adaptive observability solution.

  • Adaptive Traces (GA): Adaptive Traces brings intelligent tail sampling to Grafana Cloud, letting teams capture only the traces that matter and giving teams faster insights at scale. With new custom policy management and Traces Drilldown integration, Adaptive Traces provides a powerful, closed-loop experience for prioritizing critical traces, filtering out noise, and accelerating root cause analysis.
  • Adaptive Profiles (Private Preview): Adaptive Profiles helps teams capture the most valuable performance data from production workloads without overwhelming storage or budgets. By dynamically adjusting data collection based on workload behavior, Adaptive Profiles ensures deeper insights when issues arise, improving reliability while keeping costs predictable. Join our waitlist for early access to Adaptive Profiles.

“Before Adaptive Traces, we had two bad options: send everything and blow our budget, or send so little we couldn’t get meaningful insight,” said Geoff Schultz, Manager, Infrastructure Engineering, Auditboard. “Now tracing is actually usable — we can dial sampling up or down as needed, keep costs in check, and still give teams the visibility they need.”

With the complete Adaptive Telemetry suite, Grafana Labs is moving beyond cost savings into better outcomes: ensuring engineers always have the right signal at the right time, improving performance, and reducing toil while making observability more efficient and actionable.

Grafana BYOC gives enterprises a fully managed Grafana Cloud region running in their own AWS or GCP accounts, set up and operated by Grafana Labs. This unique model gives customers the operational simplicity of Grafana Cloud while allowing them to:

  • Leverage their existing cloud provider discounts and spend commitments.
  • Benefit from a capacity-based pricing model that offers predictable costs as they scale.
  • Access the complete Grafana Cloud product suite, including IRM, Synthetics, Adaptive Telemetry, and AI tools like Grafana Assistant and Assistant Investigations.

“BYOC provides mega-scale customers a fundamentally new economic model for when traditional SaaS pricing stops making sense,” said Tom Wilkie, CTO at Grafana Labs. “We’ve spent years building and operating a cellularized, multi-region architecture designed for isolation and resilience. BYOC customers get the full benefits of Grafana Cloud, including all our Cloud-exclusive features like Adaptive Telemetry, combined with our operational expertise, without taking on the complexity of running it themselves.”

Now generally available, Grafana Federal Cloud is authorized at FedRAMP High and DoD Impact Level 5 (IL5), giving U.S. agencies and contractors a fully-managed, highly scalable observability platform built for mission-critical environments. Grafana Federal Cloud enables agencies to consolidate monitoring systems, reduce complexity, and accelerate mission readiness.

“Our open source technology has supported federal missions for years, but with FedRAMP High and IL5 compliance now in GA, agencies can deploy Grafana Federal Cloud with confidence knowing it meets the most stringent security and operational requirements,” said Brent Leech, Regional Vice President, Federal at Grafana Labs.

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Every digital customer interaction, every cloud deployment, and every AI model depends on the same foundation: the ability to see, understand, and act on data in real time ... Recent data from Splunk confirms that 74% of the business leaders believe observability is essential to monitoring critical business processes, and 66% feel it's key to understanding user journeys. Because while the unknown is inevitable, observability makes it manageable. Let's explore why ...

Organizations that perform regular audits and assessments of AI system performance and compliance are over three times more likely to achieve high GenAI value than organizations that do not, according to a survey by Gartner ...

Kubernetes has become the backbone of cloud infrastructure, but it's also one of its biggest cost drivers. Recent research shows that 98% of senior IT leaders say Kubernetes now drives cloud spend, yet 91% still can't optimize it effectively. After years of adoption, most organizations have moved past discovery. They know container sprawl, idle resources and reactive scaling inflate costs. What they don't know is how to fix it ...

Artificial intelligence is no longer a future investment. It's already embedded in how we work — whether through copilots in productivity apps, real-time transcription tools in meetings, or machine learning models fueling analytics and personalization. But while enterprise adoption accelerates, there's one critical area many leaders have yet to examine: Can your network actually support AI at the speed your users expect? ...

The more technology businesses invest in, the more potential attack surfaces they have that can be exploited. Without the right continuity plans in place, the disruptions caused by these attacks can bring operations to a standstill and cause irreparable damage to an organization. It's essential to take the time now to ensure your business has the right tools, processes, and recovery initiatives in place to weather any type of IT disaster that comes up. Here are some effective strategies you can follow to achieve this ...

In today's fast-paced AI landscape, CIOs, IT leaders, and engineers are constantly challenged to manage increasingly complex and interconnected systems. The sheer scale and velocity of data generated by modern infrastructure can be overwhelming, making it difficult to maintain uptime, prevent outages, and create a seamless customer experience. This complexity is magnified by the industry's shift towards agentic AI ...

In MEAN TIME TO INSIGHT Episode 19, Shamus McGillicuddy, VP of Research, Network Infrastructure and Operations, at EMA explains the cause of the AWS outage in October ... 

The explosion of generative AI and machine learning capabilities has fundamentally changed the conversation around cloud migration. It's no longer just about modernization or cost savings — it's about being able to compete in a market where AI is rapidly becoming table stakes. Companies that can't quickly spin up AI workloads, feed models with data at scale, or experiment with new capabilities are falling behind faster than ever before. But here's what I'm seeing: many organizations want to capitalize on AI, but they're stuck ...

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