diff --git a/explore-cardinality-lj/content.json b/explore-cardinality-lj/content.json
new file mode 100644
index 00000000..db48054e
--- /dev/null
+++ b/explore-cardinality-lj/content.json
@@ -0,0 +1,26 @@
+{
+  "id": "explore-cardinality-lj",
+  "title": "Explore your cardinality",
+  "blocks": [
+    {
+      "type": "markdown",
+      "content": "Welcome to the Grafana Cloud learning path that shows you how to explore your own cardinality.\n\nBefore you can fix high cardinality, you need to see it. In this path, you'll use the Cost Management and Billing app to identify which metrics and labels contribute the most to your active series count, and to spot cardinality that's new or unused."
+    },
+    {
+      "type": "markdown",
+      "content": "## Here's what to expect\n\nWhen you complete this path, you'll be able to:\n\n- Open the Cardinality tab in the Cost Management and Billing app\n- Identify which metrics and labels contribute the most to your active series count\n- Spot recently introduced and unused cardinality with the **New** and **Unused** badges"
+    },
+    {
+      "type": "markdown",
+      "content": "## Before you begin\n\nBefore you explore your cardinality, ensure that you have:\n\n- A Grafana Cloud account. To create an account, refer to [Grafana Cloud](https://grafana.com/signup/cloud/connect-account). A stack that's already receiving metrics shows richer data in the interactive milestones.\n- The permissions granted by the **Billing and usage reader** role, including cardinality read access. Refer to [Manage access to the Cost Management and Billing app](https://grafana.com/docs/grafana-cloud/cost-management-and-billing/set-up/cost-management-billing-rbac/).\n- Basic familiarity with metrics concepts."
+    },
+    {
+      "type": "markdown",
+      "content": "## Troubleshooting\n\nIf you get stuck, we've got your back! Where appropriate, troubleshooting information is just a click away."
+    },
+    {
+      "type": "markdown",
+      "content": "## More to explore\n\nWe understand you might want to explore other capabilities not strictly on this path. We'll provide you opportunities where it makes sense."
+    }
+  ]
+}
diff --git a/explore-cardinality-lj/end-journey/content.json b/explore-cardinality-lj/end-journey/content.json
new file mode 100644
index 00000000..d86e6859
--- /dev/null
+++ b/explore-cardinality-lj/end-journey/content.json
@@ -0,0 +1,18 @@
+{
+  "id": "explore-cardinality-end-journey",
+  "title": "Destination reached!",
+  "blocks": [
+    {
+      "type": "markdown",
+      "content": "You've completed the explore your cardinality learning path."
+    },
+    {
+      "type": "markdown",
+      "content": "In this path, you:\n\n- Opened the Cardinality tab in the Cost Management and Billing app\n- Identified which metrics produce the most active series and which labels have the most unique values\n- Checked for **New** and **Unused** badges to spot recently introduced cardinality and cost with no value"
+    },
+    {
+      "type": "markdown",
+      "content": "---\n\n### More to explore (optional)\n\nContinue with these related paths:\n\n- [Understand billing and usage in Grafana Cloud](https://grafana.com/docs/learning-paths/billing-usage/)\n- [Reduce your metrics cardinality](https://grafana.com/docs/learning-paths/reduce-metrics-cardinality/)\n- [Optimize metrics with Adaptive Metrics](https://grafana.com/docs/learning-paths/adaptive-metrics/)"
+    }
+  ]
+}
diff --git a/explore-cardinality-lj/end-journey/manifest.json b/explore-cardinality-lj/end-journey/manifest.json
new file mode 100644
index 00000000..eca77a9b
--- /dev/null
+++ b/explore-cardinality-lj/end-journey/manifest.json
@@ -0,0 +1,21 @@
+{
+  "id": "explore-cardinality-end-journey",
+  "type": "guide",
+  "description": "Wrap up the explore your cardinality learning path with a recap of what you accomplished and related paths to explore.",
+  "category": "take-action",
+  "author": {
+    "name": "Eve832",
+    "team": "Grafana Documentation"
+  },
+  "testEnvironment": {
+    "tier": "cloud"
+  },
+  "depends": [
+    "explore-cardinality-read-cardinality-tab"
+  ],
+  "recommends": [],
+  "suggests": [
+    "billing-usage-lj"
+  ],
+  "provides": []
+}
diff --git a/explore-cardinality-lj/end-journey/website.yaml b/explore-cardinality-lj/end-journey/website.yaml
new file mode 100644
index 00000000..f4a1f990
--- /dev/null
+++ b/explore-cardinality-lj/end-journey/website.yaml
@@ -0,0 +1,20 @@
+menuTitle: Destination reached!
+weight: 200
+step: 3
+layout: single-journey
+cta:
+  type: conclusion
+keywords:
+- cardinality
+- path-completion
+side_journeys:
+  title: More to explore (optional)
+  heading: 'Continue with these related paths:'
+  items:
+  - title: Understand billing and usage in Grafana Cloud
+    link: /docs/learning-paths/billing-usage/
+  - title: Reduce your metrics cardinality
+    link: /docs/learning-paths/reduce-metrics-cardinality/
+  - title: Optimize metrics with Adaptive Metrics
+    link: /docs/learning-paths/adaptive-metrics/
+description: Wrap up the explore your cardinality learning path: Review what you found and find resources to keep optimizing.
diff --git a/explore-cardinality-lj/manifest.json b/explore-cardinality-lj/manifest.json
new file mode 100644
index 00000000..6196cf3a
--- /dev/null
+++ b/explore-cardinality-lj/manifest.json
@@ -0,0 +1,40 @@
+{
+  "id": "explore-cardinality-lj",
+  "type": "path",
+  "description": "A learning path that teaches you how to read the Cardinality tab in the Cost Management and Billing app to find the metrics and labels that drive your active series count.",
+  "category": "take-action",
+  "author": {
+    "name": "Eve832",
+    "team": "Grafana Documentation"
+  },
+  "startingLocation": "/a/grafana-cmab-app",
+  "targeting": {
+    "match": {
+      "and": [
+        {
+          "urlPrefixIn": [
+            "/a/grafana-cmab-app",
+            "/a/grafana-cmab-app/usage"
+          ]
+        },
+        {
+          "targetPlatform": "cloud"
+        }
+      ]
+    }
+  },
+  "testEnvironment": {
+    "tier": "cloud"
+  },
+  "milestones": [
+    "explore-cardinality-read-cardinality-tab",
+    "explore-cardinality-end-journey"
+  ],
+  "depends": [],
+  "recommends": [],
+  "suggests": [
+    "billing-usage-lj",
+    "reduce-metrics-cardinality-lj"
+  ],
+  "provides": []
+}
diff --git a/explore-cardinality-lj/read-cardinality-tab/content.json b/explore-cardinality-lj/read-cardinality-tab/content.json
new file mode 100644
index 00000000..7f5929c1
--- /dev/null
+++ b/explore-cardinality-lj/read-cardinality-tab/content.json
@@ -0,0 +1,82 @@
+{
+  "id": "explore-cardinality-read-cardinality-tab",
+  "title": "Read the Cardinality tab",
+  "blocks": [
+    {
+      "type": "markdown",
+      "content": "The Cardinality tab in the Cost Management and Billing app shows up to 30 days of historical cardinality for your stack, highlights metrics that are new or unused, and links to remediation actions. In this milestone, you'll open the tab and learn to read its tables."
+    },
+    {
+      "type": "markdown",
+      "content": "Access to the Cardinality tab requires the `grafana-cmab-app.cardinality:read` permission. Refer to [Manage access to the Cost Management and Billing app](https://grafana.com/docs/grafana-cloud/cost-management-and-billing/set-up/cost-management-billing-rbac/). If your stack is new or isn't receiving metrics yet, the tables will be empty or sparse."
+    },
+    {
+      "type": "markdown",
+      "content": "In this section, you'll open the Cardinality tab and identify your highest-cardinality metrics and labels."
+    },
+    {
+      "type": "section",
+      "id": "read-cardinality-tab",
+      "title": "Read the Cardinality tab",
+      "autoCollapse": false,
+      "blocks": [
+        {
+          "type": "interactive",
+          "action": "navigate",
+          "reftarget": "/a/grafana-cmab-app/usage",
+          "content": "Open the **Usage** tab of the Cost Management and Billing app.",
+          "verify": "on-page:/a/grafana-cmab-app/usage"
+        },
+        {
+          "type": "interactive",
+          "action": "highlight",
+          "reftarget": "button[data-testid='data-testid Tab Cardinality']",
+          "content": "Select the **Cardinality** tab.",
+          "requirements": [
+            "exists-reftarget",
+            "on-page:/a/grafana-cmab-app/usage"
+          ]
+        },
+        {
+          "type": "interactive",
+          "action": "noop",
+          "content": "Review the summary stats at the top: **Unique metrics**, **Total active series**, **Unique labels**, and **Total label value pairs**. **Total active series** is the number your metrics bill is based on."
+        },
+        {
+          "type": "interactive",
+          "action": "noop",
+          "content": "Scroll to the **Highest cardinality metrics** table. The **Series** column shows how many active series each metric produces, and **% Total** shows its share of your stack's series count. Start your investigations here: these metrics contribute the most to cost."
+        },
+        {
+          "type": "interactive",
+          "action": "noop",
+          "content": "Review the **Highest cardinality labels** table. Labels with many distinct values, such as IDs or addresses, are the multiplication factors that inflate your series count."
+        },
+        {
+          "type": "interactive",
+          "action": "noop",
+          "content": "Check the **Status** column for **New** and **Unused** badges. A **New** badge marks a metric or label first ingested in the last 30 days, which helps you spot recently introduced cardinality. An **Unused** badge marks a metric that isn't used in queries, dashboards, recording rules, or alerting rules, so it may be costing you without providing value.",
+          "skippable": true
+        },
+        {
+          "type": "interactive",
+          "action": "noop",
+          "content": "Click a metric row to open the details drawer. It shows the metric's cardinality history, a label breakdown, its query count, and the dashboards and rules that reference it. The **Actions** menu links to deeper analysis and remediation, including Adaptive Metrics.",
+          "skippable": true
+        }
+      ]
+    },
+    {
+      "type": "markdown",
+      "content": "Now that you've used the Cardinality tab to identify which metrics and labels are contributing to your active series count, ask three questions:\n\n- **Which metrics produce the most series?** They're your biggest cost levers.\n- **Which labels have the most unique values?** They're the multiplication factors to challenge.\n- **Is anything both high-cardinality and unused?** That's cost with no value, and the easiest win."
+    },
+    {
+      "type": "markdown",
+      "content": "For a complete tour of the Cost Management and Billing app, including usage breakdowns and billing alerts, take the [Understand billing and usage path](https://grafana.com/docs/learning-paths/billing-usage/)."
+    },
+    {
+      "type": "markdown",
+      "content": "---\n\n### More to explore (optional)\n\nAt this point, you can explore the following topics:\n\n- [Analyze historical metrics cardinality](https://grafana.com/docs/grafana-cloud/cost-management-and-billing/analyze-costs/metrics-costs/prometheus-metrics-costs/historical-cardinality/)\n- [Live cardinality management dashboards](https://grafana.com/docs/grafana-cloud/cost-management-and-billing/analyze-costs/metrics-costs/prometheus-metrics-costs/cardinality-management/)"
+    }
+  ]
+}
diff --git a/explore-cardinality-lj/read-cardinality-tab/manifest.json b/explore-cardinality-lj/read-cardinality-tab/manifest.json
new file mode 100644
index 00000000..f9ca7539
--- /dev/null
+++ b/explore-cardinality-lj/read-cardinality-tab/manifest.json
@@ -0,0 +1,19 @@
+{
+  "id": "explore-cardinality-read-cardinality-tab",
+  "type": "guide",
+  "description": "Learn how to read the Cardinality tab in the Cost Management and Billing app to find the metrics and labels that drive your active series count.",
+  "category": "take-action",
+  "author": {
+    "name": "Eve832",
+    "team": "Grafana Documentation"
+  },
+  "testEnvironment": {
+    "tier": "cloud"
+  },
+  "depends": [],
+  "recommends": [
+    "explore-cardinality-end-journey"
+  ],
+  "suggests": [],
+  "provides": []
+}
diff --git a/explore-cardinality-lj/read-cardinality-tab/website.yaml b/explore-cardinality-lj/read-cardinality-tab/website.yaml
new file mode 100644
index 00000000..d23086da
--- /dev/null
+++ b/explore-cardinality-lj/read-cardinality-tab/website.yaml
@@ -0,0 +1,20 @@
+menuTitle: Read the Cardinality tab
+weight: 100
+step: 2
+layout: single-journey
+cta:
+  type: continue
+keywords:
+- cardinality
+- cost-management
+- metrics
+- active series
+side_journeys:
+  title: More to explore (optional)
+  heading: 'At this point, you can explore the following paths:'
+  items:
+  - title: Analyze historical metrics cardinality
+    link: /docs/grafana-cloud/cost-management-and-billing/analyze-costs/metrics-costs/prometheus-metrics-costs/historical-cardinality/
+  - title: Live cardinality management dashboards
+    link: /docs/grafana-cloud/cost-management-and-billing/analyze-costs/metrics-costs/prometheus-metrics-costs/cardinality-management/
+description: Learn how to read the Cardinality tab in the Cost Management and Billing app to find the metrics and labels that drive your active series count.
diff --git a/explore-cardinality-lj/website.yaml b/explore-cardinality-lj/website.yaml
new file mode 100644
index 00000000..334a9310
--- /dev/null
+++ b/explore-cardinality-lj/website.yaml
@@ -0,0 +1,33 @@
+menuTitle: Explore your cardinality
+weight: 1250
+journey:
+  group: take-action
+  skill: Beginner
+  source: Docs & blog posts
+  logo:
+    src: /static/img/menu/grafana2.svg
+    background: '#FFFFFF'
+    width: 46
+    height: 55
+step: 1
+layout: single-journey
+cascade:
+  layout: single-journey
+cta:
+  type: start
+  title: Are you ready?
+  cta_text: Let's go!
+keywords:
+- cardinality
+- active series
+- cost-management
+- metrics
+description: Learn how to read the Cardinality tab in the Cost Management and Billing app to find the metrics and labels that drive your active series count.
+related_journeys:
+  title: Related paths
+  heading: 'Consider taking the following paths after you complete this path.'
+  items:
+  - title: Reduce your metrics cardinality
+    link: /docs/learning-paths/reduce-metrics-cardinality/
+  - title: Understand billing and usage in Grafana Cloud
+    link: /docs/learning-paths/billing-usage/
diff --git a/reduce-metrics-cardinality-lj/content.json b/reduce-metrics-cardinality-lj/content.json
new file mode 100644
index 00000000..cd72fb77
--- /dev/null
+++ b/reduce-metrics-cardinality-lj/content.json
@@ -0,0 +1,26 @@
+{
+  "id": "reduce-metrics-cardinality-lj",
+  "title": "Reduce your metrics cardinality",
+  "blocks": [
+    {
+      "type": "markdown",
+      "content": "Welcome to the Grafana Cloud learning path that shows you how to reduce metrics cardinality you already have.\n\nHigh cardinality doesn't have to mean reinstrumenting your services. In this path, you'll review the aggregation recommendations Adaptive Metrics has prepared for your stack and learn which ones to act on first."
+    },
+    {
+      "type": "markdown",
+      "content": "## Here's what to expect\n\nWhen you complete this path, you'll be able to:\n\n- Review Adaptive Metrics aggregation recommendations for your stack\n- Explain what applying a recommendation does, and how to reverse it\n- Prioritize remediation: unused metrics first, then high-cardinality labels, then exemptions"
+    },
+    {
+      "type": "markdown",
+      "content": "## Before you begin\n\nBefore you reduce your metrics cardinality, ensure that you have:\n\n- A Grafana Cloud account. To create an account, refer to [Grafana Cloud](https://grafana.com/signup/cloud/connect-account). A stack that's already receiving metrics shows richer data in the interactive milestones.\n- The permissions granted by the **Rules Reader** role in Adaptive Metrics, including read access to recommendations and rules. Refer to [Manage access to Grafana Adaptive Metrics](https://grafana.com/docs/grafana-cloud/adaptive-telemetry/adaptive-metrics/additional-configuration/adaptive-metrics-rbac/).\n- Basic familiarity with metrics concepts."
+    },
+    {
+      "type": "markdown",
+      "content": "## Troubleshooting\n\nIf you get stuck, we've got your back! Where appropriate, troubleshooting information is just a click away."
+    },
+    {
+      "type": "markdown",
+      "content": "## More to explore\n\nWe understand you might want to explore other capabilities not strictly on this path. We'll provide you opportunities where it makes sense."
+    }
+  ]
+}
diff --git a/reduce-metrics-cardinality-lj/end-journey/content.json b/reduce-metrics-cardinality-lj/end-journey/content.json
new file mode 100644
index 00000000..a558aaa0
--- /dev/null
+++ b/reduce-metrics-cardinality-lj/end-journey/content.json
@@ -0,0 +1,18 @@
+{
+  "id": "reduce-metrics-cardinality-end-journey",
+  "title": "Destination reached!",
+  "blocks": [
+    {
+      "type": "markdown",
+      "content": "You've completed the reduce your metrics cardinality learning path."
+    },
+    {
+      "type": "markdown",
+      "content": "In this path, you:\n\n- Reviewed Adaptive Metrics recommendations and what each proposes to aggregate away\n- Learned that applying a recommendation keeps the metric and your dashboards working, and can be reversed if usage changes\n- Learned the remediation order: unused metrics first, then high-cardinality labels on used metrics, then exemptions for metrics that must never be aggregated"
+    },
+    {
+      "type": "markdown",
+      "content": "---\n\n### More to explore (optional)\n\nContinue with these related paths:\n\n- [Optimize metrics with Adaptive Metrics](https://grafana.com/docs/learning-paths/adaptive-metrics/)\n- [Optimize logs with Adaptive Logs](https://grafana.com/docs/learning-paths/adaptive-logs/)\n- [Understand billing and usage in Grafana Cloud](https://grafana.com/docs/learning-paths/billing-usage/)"
+    }
+  ]
+}
diff --git a/reduce-metrics-cardinality-lj/end-journey/manifest.json b/reduce-metrics-cardinality-lj/end-journey/manifest.json
new file mode 100644
index 00000000..7651c03c
--- /dev/null
+++ b/reduce-metrics-cardinality-lj/end-journey/manifest.json
@@ -0,0 +1,22 @@
+{
+  "id": "reduce-metrics-cardinality-end-journey",
+  "type": "guide",
+  "description": "Wrap up the reduce your metrics cardinality learning path with a recap of what you accomplished and related paths to explore.",
+  "category": "take-action",
+  "author": {
+    "name": "Eve832",
+    "team": "Grafana Documentation"
+  },
+  "testEnvironment": {
+    "tier": "cloud"
+  },
+  "depends": [
+    "reduce-metrics-cardinality-review-recommendations"
+  ],
+  "recommends": [],
+  "suggests": [
+    "adaptive-metrics-lj",
+    "adaptive-logs-lj"
+  ],
+  "provides": []
+}
diff --git a/reduce-metrics-cardinality-lj/end-journey/website.yaml b/reduce-metrics-cardinality-lj/end-journey/website.yaml
new file mode 100644
index 00000000..0a7a9945
--- /dev/null
+++ b/reduce-metrics-cardinality-lj/end-journey/website.yaml
@@ -0,0 +1,21 @@
+menuTitle: Destination reached!
+weight: 200
+step: 3
+layout: single-journey
+cta:
+  type: conclusion
+keywords:
+- adaptive metrics
+- cardinality
+- path-completion
+side_journeys:
+  title: More to explore (optional)
+  heading: 'Continue with these related paths:'
+  items:
+  - title: Optimize metrics with Adaptive Metrics
+    link: /docs/learning-paths/adaptive-metrics/
+  - title: Optimize logs with Adaptive Logs
+    link: /docs/learning-paths/adaptive-logs/
+  - title: Understand billing and usage in Grafana Cloud
+    link: /docs/learning-paths/billing-usage/
+description: Wrap up the reduce your metrics cardinality learning path: Review what you learned and find resources to keep optimizing.
diff --git a/reduce-metrics-cardinality-lj/manifest.json b/reduce-metrics-cardinality-lj/manifest.json
new file mode 100644
index 00000000..7d25978a
--- /dev/null
+++ b/reduce-metrics-cardinality-lj/manifest.json
@@ -0,0 +1,40 @@
+{
+  "id": "reduce-metrics-cardinality-lj",
+  "type": "path",
+  "description": "A learning path that teaches you how to reduce existing metrics cardinality with Adaptive Metrics aggregation recommendations, without touching your ingestion pipeline.",
+  "category": "take-action",
+  "author": {
+    "name": "Eve832",
+    "team": "Grafana Documentation"
+  },
+  "startingLocation": "/a/grafana-adaptive-metrics-app/overview",
+  "targeting": {
+    "match": {
+      "and": [
+        {
+          "urlPrefixIn": [
+            "/a/grafana-adaptive-metrics-app/overview",
+            "/a/grafana-adaptive-metrics-app/rule-management"
+          ]
+        },
+        {
+          "targetPlatform": "cloud"
+        }
+      ]
+    }
+  },
+  "testEnvironment": {
+    "tier": "cloud"
+  },
+  "milestones": [
+    "reduce-metrics-cardinality-review-recommendations",
+    "reduce-metrics-cardinality-end-journey"
+  ],
+  "depends": [],
+  "recommends": [],
+  "suggests": [
+    "adaptive-metrics-lj",
+    "explore-cardinality-lj"
+  ],
+  "provides": []
+}
diff --git a/reduce-metrics-cardinality-lj/review-recommendations/content.json b/reduce-metrics-cardinality-lj/review-recommendations/content.json
new file mode 100644
index 00000000..e8a053a3
--- /dev/null
+++ b/reduce-metrics-cardinality-lj/review-recommendations/content.json
@@ -0,0 +1,78 @@
+{
+  "id": "reduce-metrics-cardinality-review-recommendations",
+  "title": "Review your recommendations",
+  "blocks": [
+    {
+      "type": "markdown",
+      "content": "If the Cardinality tab already shows high-cardinality or unused metrics, you don't have to reinstrument anything to fix it. Adaptive Metrics reduces cardinality from inside Grafana Cloud by aggregating away the labels nobody uses, while keeping the metric itself."
+    },
+    {
+      "type": "markdown",
+      "content": "## How Adaptive Metrics helps\n\nAdaptive Metrics analyzes how your organization uses its metrics across dashboards, alerts, recording rules, and queries. It then recommends aggregating underutilized metrics into lower-cardinality versions. Applying a recommendation doesn't delete the metric, rather it aggregates away unused label dimensions, and your existing dashboards, rules, and queries continue to work without modification. If usage changes later, you can remove the aggregation and the metric is stored at full cardinality again.\n\n Unnecessary series are stopped before they're persisted, without modifying your collector configuration."
+    },
+    {
+      "type": "markdown",
+      "content": "In this section, you'll use Adaptive Metrics to review recommendations for your stack."
+    },
+    {
+      "type": "section",
+      "id": "review-adaptive-metrics",
+      "title": "Review your recommendations",
+      "blocks": [
+        {
+          "type": "interactive",
+          "action": "highlight",
+          "reftarget": "[aria-label=\"Expand section: Adaptive Telemetry\"]",
+          "content": "In the navigation menu, expand **Adaptive Telemetry**. If the section is already expanded, skip this step.",
+          "requirements": [
+            "navmenu-open",
+            "exists-reftarget"
+          ],
+          "skippable": true
+        },
+        {
+          "type": "multistep",
+          "content": "Navigate to **Adaptive Metrics** and click the **Metrics** tab.",
+          "requirements": [
+            "navmenu-open"
+          ],
+          "steps": [
+            {
+              "action": "highlight",
+              "reftarget": "a[href=\"/a/grafana-adaptive-metrics-app/overview\"]",
+              "tooltip": "Click Adaptive Metrics"
+            },
+            {
+              "action": "highlight",
+              "reftarget": "a[href=\"/a/grafana-adaptive-metrics-app/rule-management\"]",
+              "tooltip": "Click Metrics"
+            }
+          ]
+        },
+        {
+          "type": "interactive",
+          "action": "noop",
+          "content": "Scroll down to review the recommendations table. Each recommendation shows which metric it affects and which labels it proposes to aggregate away, based on how the metric is actually used."
+        },
+        {
+          "type": "interactive",
+          "action": "noop",
+          "content": "Click a recommendation to review its details before applying it. This includes the recommended rule information and the metric's usage stats.",
+          "skippable": true
+        }
+      ]
+    },
+    {
+      "type": "markdown",
+      "content": "The recommended order to remediate cardinality:\n\n1. **Address unused metrics.** Metrics with the **Unused** badge in the Cardinality tab add cost with no value.\n2. **Assess high-cardinality labels on used metrics.** Aggregate away the label dimensions nobody queries, and keep the ones they do.\n3. **Protect what matters.** Define exemptions for metrics that must never be aggregated."
+    },
+    {
+      "type": "markdown",
+      "content": "For the complete Adaptive Metrics workflow, including rules, exemptions, segmentation, and auto-apply, take the [Optimize metrics with Adaptive Metrics path](https://grafana.com/docs/learning-paths/adaptive-metrics/)."
+    },
+    {
+      "type": "markdown",
+      "content": "---\n\n### More to explore (optional)\n\nAt this point, you can explore the following topics:\n\n- [Introduction to Adaptive Metrics](https://grafana.com/docs/grafana-cloud/adaptive-telemetry/adaptive-metrics/introduction/)\n- [Manage recommendations](https://grafana.com/docs/grafana-cloud/adaptive-telemetry/adaptive-metrics/manage-recommendations/)"
+    }
+  ]
+}
diff --git a/reduce-metrics-cardinality-lj/review-recommendations/manifest.json b/reduce-metrics-cardinality-lj/review-recommendations/manifest.json
new file mode 100644
index 00000000..1a75f0d5
--- /dev/null
+++ b/reduce-metrics-cardinality-lj/review-recommendations/manifest.json
@@ -0,0 +1,21 @@
+{
+  "id": "reduce-metrics-cardinality-review-recommendations",
+  "type": "guide",
+  "description": "Learn how to reduce existing metrics cardinality with Adaptive Metrics aggregation recommendations, without touching your ingestion pipeline.",
+  "category": "take-action",
+  "author": {
+    "name": "Eve832",
+    "team": "Grafana Documentation"
+  },
+  "testEnvironment": {
+    "tier": "cloud"
+  },
+  "depends": [],
+  "recommends": [
+    "reduce-metrics-cardinality-end-journey"
+  ],
+  "suggests": [
+    "adaptive-metrics-lj"
+  ],
+  "provides": []
+}
diff --git a/reduce-metrics-cardinality-lj/review-recommendations/website.yaml b/reduce-metrics-cardinality-lj/review-recommendations/website.yaml
new file mode 100644
index 00000000..107bee68
--- /dev/null
+++ b/reduce-metrics-cardinality-lj/review-recommendations/website.yaml
@@ -0,0 +1,20 @@
+menuTitle: Review your recommendations
+weight: 100
+step: 2
+layout: single-journey
+cta:
+  type: continue
+keywords:
+- adaptive metrics
+- cardinality
+- aggregation
+- cost-reduction
+side_journeys:
+  title: More to explore (optional)
+  heading: 'At this point, you can explore the following paths:'
+  items:
+  - title: Introduction to Adaptive Metrics
+    link: /docs/grafana-cloud/adaptive-telemetry/adaptive-metrics/introduction/
+  - title: Manage recommendations
+    link: /docs/grafana-cloud/adaptive-telemetry/adaptive-metrics/manage-recommendations/
+description: Learn how to reduce existing metrics cardinality with Adaptive Metrics aggregation recommendations, without touching your ingestion pipeline.
diff --git a/reduce-metrics-cardinality-lj/website.yaml b/reduce-metrics-cardinality-lj/website.yaml
new file mode 100644
index 00000000..f7130aaa
--- /dev/null
+++ b/reduce-metrics-cardinality-lj/website.yaml
@@ -0,0 +1,33 @@
+menuTitle: Reduce metrics cardinality
+weight: 1260
+journey:
+  group: take-action
+  skill: Beginner
+  source: Docs & blog posts
+  logo:
+    src: /static/img/menu/grafana2.svg
+    background: '#FFFFFF'
+    width: 46
+    height: 55
+step: 1
+layout: single-journey
+cascade:
+  layout: single-journey
+cta:
+  type: start
+  title: Are you ready?
+  cta_text: Let's go!
+keywords:
+- adaptive metrics
+- cardinality
+- aggregation
+- cost-reduction
+description: Learn how to reduce existing metrics cardinality with Adaptive Metrics aggregation recommendations, without touching your ingestion pipeline.
+related_journeys:
+  title: Related paths
+  heading: 'Consider taking the following paths after you complete this path.'
+  items:
+  - title: Optimize metrics with Adaptive Metrics
+    link: /docs/learning-paths/adaptive-metrics/
+  - title: Optimize logs with Adaptive Logs
+    link: /docs/learning-paths/adaptive-logs/