Labeling strategies to reduce cardinality LP

.github/CODEOWNERS

@@ -55,6 +55,7 @@
 /k8s-cpu/                                                 @BeverlyJaneJ
 /k8s-mem/                                                 @BeverlyJaneJ
 /kafka-monitoring-lj/                                     @tacole02
+/labeling-strategy-lj/                                    @Eve832
 /linux-server-integration-lj/                             @chri2547
 /logql-101/                                               @nicolevanderhoeven
 /macos-integration-lj/                                    @chri2547

labeling-strategy-lj/business-value/content.json

@@ -0,0 +1,21 @@
+{
+    "id": "labeling-strategy-business-value",
+    "title": "Understand the business value",
+    "blocks": [{
+            "type": "markdown",
+            "content": "Labeling decisions are made at instrumentation time but billed at ingestion time, and there is often no way to easily determine the cost impact of those decisions. A team that enables a monitoring integration with all its defaults can multiply its telemetry volume overnight, because every combination of label values creates another unique series or stream to store and pay for."
+        },
+        {
+            "type": "markdown",
+            "content": "This pattern is one of the most common causes of unexpected billing spikes: a team with a fixed monthly observability budget turns everything on, sends thousands of metrics it never queries, and exceeds its contract in a fraction of the expected time. The root cause is rarely one bad decision. It's the compounding effect of labels not chosen with deliberation."
+        },
+        {
+            "type": "markdown",
+            "content": "A deliberate labeling strategy protects three things:\n\n- **Cost**: fewer unique label combinations means fewer active series and streams to pay for.\n- **Performance**: smaller indexes and fewer streams mean faster queries.\n- **Clarity**: labels chosen on purpose make your telemetry easier to navigate and attribute to teams."
+        },
+        {
+            "type": "markdown",
+            "content": "This path gives you the mental model first, then the hands-on tools; you'll see the cardinality math, inspect your own stack, and learn the decision frameworks for metrics and logs."
+        }
+    ]
+}

labeling-strategy-lj/business-value/manifest.json

@@ -0,0 +1,17 @@
+{
+  "id": "labeling-strategy-business-value",
+  "type": "guide",
+  "description": "Learn why a deliberate labeling strategy protects your Grafana Cloud costs, query performance, and telemetry clarity.",
+  "category": "take-action",
+  "author": {
+    "name": "Eve832",
+    "team": "Grafana Documentation"
+  },
+  "testEnvironment": {
+    "tier": "cloud"
+  },
+  "depends": [],
+  "recommends": ["labeling-strategy-understand-cardinality"],
+  "suggests": [],
+  "provides": []
+}

labeling-strategy-lj/business-value/website.yaml

@@ -0,0 +1,12 @@
+menuTitle: Business value
+weight: 100
+step: 2
+layout: single-journey
+cta:
+  type: continue
+keywords:
+- labels
+- cardinality
+- cost-optimization
+- business-value
+description: Learn why a deliberate labeling strategy protects your Grafana Cloud costs, query performance, and telemetry clarity.