Skip to main content

Grafana Labs Adds Metrics Cost Management to Grafana Cloud

Grafana Labs announced updates to its fully managed Grafana Cloud observability platform: The new Adaptive Metrics feature, which enables teams to aggregate unused and partially used time series data to lower costs, is now available for broader public access.

This feature leverages enhanced insights into metrics usage recently added to Grafana Cloud's Cardinality Management dashboards, which are now available in all Grafana Cloud tiers, both free and paid. Together these advancements, powered by the open source project Grafana Mimir, help organizations rapidly scale at cloud native pace while optimizing metric cardinality and controlling costs.

Grafana Cloud now offers:

- Grafana Cloud’s Cardinality Management dashboards now include insights into the usage of high cardinality metrics, to help distinguish between metrics that are being used and metrics that are unused. The ability to identify high cardinality metrics that are unused in dashboards, queries, recording rules, and alerting rules results in actionable outcomes for SRE or centralized observability teams looking to confidently make data-driven decisions to reduce metrics spend without impacting observability. The Cardinality Management dashboards were first introduced late last year to Grafana Cloud Pro and Advanced customers, but now are generally available to all Grafana Cloud users, including those on the Grafana Cloud Free tier.

- Grafana Cloud's Adaptive Metrics feature takes insights about usage from the Cardinality Management dashboards one step further: It gives users better control of spend on observability metrics by enabling aggregation of unused or partially used metrics. (With partially used metrics, only a subset of the metric’s labels are used.) The Adaptive Metrics aggregation engine transforms these metrics into lower cardinality versions of themselves at ingestion. Unused or partially used labels are stripped from incoming metrics, reducing the total count of time series persisted – and thus the user’s monthly bill. Adaptive Metrics recommends aggregations based on an organization's historic usage patterns, and users can choose which aggregation rules to apply. Dashboards, alerts, and historic queries are guaranteed to continue to work as they did before aggregation, with no rewrites needed. If usage needs change, users can immediately revert back to the unaggregated version of a metric and get the extra detail they need going forward.

Based on results reported by early users, Grafana Cloud Adaptive Metrics can eliminate an estimated 20-50% of an organization’s time series with no perceived impact on their ability to observe their systems.

Grafana Cloud Adaptive Metrics is now available in a public access program for all Grafana Cloud tiers.

"While we've seen the value that Prometheus brings to organizations, we've also seen its popularity lead to rapid adoption and uncontrolled costs," said Tom Wilkie, CTO at Grafana Labs. "In fact, we even had this problem at Grafana Labs, running our own Prometheus monitoring for Grafana Cloud. One of our clusters had grown to over 100 million active series, and 50% of them were unused. We started thinking about how we could solve this problem, and Adaptive Metrics was the answer. We've reduced that cluster by 40%, and we're excited to share this powerful capability with our Grafana Cloud users.”

The Latest

An overwhelming majority of IT leaders (95%) believe the upcoming wave of AI-powered digital transformation is set to be the most impactful and intensive seen thus far, according to The Science of Productivity: AI, Adoption, And Employee Experience, a new report from Nexthink ...

Overall outage frequency and the general level of reported severity continue to decline, according to the Outage Analysis 2025 from Uptime Institute. However, cyber security incidents are on the rise and often have severe, lasting impacts ...

In March, New Relic published the State of Observability for Media and Entertainment Report to share insights, data, and analysis into the adoption and business value of observability across the media and entertainment industry. Here are six key takeaways from the report ...

Regardless of their scale, business decisions often take time, effort, and a lot of back-and-forth discussion to reach any sort of actionable conclusion ... Any means of streamlining this process and getting from complex problems to optimal solutions more efficiently and reliably is key. How can organizations optimize their decision-making to save time and reduce excess effort from those involved? ...

As enterprises accelerate their cloud adoption strategies, CIOs are routinely exceeding their cloud budgets — a concern that's about to face additional pressure from an unexpected direction: uncertainty over semiconductor tariffs. The CIO Cloud Trends Survey & Report from Azul reveals the extent continued cloud investment despite cost overruns, and how organizations are attempting to bring spending under control ...

Image
Azul

According to Auvik's 2025 IT Trends Report, 60% of IT professionals feel at least moderately burned out on the job, with 43% stating that their workload is contributing to work stress. At the same time, many IT professionals are naming AI and machine learning as key areas they'd most like to upskill ...

Businesses that face downtime or outages risk financial and reputational damage, as well as reducing partner, shareholder, and customer trust. One of the major challenges that enterprises face is implementing a robust business continuity plan. What's the solution? The answer may lie in disaster recovery tactics such as truly immutable storage and regular disaster recovery testing ...

IT spending is expected to jump nearly 10% in 2025, and organizations are now facing pressure to manage costs without slowing down critical functions like observability. To meet the challenge, leaders are turning to smarter, more cost effective business strategies. Enter stage right: OpenTelemetry, the missing piece of the puzzle that is no longer just an option but rather a strategic advantage ...

Amidst the threat of cyberhacks and data breaches, companies install several security measures to keep their business safely afloat. These measures aim to protect businesses, employees, and crucial data. Yet, employees perceive them as burdensome. Frustrated with complex logins, slow access, and constant security checks, workers decide to completely bypass all security set-ups ...

Image
Cloudbrink's Personal SASE services provide last-mile acceleration and reduction in latency

In MEAN TIME TO INSIGHT Episode 13, Shamus McGillicuddy, VP of Research, Network Infrastructure and Operations, at EMA discusses hybrid multi-cloud networking strategy ... 

Grafana Labs Adds Metrics Cost Management to Grafana Cloud

Grafana Labs announced updates to its fully managed Grafana Cloud observability platform: The new Adaptive Metrics feature, which enables teams to aggregate unused and partially used time series data to lower costs, is now available for broader public access.

This feature leverages enhanced insights into metrics usage recently added to Grafana Cloud's Cardinality Management dashboards, which are now available in all Grafana Cloud tiers, both free and paid. Together these advancements, powered by the open source project Grafana Mimir, help organizations rapidly scale at cloud native pace while optimizing metric cardinality and controlling costs.

Grafana Cloud now offers:

- Grafana Cloud’s Cardinality Management dashboards now include insights into the usage of high cardinality metrics, to help distinguish between metrics that are being used and metrics that are unused. The ability to identify high cardinality metrics that are unused in dashboards, queries, recording rules, and alerting rules results in actionable outcomes for SRE or centralized observability teams looking to confidently make data-driven decisions to reduce metrics spend without impacting observability. The Cardinality Management dashboards were first introduced late last year to Grafana Cloud Pro and Advanced customers, but now are generally available to all Grafana Cloud users, including those on the Grafana Cloud Free tier.

- Grafana Cloud's Adaptive Metrics feature takes insights about usage from the Cardinality Management dashboards one step further: It gives users better control of spend on observability metrics by enabling aggregation of unused or partially used metrics. (With partially used metrics, only a subset of the metric’s labels are used.) The Adaptive Metrics aggregation engine transforms these metrics into lower cardinality versions of themselves at ingestion. Unused or partially used labels are stripped from incoming metrics, reducing the total count of time series persisted – and thus the user’s monthly bill. Adaptive Metrics recommends aggregations based on an organization's historic usage patterns, and users can choose which aggregation rules to apply. Dashboards, alerts, and historic queries are guaranteed to continue to work as they did before aggregation, with no rewrites needed. If usage needs change, users can immediately revert back to the unaggregated version of a metric and get the extra detail they need going forward.

Based on results reported by early users, Grafana Cloud Adaptive Metrics can eliminate an estimated 20-50% of an organization’s time series with no perceived impact on their ability to observe their systems.

Grafana Cloud Adaptive Metrics is now available in a public access program for all Grafana Cloud tiers.

"While we've seen the value that Prometheus brings to organizations, we've also seen its popularity lead to rapid adoption and uncontrolled costs," said Tom Wilkie, CTO at Grafana Labs. "In fact, we even had this problem at Grafana Labs, running our own Prometheus monitoring for Grafana Cloud. One of our clusters had grown to over 100 million active series, and 50% of them were unused. We started thinking about how we could solve this problem, and Adaptive Metrics was the answer. We've reduced that cluster by 40%, and we're excited to share this powerful capability with our Grafana Cloud users.”

The Latest

An overwhelming majority of IT leaders (95%) believe the upcoming wave of AI-powered digital transformation is set to be the most impactful and intensive seen thus far, according to The Science of Productivity: AI, Adoption, And Employee Experience, a new report from Nexthink ...

Overall outage frequency and the general level of reported severity continue to decline, according to the Outage Analysis 2025 from Uptime Institute. However, cyber security incidents are on the rise and often have severe, lasting impacts ...

In March, New Relic published the State of Observability for Media and Entertainment Report to share insights, data, and analysis into the adoption and business value of observability across the media and entertainment industry. Here are six key takeaways from the report ...

Regardless of their scale, business decisions often take time, effort, and a lot of back-and-forth discussion to reach any sort of actionable conclusion ... Any means of streamlining this process and getting from complex problems to optimal solutions more efficiently and reliably is key. How can organizations optimize their decision-making to save time and reduce excess effort from those involved? ...

As enterprises accelerate their cloud adoption strategies, CIOs are routinely exceeding their cloud budgets — a concern that's about to face additional pressure from an unexpected direction: uncertainty over semiconductor tariffs. The CIO Cloud Trends Survey & Report from Azul reveals the extent continued cloud investment despite cost overruns, and how organizations are attempting to bring spending under control ...

Image
Azul

According to Auvik's 2025 IT Trends Report, 60% of IT professionals feel at least moderately burned out on the job, with 43% stating that their workload is contributing to work stress. At the same time, many IT professionals are naming AI and machine learning as key areas they'd most like to upskill ...

Businesses that face downtime or outages risk financial and reputational damage, as well as reducing partner, shareholder, and customer trust. One of the major challenges that enterprises face is implementing a robust business continuity plan. What's the solution? The answer may lie in disaster recovery tactics such as truly immutable storage and regular disaster recovery testing ...

IT spending is expected to jump nearly 10% in 2025, and organizations are now facing pressure to manage costs without slowing down critical functions like observability. To meet the challenge, leaders are turning to smarter, more cost effective business strategies. Enter stage right: OpenTelemetry, the missing piece of the puzzle that is no longer just an option but rather a strategic advantage ...

Amidst the threat of cyberhacks and data breaches, companies install several security measures to keep their business safely afloat. These measures aim to protect businesses, employees, and crucial data. Yet, employees perceive them as burdensome. Frustrated with complex logins, slow access, and constant security checks, workers decide to completely bypass all security set-ups ...

Image
Cloudbrink's Personal SASE services provide last-mile acceleration and reduction in latency

In MEAN TIME TO INSIGHT Episode 13, Shamus McGillicuddy, VP of Research, Network Infrastructure and Operations, at EMA discusses hybrid multi-cloud networking strategy ...