diff --git a/.changeset/ninety-corners-flash.md b/.changeset/ninety-corners-flash.md
new file mode 100644
index 0000000000..f858ec0593
--- /dev/null
+++ b/.changeset/ninety-corners-flash.md
@@ -0,0 +1,5 @@
+---
+'@backstage/plugin-catalog-backend': patch
+---
+
+Migrates existing catalog metrics to use the alpha MetricsService. This release is a 1:1 migration with no breaking changes.
diff --git a/.changeset/rare-adults-attack.md b/.changeset/rare-adults-attack.md
new file mode 100644
index 0000000000..8117f26dea
--- /dev/null
+++ b/.changeset/rare-adults-attack.md
@@ -0,0 +1,6 @@
+---
+'@backstage/backend-plugin-api': patch
+'@backstage/backend-defaults': patch
+---
+
+Adds an alpha `MetricsService` to provide a unified interface for metrics instrumentation across Backstage plugins.
diff --git a/.changeset/twenty-worlds-create.md b/.changeset/twenty-worlds-create.md
new file mode 100644
index 0000000000..e7e4770938
--- /dev/null
+++ b/.changeset/twenty-worlds-create.md
@@ -0,0 +1,5 @@
+---
+'@backstage/backend-test-utils': patch
+---
+
+Adds a new metrics service mock to be leveraged in tests
diff --git a/beps/0012-metrics-service/README.md b/beps/0012-metrics-service/README.md
index 59096d11d8..87b2059f02 100644
--- a/beps/0012-metrics-service/README.md
+++ b/beps/0012-metrics-service/README.md
@@ -23,7 +23,6 @@ creation-date: 2025-06-23
   - [Integration with OpenTelemetry Auto-Instrumentation](#integration-with-opentelemetry-auto-instrumentation)
   - [Configuration](#configuration)
   - [Interface](#interface)
-    - [Root Metrics Service](#root-metrics-service)
     - [Plugin Metrics Service](#plugin-metrics-service)
     - [Example](#example)
 - [Release Plan](#release-plan)
@@ -36,7 +35,7 @@ Add a core `MetricsService` to Backstage's framework to provide a unified interf
 
 ## Motivation
 
-While individual plugins may implement their own metrics, there's no standardized approach leading to inconsistent metrics patterns across the ecosystem. For example, both `catalog_entities_count` and `catalog.processed.entities.count` are examples of existing metric patterns. Ideally, these would be standardized to `backstage.plugin.catalog.entities.count` and `backstage.plugin.catalog.entities.processed.total` respectively.
+While individual plugins may implement their own metrics, there's no standardized approach leading to inconsistent metrics patterns across the ecosystem and incompatibility with OpenTelemetry semantic conventions. For example, a plugin implementing MCP functionality might incorrectly namespace metrics as `backstage_mcp_client_duration` when OpenTelemetry semantic conventions explicitly define `mcp.client.operation.duration` as the standard.
 
 By providing a core metrics service:
 
@@ -45,7 +44,7 @@ By providing a core metrics service:
 
 ### Goals
 
-- Plugin-scoped metric namespacing
+- Plugin identification via OpenTelemetry Instrumentation Scope
 - Consistent metrics patterns across all plugins
 - Aligned with OpenTelemetry industry standards
 - Provide a familiar interface as other core services
@@ -124,9 +123,12 @@ The `MetricsService` **complements** rather than duplicates auto-instrumentation
 
 // MetricsService provides (manually):
 const entityMetrics = metricsService.createCounter('entities.processed.total');
-entityMetrics.add(entities.length, { operation: 'refresh', kind: 'Component' });
+entityMetrics.add(entities.length, {
+  operation: 'refresh',
+  'entity.kind': 'Component',
+});
 
-// Metric is now available as `backstage.plugin.catalog.entities.processed.total`
+// Metric is now available as `entities.processed.total`
 ```
 
 ### Configuration
@@ -162,43 +164,21 @@ interface MetricsService {
 }
 ```
 
-#### Root Metrics Service
-
-The `RootMetricsService` is responsible for providing metrics to other root services and creating both plugin-scoped and core-scoped `MetricsService` instances.
-
-```ts
-interface RootMetricsService {
-  // note: no config is provided to the root service.
-  static forRoot(): RootMetricsService;
-  forPlugin(pluginId: string): MetricsService;
-
-  // final implementation will be similar to
-  forService(serviceName: string, scope: 'plugin' | 'core'): MetricsService;
-}
-
-export const rootMetricsServiceFactory = createServiceFactory({
-  // depends on as little as possible so that it can be initialized as early as possible.
-  service: rootMetricsServiceRef,
-  deps: {},
-  factory: () => {
-    return DefaultRootMetricsService.forRoot();
-  },
-});
-```
-
 #### Plugin Metrics Service
 
-Each plugin receives a metrics service that automatically namespaces all metrics to match the naming conventions.
+Each plugin receives a metrics service that automatically configures the Instrumentation Scope to identify the plugin. The scope name follows the pattern `backstage-plugin-{pluginId}`.
 
 ```ts
-const metricsServiceFactory = createServiceFactory({
-  service: metricsServiceRef,
+export const metricsServiceFactory = createServiceFactory({
+  service: coreServices.metrics,
   deps: {
-    rootMetrics: coreServices.rootMetrics,
     pluginMetadata: coreServices.pluginMetadata,
   },
-  factory: ({ rootMetrics, pluginMetadata }) => {
-    return rootMetrics.forPlugin(pluginMetadata.getId());
+  factory: ({ pluginMetadata }) => {
+    const pluginId = pluginMetadata.getId();
+    const scopeName = `backstage-plugin-${pluginId}`;
+
+    return new DefaultMetricsService(scopeName, version, ...);
   },
 });
 ```
@@ -248,3 +228,22 @@ entitiesProcessed.add(100);
 
 - Plugin authors continue to implement their own metrics as they see fit.
 - A combined TelemetryService that provides both metrics and tracing.
+
+### Rejected: Forced Namespace Prefixes
+
+Prepend `backstage.plugin.{pluginId}.` to all metric names. This was the original proposal but conflicts with OpenTelemetry semantic conventions.
+
+**Problems:**
+
+- Makes it impossible to use standard semantic conventions like `mcp.*`, `gen_ai.*`, `http.*`
+- Breaks compatibility with industry-standard observability tooling
+- Prevents cross-service metric aggregation
+- Goes against OpenTelemetry best practices and official guidance
+
+**Example of conflict:**
+
+```ts
+// Plugin wants to emit: mcp.client.operation.duration
+// Framework forces: backstage.plugin.mcp-actions.mcp.client.operation.duration
+// This violates the semantic convention and breaks tooling
+```
diff --git a/packages/backend-defaults/config.d.ts b/packages/backend-defaults/config.d.ts
index 64aabe5cc8..3d09146b0d 100644
--- a/packages/backend-defaults/config.d.ts
+++ b/packages/backend-defaults/config.d.ts
@@ -1127,6 +1127,36 @@ export interface Config {
       headers?: { [name: string]: string };
     };
 
+    /**
+     * Options for the metrics service.
+     */
+    metrics?: {
+      /**
+       * Plugin-specific metrics configuration. Each plugin can override meter metadata.
+       */
+      plugin?: {
+        [pluginId: string]: {
+          /**
+           * Meter configuration for this plugin.
+           */
+          meter?: {
+            /**
+             * Custom meter name. If not set, defaults to backstage-plugin-{pluginId}.
+             */
+            name?: string;
+            /**
+             * Version for the meter.
+             */
+            version?: string;
+            /**
+             * Schema URL for the meter.
+             */
+            schemaUrl?: string;
+          };
+        };
+      };
+    };
+
     /**
      * Options to configure the default RootLoggerService.
      */
diff --git a/packages/backend-defaults/report-alpha.api.md b/packages/backend-defaults/report-alpha.api.md
index c40517863a..352ec1d688 100644
--- a/packages/backend-defaults/report-alpha.api.md
+++ b/packages/backend-defaults/report-alpha.api.md
@@ -5,6 +5,7 @@
 ```ts
 import { ActionsRegistryService } from '@backstage/backend-plugin-api/alpha';
 import { ActionsService } from '@backstage/backend-plugin-api/alpha';
+import { MetricsService } from '@backstage/backend-plugin-api/alpha';
 import { RootSystemMetadataService } from '@backstage/backend-plugin-api/alpha';
 import { ServiceFactory } from '@backstage/backend-plugin-api';
 
@@ -22,6 +23,13 @@ export const actionsServiceFactory: ServiceFactory<
   'singleton'
 >;
 
+// @alpha
+export const metricsServiceFactory: ServiceFactory<
+  MetricsService,
+  'plugin',
+  'singleton'
+>;
+
 // @alpha
 export const rootSystemMetadataServiceFactory: ServiceFactory<
   RootSystemMetadataService,
diff --git a/packages/backend-defaults/src/CreateBackend.ts b/packages/backend-defaults/src/CreateBackend.ts
index 9f8116a996..2b4ee5befa 100644
--- a/packages/backend-defaults/src/CreateBackend.ts
+++ b/packages/backend-defaults/src/CreateBackend.ts
@@ -38,6 +38,7 @@ import { eventsServiceFactory } from '@backstage/plugin-events-node';
 import {
   actionsRegistryServiceFactory,
   actionsServiceFactory,
+  metricsServiceFactory,
 } from '@backstage/backend-defaults/alpha';
 import { instanceMetadataServiceFactory } from './alpha/entrypoints/instanceMetadata/instanceMetadataServiceFactory';
 
@@ -66,6 +67,7 @@ export const defaultServiceFactories = [
   // alpha services
   actionsRegistryServiceFactory,
   actionsServiceFactory,
+  metricsServiceFactory,
 
   // Unexported alpha services kept around for compatibility reasons
   instanceMetadataServiceFactory,
diff --git a/packages/backend-defaults/src/alpha/entrypoints/metrics/DefaultMetricsService.test.ts b/packages/backend-defaults/src/alpha/entrypoints/metrics/DefaultMetricsService.test.ts
new file mode 100644
index 0000000000..75e5104754
--- /dev/null
+++ b/packages/backend-defaults/src/alpha/entrypoints/metrics/DefaultMetricsService.test.ts
@@ -0,0 +1,117 @@
+/*
+ * Copyright 2026 The Backstage Authors
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+import { metrics } from '@opentelemetry/api';
+import { DefaultMetricsService } from './DefaultMetricsService';
+
+const mockGetMeter = jest.spyOn(metrics, 'getMeter');
+
+describe('DefaultMetricsService', () => {
+  beforeEach(() => {
+    mockGetMeter.mockClear();
+  });
+
+  describe('create', () => {
+    it('should create a MetricsService with name only', () => {
+      const service = DefaultMetricsService.create({ name: 'test-meter' });
+
+      expect(mockGetMeter).toHaveBeenCalledTimes(1);
+      expect(mockGetMeter).toHaveBeenCalledWith('test-meter', undefined, {
+        schemaUrl: undefined,
+      });
+
+      expect(service).toBeDefined();
+    });
+
+    it('should create a MetricsService with name, version, and schemaUrl', () => {
+      const service = DefaultMetricsService.create({
+        name: 'test-meter',
+        version: '1.2.3',
+        schemaUrl: 'https://example.com/schema',
+      });
+
+      expect(mockGetMeter).toHaveBeenCalledTimes(1);
+      expect(mockGetMeter).toHaveBeenCalledWith('test-meter', '1.2.3', {
+        schemaUrl: 'https://example.com/schema',
+      });
+
+      expect(service).toBeDefined();
+    });
+  });
+
+  describe('metric instruments', () => {
+    it('should create a counter', () => {
+      const service = DefaultMetricsService.create({ name: 'test' });
+      const counter = service.createCounter('my_counter', {
+        description: 'A test counter',
+        unit: 'bytes',
+      });
+
+      expect(counter).toBeDefined();
+      expect(counter.add).toBeDefined();
+    });
+
+    it('should create an up-down counter', () => {
+      const service = DefaultMetricsService.create({ name: 'test' });
+      const upDownCounter = service.createUpDownCounter('my_updown');
+
+      expect(upDownCounter).toBeDefined();
+      expect(upDownCounter.add).toBeDefined();
+    });
+
+    it('should create a histogram', () => {
+      const service = DefaultMetricsService.create({ name: 'test' });
+      const histogram = service.createHistogram('my_histogram');
+
+      expect(histogram).toBeDefined();
+      expect(histogram.record).toBeDefined();
+    });
+
+    it('should create a gauge', () => {
+      const service = DefaultMetricsService.create({ name: 'test' });
+      const gauge = service.createGauge('my_gauge');
+
+      expect(gauge).toBeDefined();
+      expect(gauge.record).toBeDefined();
+    });
+
+    it('should create an observable counter', () => {
+      const service = DefaultMetricsService.create({ name: 'test' });
+      const counter = service.createObservableCounter('my_observable_counter');
+
+      expect(counter).toBeDefined();
+      expect(counter.addCallback).toBeDefined();
+      expect(counter.removeCallback).toBeDefined();
+    });
+
+    it('should create an observable up-down counter', () => {
+      const service = DefaultMetricsService.create({ name: 'test' });
+      const counter = service.createObservableUpDownCounter(
+        'my_observable_updown',
+      );
+
+      expect(counter).toBeDefined();
+      expect(counter.addCallback).toBeDefined();
+    });
+
+    it('should create an observable gauge', () => {
+      const service = DefaultMetricsService.create({ name: 'test' });
+      const gauge = service.createObservableGauge('my_observable_gauge');
+
+      expect(gauge).toBeDefined();
+      expect(gauge.addCallback).toBeDefined();
+    });
+  });
+});
diff --git a/packages/backend-defaults/src/alpha/entrypoints/metrics/DefaultMetricsService.ts b/packages/backend-defaults/src/alpha/entrypoints/metrics/DefaultMetricsService.ts
new file mode 100644
index 0000000000..764c6d6d1c
--- /dev/null
+++ b/packages/backend-defaults/src/alpha/entrypoints/metrics/DefaultMetricsService.ts
@@ -0,0 +1,123 @@
+/*
+ * Copyright 2026 The Backstage Authors
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+import { Meter, metrics } from '@opentelemetry/api';
+import {
+  MetricsService,
+  MetricAttributes,
+  MetricOptions,
+  MetricsServiceCounter,
+  MetricsServiceUpDownCounter,
+  MetricsServiceHistogram,
+  MetricsServiceGauge,
+  MetricsServiceObservableCounter,
+  MetricsServiceObservableGauge,
+  MetricsServiceObservableUpDownCounter,
+} from '@backstage/backend-plugin-api/alpha';
+
+/**
+ * Options for creating a {@link DefaultMetricsService}.
+ *
+ * @alpha
+ */
+export interface DefaultMetricsServiceOptions {
+  name: string;
+  version?: string;
+  schemaUrl?: string;
+}
+
+/**
+ * Default implementation of the {@link MetricsService} interface.
+ *
+ * This implementation provides a thin wrapper around the OpenTelemetry Meter API.
+ *
+ * @alpha
+ */
+export class DefaultMetricsService implements MetricsService {
+  private readonly meter: Meter;
+
+  private constructor(opts: DefaultMetricsServiceOptions) {
+    // The meter name sets the OpenTelemetry Instrumentation Scope which identifies the source of metrics in telemetry backends.
+    this.meter = metrics.getMeter(opts.name, opts.version, {
+      schemaUrl: opts.schemaUrl,
+    });
+  }
+
+  /**
+   * Creates a new {@link MetricsService} instance.
+   *
+   * @param opts - Options for configuring the meter scope
+   * @returns A new MetricsService instance
+   */
+  static create(opts: DefaultMetricsServiceOptions): MetricsService {
+    return new DefaultMetricsService(opts);
+  }
+
+  createCounter<TAttributes extends MetricAttributes = MetricAttributes>(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceCounter<TAttributes> {
+    return this.meter.createCounter(name, opts);
+  }
+
+  createUpDownCounter<TAttributes extends MetricAttributes = MetricAttributes>(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceUpDownCounter<TAttributes> {
+    return this.meter.createUpDownCounter(name, opts);
+  }
+
+  createHistogram<TAttributes extends MetricAttributes = MetricAttributes>(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceHistogram<TAttributes> {
+    return this.meter.createHistogram(name, opts);
+  }
+
+  createGauge<TAttributes extends MetricAttributes = MetricAttributes>(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceGauge<TAttributes> {
+    return this.meter.createGauge(name, opts);
+  }
+
+  createObservableCounter<
+    TAttributes extends MetricAttributes = MetricAttributes,
+  >(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceObservableCounter<TAttributes> {
+    return this.meter.createObservableCounter(name, opts);
+  }
+
+  createObservableUpDownCounter<
+    TAttributes extends MetricAttributes = MetricAttributes,
+  >(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceObservableUpDownCounter<TAttributes> {
+    return this.meter.createObservableUpDownCounter(name, opts);
+  }
+
+  createObservableGauge<
+    TAttributes extends MetricAttributes = MetricAttributes,
+  >(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceObservableGauge<TAttributes> {
+    return this.meter.createObservableGauge(name, opts);
+  }
+}
diff --git a/packages/backend-defaults/src/alpha/entrypoints/metrics/index.ts b/packages/backend-defaults/src/alpha/entrypoints/metrics/index.ts
new file mode 100644
index 0000000000..fc3e04a855
--- /dev/null
+++ b/packages/backend-defaults/src/alpha/entrypoints/metrics/index.ts
@@ -0,0 +1,16 @@
+/*
+ * Copyright 2026 The Backstage Authors
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+export { metricsServiceFactory } from './metricsServiceFactory';
diff --git a/packages/backend-defaults/src/alpha/entrypoints/metrics/metricsServiceFactory.test.ts b/packages/backend-defaults/src/alpha/entrypoints/metrics/metricsServiceFactory.test.ts
new file mode 100644
index 0000000000..854fcfd389
--- /dev/null
+++ b/packages/backend-defaults/src/alpha/entrypoints/metrics/metricsServiceFactory.test.ts
@@ -0,0 +1,130 @@
+/*
+ * Copyright 2026 The Backstage Authors
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+import {
+  mockServices,
+  ServiceFactoryTester,
+} from '@backstage/backend-test-utils';
+import { metricsServiceFactory } from './metricsServiceFactory';
+import { DefaultMetricsService } from './DefaultMetricsService';
+
+describe('metricsServiceFactory', () => {
+  let createSpy: jest.SpyInstance;
+
+  beforeEach(() => {
+    createSpy = jest.spyOn(DefaultMetricsService, 'create');
+  });
+
+  afterEach(() => {
+    jest.restoreAllMocks();
+  });
+
+  const defaultServices = [
+    mockServices.rootConfig.factory(),
+    metricsServiceFactory,
+  ];
+
+  it('should use backstage-plugin-{pluginId} as meter name when no config is set', async () => {
+    await ServiceFactoryTester.from(metricsServiceFactory, {
+      dependencies: defaultServices,
+    }).getSubject('my-plugin');
+
+    expect(createSpy).toHaveBeenCalledWith({
+      name: 'backstage-plugin-my-plugin',
+      version: undefined,
+      schemaUrl: undefined,
+    });
+  });
+
+  it('should use custom name from config', async () => {
+    await ServiceFactoryTester.from(metricsServiceFactory, {
+      dependencies: [
+        mockServices.rootConfig.factory({
+          data: {
+            backend: {
+              metrics: {
+                plugin: {
+                  'my-plugin': {
+                    meter: {
+                      name: 'custom-metrics-name',
+                    },
+                  },
+                },
+              },
+            },
+          },
+        }),
+        metricsServiceFactory,
+      ],
+    }).getSubject('my-plugin');
+
+    expect(createSpy).toHaveBeenCalledWith({
+      name: 'custom-metrics-name',
+      version: undefined,
+      schemaUrl: undefined,
+    });
+  });
+
+  it('should accept version and schemaUrl from config', async () => {
+    await ServiceFactoryTester.from(metricsServiceFactory, {
+      dependencies: [
+        mockServices.rootConfig.factory({
+          data: {
+            backend: {
+              metrics: {
+                plugin: {
+                  'my-plugin': {
+                    meter: {
+                      name: 'my-plugin-metrics',
+                      version: '1.2.3',
+                      schemaUrl: 'https://example.com/schema',
+                    },
+                  },
+                },
+              },
+            },
+          },
+        }),
+        metricsServiceFactory,
+      ],
+    }).getSubject('my-plugin');
+
+    expect(createSpy).toHaveBeenCalledWith({
+      name: 'my-plugin-metrics',
+      version: '1.2.3',
+      schemaUrl: 'https://example.com/schema',
+    });
+  });
+
+  it('should implement the full MetricsService interface', async () => {
+    const subject = await ServiceFactoryTester.from(metricsServiceFactory, {
+      dependencies: defaultServices,
+    }).getSubject('test-plugin');
+
+    expect(createSpy).toHaveBeenCalledWith({
+      name: 'backstage-plugin-test-plugin',
+      version: undefined,
+      schemaUrl: undefined,
+    });
+
+    expect(subject.createCounter).toBeDefined();
+    expect(subject.createUpDownCounter).toBeDefined();
+    expect(subject.createHistogram).toBeDefined();
+    expect(subject.createGauge).toBeDefined();
+    expect(subject.createObservableCounter).toBeDefined();
+    expect(subject.createObservableUpDownCounter).toBeDefined();
+    expect(subject.createObservableGauge).toBeDefined();
+  });
+});
diff --git a/packages/backend-defaults/src/alpha/entrypoints/metrics/metricsServiceFactory.ts b/packages/backend-defaults/src/alpha/entrypoints/metrics/metricsServiceFactory.ts
new file mode 100644
index 0000000000..a62ad0411a
--- /dev/null
+++ b/packages/backend-defaults/src/alpha/entrypoints/metrics/metricsServiceFactory.ts
@@ -0,0 +1,48 @@
+/*
+ * Copyright 2025 The Backstage Authors
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+import { metricsServiceRef } from '@backstage/backend-plugin-api/alpha';
+import {
+  coreServices,
+  createServiceFactory,
+} from '@backstage/backend-plugin-api';
+import { DefaultMetricsService } from './DefaultMetricsService';
+
+/**
+ * Service factory for collecting plugin-scoped metrics.
+ *
+ * @alpha
+ */
+export const metricsServiceFactory = createServiceFactory({
+  service: metricsServiceRef,
+  deps: {
+    config: coreServices.rootConfig,
+    pluginMetadata: coreServices.pluginMetadata,
+  },
+  factory: ({ config, pluginMetadata }) => {
+    const pluginId = pluginMetadata.getId();
+
+    const meterConfig = config.getOptionalConfig(
+      `backend.metrics.plugin.${pluginId}.meter`,
+    );
+    const scopeName = `backstage-plugin-${pluginId}`;
+    const name = meterConfig?.getOptionalString('name') ?? scopeName;
+    const version = meterConfig?.getOptionalString('version');
+    const schemaUrl = meterConfig?.getOptionalString('schemaUrl');
+
+    return DefaultMetricsService.create({ name, version, schemaUrl });
+  },
+});
diff --git a/packages/backend-defaults/src/alpha/index.ts b/packages/backend-defaults/src/alpha/index.ts
index c17e0e71cb..1d0ec158af 100644
--- a/packages/backend-defaults/src/alpha/index.ts
+++ b/packages/backend-defaults/src/alpha/index.ts
@@ -16,4 +16,5 @@
 
 export { actionsRegistryServiceFactory } from './entrypoints/actionsRegistry';
 export { actionsServiceFactory } from './entrypoints/actions';
+export { metricsServiceFactory } from './entrypoints/metrics';
 export { rootSystemMetadataServiceFactory } from './entrypoints/rootSystemMetadata';
diff --git a/packages/backend-plugin-api/report-alpha.api.md b/packages/backend-plugin-api/report-alpha.api.md
index e06e0c45d2..7d6786b97e 100644
--- a/packages/backend-plugin-api/report-alpha.api.md
+++ b/packages/backend-plugin-api/report-alpha.api.md
@@ -103,6 +103,150 @@ export const actionsServiceRef: ServiceRef<
   'singleton'
 >;
 
+// @alpha
+export interface MetricAdvice {
+  explicitBucketBoundaries?: number[];
+}
+
+// @alpha
+export interface MetricAttributes {
+  // (undocumented)
+  [attributeKey: string]: MetricAttributeValue | undefined;
+}
+
+// @alpha
+export type MetricAttributeValue =
+  | string
+  | number
+  | boolean
+  | Array<null | undefined | string>
+  | Array<null | undefined | number>
+  | Array<null | undefined | boolean>;
+
+// @alpha
+export interface MetricOptions {
+  advice?: MetricAdvice;
+  description?: string;
+  unit?: string;
+}
+
+// @alpha
+export interface MetricsService {
+  createCounter<TAttributes extends MetricAttributes = MetricAttributes>(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceCounter<TAttributes>;
+  createGauge<TAttributes extends MetricAttributes = MetricAttributes>(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceGauge<TAttributes>;
+  createHistogram<TAttributes extends MetricAttributes = MetricAttributes>(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceHistogram<TAttributes>;
+  createObservableCounter<
+    TAttributes extends MetricAttributes = MetricAttributes,
+  >(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceObservableCounter<TAttributes>;
+  createObservableGauge<
+    TAttributes extends MetricAttributes = MetricAttributes,
+  >(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceObservableGauge<TAttributes>;
+  createObservableUpDownCounter<
+    TAttributes extends MetricAttributes = MetricAttributes,
+  >(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceObservableUpDownCounter<TAttributes>;
+  createUpDownCounter<TAttributes extends MetricAttributes = MetricAttributes>(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceUpDownCounter<TAttributes>;
+}
+
+// @alpha
+export interface MetricsServiceCounter<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> {
+  // (undocumented)
+  add(value: number, attributes?: TAttributes): void;
+}
+
+// @alpha
+export interface MetricsServiceGauge<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> {
+  // (undocumented)
+  record(value: number, attributes?: TAttributes): void;
+}
+
+// @alpha
+export interface MetricsServiceHistogram<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> {
+  // (undocumented)
+  record(value: number, attributes?: TAttributes): void;
+}
+
+// @alpha
+export interface MetricsServiceObservable<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> {
+  // (undocumented)
+  addCallback(callback: MetricsServiceObservableCallback<TAttributes>): void;
+  // (undocumented)
+  removeCallback(callback: MetricsServiceObservableCallback<TAttributes>): void;
+}
+
+// @alpha
+export type MetricsServiceObservableCallback<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> = (
+  observableResult: MetricsServiceObservableResult<TAttributes>,
+) => void | Promise<void>;
+
+// @alpha
+export type MetricsServiceObservableCounter<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> = MetricsServiceObservable<TAttributes>;
+
+// @alpha
+export type MetricsServiceObservableGauge<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> = MetricsServiceObservable<TAttributes>;
+
+// @alpha
+export interface MetricsServiceObservableResult<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> {
+  // (undocumented)
+  observe(value: number, attributes?: TAttributes): void;
+}
+
+// @alpha
+export type MetricsServiceObservableUpDownCounter<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> = MetricsServiceObservable<TAttributes>;
+
+// @alpha
+export const metricsServiceRef: ServiceRef<
+  MetricsService,
+  'plugin',
+  'singleton'
+>;
+
+// @alpha
+export interface MetricsServiceUpDownCounter<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> {
+  // (undocumented)
+  add(value: number, attributes?: TAttributes): void;
+}
+
 // @public (undocumented)
 export interface RootSystemMetadataService {
   // (undocumented)
diff --git a/packages/backend-plugin-api/src/alpha/MetricsService.ts b/packages/backend-plugin-api/src/alpha/MetricsService.ts
new file mode 100644
index 0000000000..1c92ea9e09
--- /dev/null
+++ b/packages/backend-plugin-api/src/alpha/MetricsService.ts
@@ -0,0 +1,273 @@
+/*
+ * Copyright 2026 The Backstage Authors
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+/**
+ * Attribute values that can be attached to metric measurements.
+ *
+ * @alpha
+ */
+export type MetricAttributeValue =
+  | string
+  | number
+  | boolean
+  | Array<null | undefined | string>
+  | Array<null | undefined | number>
+  | Array<null | undefined | boolean>;
+
+/**
+ * A set of key-value pairs that can be attached to metric measurements.
+ *
+ * @alpha
+ */
+export interface MetricAttributes {
+  [attributeKey: string]: MetricAttributeValue | undefined;
+}
+
+/**
+ * Advisory options that influence aggregation configuration.
+ *
+ * @alpha
+ */
+export interface MetricAdvice {
+  /**
+   * Hint the explicit bucket boundaries for histogram aggregation.
+   */
+  explicitBucketBoundaries?: number[];
+}
+
+/**
+ * Options for creating a metric instrument.
+ *
+ * @alpha
+ */
+export interface MetricOptions {
+  /**
+   * The description of the Metric.
+   */
+  description?: string;
+  /**
+   * The unit of the Metric values.
+   */
+  unit?: string;
+  /**
+   * Advisory options that influence aggregation configuration.
+   */
+  advice?: MetricAdvice;
+}
+
+/**
+ * A counter metric that only supports non-negative increments.
+ *
+ * @alpha
+ */
+export interface MetricsServiceCounter<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> {
+  add(value: number, attributes?: TAttributes): void;
+}
+
+/**
+ * A counter metric that supports both positive and negative increments.
+ *
+ * @alpha
+ */
+export interface MetricsServiceUpDownCounter<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> {
+  add(value: number, attributes?: TAttributes): void;
+}
+
+/**
+ * A histogram metric for recording distributions of values.
+ *
+ * @alpha
+ */
+export interface MetricsServiceHistogram<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> {
+  record(value: number, attributes?: TAttributes): void;
+}
+
+/**
+ * A gauge metric for recording instantaneous values.
+ *
+ * @alpha
+ */
+export interface MetricsServiceGauge<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> {
+  record(value: number, attributes?: TAttributes): void;
+}
+
+/**
+ * The result object passed to observable metric callbacks.
+ *
+ * @alpha
+ */
+export interface MetricsServiceObservableResult<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> {
+  observe(value: number, attributes?: TAttributes): void;
+}
+
+/**
+ * A callback function for observable metrics. Called whenever a metric
+ * collection is initiated.
+ *
+ * @alpha
+ */
+export type MetricsServiceObservableCallback<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> = (
+  observableResult: MetricsServiceObservableResult<TAttributes>,
+) => void | Promise<void>;
+
+/**
+ * An observable metric instrument that reports values via callbacks.
+ *
+ * @alpha
+ */
+export interface MetricsServiceObservable<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> {
+  addCallback(callback: MetricsServiceObservableCallback<TAttributes>): void;
+  removeCallback(callback: MetricsServiceObservableCallback<TAttributes>): void;
+}
+
+/**
+ * An observable counter metric that reports non-negative sums via callbacks.
+ *
+ * @alpha
+ */
+export type MetricsServiceObservableCounter<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> = MetricsServiceObservable<TAttributes>;
+
+/**
+ * An observable counter metric that reports sums that can go up or down
+ * via callbacks.
+ *
+ * @alpha
+ */
+export type MetricsServiceObservableUpDownCounter<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> = MetricsServiceObservable<TAttributes>;
+
+/**
+ * An observable gauge metric that reports instantaneous values via callbacks.
+ *
+ * @alpha
+ */
+export type MetricsServiceObservableGauge<
+  TAttributes extends MetricAttributes = MetricAttributes,
+> = MetricsServiceObservable<TAttributes>;
+
+/**
+ * A service that provides a facility for emitting metrics.
+ *
+ * @alpha
+ */
+export interface MetricsService {
+  /**
+   * Creates a new counter metric.
+   *
+   * @param name - The name of the metric.
+   * @param opts - The options for the metric.
+   * @returns The counter metric.
+   */
+  createCounter<TAttributes extends MetricAttributes = MetricAttributes>(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceCounter<TAttributes>;
+
+  /**
+   * Creates a new up-down counter metric.
+   *
+   * @param name - The name of the metric.
+   * @param opts - The options for the metric.
+   * @returns The up-down counter metric.
+   */
+  createUpDownCounter<TAttributes extends MetricAttributes = MetricAttributes>(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceUpDownCounter<TAttributes>;
+
+  /**
+   * Creates a new histogram metric.
+   *
+   * @param name - The name of the metric.
+   * @param opts - The options for the metric.
+   * @returns The histogram metric.
+   */
+  createHistogram<TAttributes extends MetricAttributes = MetricAttributes>(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceHistogram<TAttributes>;
+
+  /**
+   * Creates a new gauge metric.
+   *
+   * @param name - The name of the metric.
+   * @param opts - The options for the metric.
+   * @returns The gauge metric.
+   */
+  createGauge<TAttributes extends MetricAttributes = MetricAttributes>(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceGauge<TAttributes>;
+
+  /**
+   * Creates a new observable counter metric.
+   *
+   * @param name - The name of the metric.
+   * @param opts - The options for the metric.
+   * @returns The observable counter metric.
+   */
+  createObservableCounter<
+    TAttributes extends MetricAttributes = MetricAttributes,
+  >(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceObservableCounter<TAttributes>;
+
+  /**
+   * Creates a new observable up-down counter metric.
+   *
+   * @param name - The name of the metric.
+   * @param opts - The options for the metric.
+   * @returns The observable up-down counter metric.
+   */
+  createObservableUpDownCounter<
+    TAttributes extends MetricAttributes = MetricAttributes,
+  >(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceObservableUpDownCounter<TAttributes>;
+
+  /**
+   * Creates a new observable gauge metric.
+   *
+   * @param name - The name of the metric.
+   * @param opts - The options for the metric.
+   * @returns The observable gauge metric.
+   */
+  createObservableGauge<
+    TAttributes extends MetricAttributes = MetricAttributes,
+  >(
+    name: string,
+    opts?: MetricOptions,
+  ): MetricsServiceObservableGauge<TAttributes>;
+}
diff --git a/packages/backend-plugin-api/src/alpha/index.ts b/packages/backend-plugin-api/src/alpha/index.ts
index 56f02f5275..c487686338 100644
--- a/packages/backend-plugin-api/src/alpha/index.ts
+++ b/packages/backend-plugin-api/src/alpha/index.ts
@@ -27,8 +27,27 @@ export type {
 
 export type { ActionsService, ActionsServiceAction } from './ActionsService';
 
+export type {
+  MetricsService,
+  MetricAdvice,
+  MetricAttributes,
+  MetricAttributeValue,
+  MetricOptions,
+  MetricsServiceCounter,
+  MetricsServiceUpDownCounter,
+  MetricsServiceHistogram,
+  MetricsServiceGauge,
+  MetricsServiceObservable,
+  MetricsServiceObservableCallback,
+  MetricsServiceObservableCounter,
+  MetricsServiceObservableGauge,
+  MetricsServiceObservableResult,
+  MetricsServiceObservableUpDownCounter,
+} from './MetricsService';
+
 export {
   actionsRegistryServiceRef,
   actionsServiceRef,
+  metricsServiceRef,
   rootSystemMetadataServiceRef,
 } from './refs';
diff --git a/packages/backend-plugin-api/src/alpha/refs.ts b/packages/backend-plugin-api/src/alpha/refs.ts
index a890271364..bd87ea8467 100644
--- a/packages/backend-plugin-api/src/alpha/refs.ts
+++ b/packages/backend-plugin-api/src/alpha/refs.ts
@@ -56,3 +56,14 @@ export const rootSystemMetadataServiceRef = createServiceRef<
   id: 'alpha.core.rootSystemMetadata',
   scope: 'root',
 });
+
+/**
+ * Service for managing metrics.
+ *
+ * @alpha
+ */
+export const metricsServiceRef = createServiceRef<
+  import('./MetricsService').MetricsService
+>({
+  id: 'alpha.core.metrics',
+});
diff --git a/packages/backend-test-utils/report-alpha.api.md b/packages/backend-test-utils/report-alpha.api.md
index ca6f47191d..b6bf9e883d 100644
--- a/packages/backend-test-utils/report-alpha.api.md
+++ b/packages/backend-test-utils/report-alpha.api.md
@@ -12,6 +12,7 @@ import { BackstageCredentials } from '@backstage/backend-plugin-api';
 import { JsonObject } from '@backstage/types';
 import { JsonValue } from '@backstage/types';
 import { LoggerService } from '@backstage/backend-plugin-api';
+import { MetricsService } from '@backstage/backend-plugin-api/alpha';
 import { ServiceFactory } from '@backstage/backend-plugin-api';
 
 // @alpha (undocumented)
@@ -43,6 +44,16 @@ export namespace actionsServiceMock {
     ) => ServiceMock<ActionsService>;
 }
 
+// @alpha (undocumented)
+export namespace metricsServiceMock {
+  const // (undocumented)
+    factory: () => ServiceFactory<MetricsService, 'plugin', 'singleton'>;
+  const // (undocumented)
+    mock: (
+      partialImpl?: Partial<MetricsService> | undefined,
+    ) => ServiceMock<MetricsService>;
+}
+
 // @alpha
 export class MockActionsRegistry
   implements ActionsRegistryService, ActionsService
diff --git a/packages/backend-test-utils/src/alpha/services/MetricsServiceMock.ts b/packages/backend-test-utils/src/alpha/services/MetricsServiceMock.ts
new file mode 100644
index 0000000000..301d47fb2e
--- /dev/null
+++ b/packages/backend-test-utils/src/alpha/services/MetricsServiceMock.ts
@@ -0,0 +1,59 @@
+/*
+ * Copyright 2025 The Backstage Authors
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+import { createServiceMock } from './alphaCreateServiceMock';
+import {
+  MetricsService,
+  metricsServiceRef,
+} from '@backstage/backend-plugin-api/alpha';
+import { metricsServiceFactory } from '@backstage/backend-defaults/alpha';
+
+/**
+ * @alpha
+ */
+export namespace metricsServiceMock {
+  export const factory = () => metricsServiceFactory;
+
+  export const mock = createServiceMock<MetricsService>(
+    metricsServiceRef,
+    () => ({
+      createCounter: jest.fn().mockImplementation(() => ({
+        add: jest.fn(),
+      })),
+      createUpDownCounter: jest.fn().mockImplementation(() => ({
+        add: jest.fn(),
+      })),
+      createHistogram: jest.fn().mockImplementation(() => ({
+        record: jest.fn(),
+      })),
+      createGauge: jest.fn().mockImplementation(() => ({
+        record: jest.fn(),
+      })),
+      createObservableCounter: jest.fn().mockImplementation(() => ({
+        addCallback: jest.fn(),
+        removeCallback: jest.fn(),
+      })),
+      createObservableUpDownCounter: jest.fn().mockImplementation(() => ({
+        addCallback: jest.fn(),
+        removeCallback: jest.fn(),
+      })),
+      createObservableGauge: jest.fn().mockImplementation(() => ({
+        addCallback: jest.fn(),
+        removeCallback: jest.fn(),
+      })),
+    }),
+  );
+}
diff --git a/packages/backend-test-utils/src/alpha/services/index.ts b/packages/backend-test-utils/src/alpha/services/index.ts
index ac92033ff8..527bb1822f 100644
--- a/packages/backend-test-utils/src/alpha/services/index.ts
+++ b/packages/backend-test-utils/src/alpha/services/index.ts
@@ -17,4 +17,5 @@
 export { actionsRegistryServiceMock } from './ActionsRegistryServiceMock';
 export { MockActionsRegistry } from './MockActionsRegistry';
 export { actionsServiceMock } from './ActionsServiceMock';
+export { metricsServiceMock } from './MetricsServiceMock';
 export { type ServiceMock } from './alphaCreateServiceMock';
diff --git a/packages/backend-test-utils/src/wiring/TestBackend.ts b/packages/backend-test-utils/src/wiring/TestBackend.ts
index 43a63a49e5..11decb883d 100644
--- a/packages/backend-test-utils/src/wiring/TestBackend.ts
+++ b/packages/backend-test-utils/src/wiring/TestBackend.ts
@@ -43,6 +43,7 @@ import { HostDiscovery } from '@backstage/backend-defaults/discovery';
 import {
   actionsRegistryServiceMock,
   actionsServiceMock,
+  metricsServiceMock,
 } from '../alpha/services';
 
 /** @public */
@@ -92,6 +93,7 @@ export const defaultServiceFactories = [
   // Alpha services
   actionsRegistryServiceMock.factory(),
   actionsServiceMock.factory(),
+  metricsServiceMock.factory(),
 ];
 
 /**
diff --git a/plugins/catalog-backend/src/database/DefaultProcessingDatabase.test.ts b/plugins/catalog-backend/src/database/DefaultProcessingDatabase.test.ts
index 790762a428..b9f3599b19 100644
--- a/plugins/catalog-backend/src/database/DefaultProcessingDatabase.test.ts
+++ b/plugins/catalog-backend/src/database/DefaultProcessingDatabase.test.ts
@@ -36,6 +36,7 @@ import { createRandomProcessingInterval } from '../processing/refresh';
 import { timestampToDateTime } from './conversion';
 import { generateStableHash } from './util';
 import { LoggerService } from '@backstage/backend-plugin-api';
+import { metricsServiceMock } from '@backstage/backend-test-utils/alpha';
 
 jest.setTimeout(60_000);
 
@@ -59,6 +60,7 @@ describe('DefaultProcessingDatabase', () => {
           maxSeconds: 150,
         }),
         events: mockServices.events.mock(),
+        metrics: metricsServiceMock.mock(),
       }),
     };
   }
diff --git a/plugins/catalog-backend/src/database/DefaultProcessingDatabase.ts b/plugins/catalog-backend/src/database/DefaultProcessingDatabase.ts
index a421ca19b2..264c11055d 100644
--- a/plugins/catalog-backend/src/database/DefaultProcessingDatabase.ts
+++ b/plugins/catalog-backend/src/database/DefaultProcessingDatabase.ts
@@ -47,6 +47,7 @@ import { DateTime } from 'luxon';
 import { CATALOG_CONFLICTS_TOPIC } from '../constants';
 import { CatalogConflictEventPayload } from '../catalog/types';
 import { LoggerService } from '@backstage/backend-plugin-api';
+import { MetricsService } from '@backstage/backend-plugin-api/alpha';
 
 // The number of items that are sent per batch to the database layer, when
 // doing .batchInsert calls to knex. This needs to be low enough to not cause
@@ -60,6 +61,7 @@ export class DefaultProcessingDatabase implements ProcessingDatabase {
     logger: LoggerService;
     refreshInterval: ProcessingIntervalFunction;
     events: EventsService;
+    metrics: MetricsService;
   };
 
   constructor(options: {
@@ -67,9 +69,10 @@ export class DefaultProcessingDatabase implements ProcessingDatabase {
     logger: LoggerService;
     refreshInterval: ProcessingIntervalFunction;
     events: EventsService;
+    metrics: MetricsService;
   }) {
     this.options = options;
-    initDatabaseMetrics(options.database);
+    initDatabaseMetrics(options.database, options.metrics);
   }
 
   async updateProcessedEntity(
diff --git a/plugins/catalog-backend/src/database/metrics.ts b/plugins/catalog-backend/src/database/metrics.ts
index 809405d69f..f6a1464b3a 100644
--- a/plugins/catalog-backend/src/database/metrics.ts
+++ b/plugins/catalog-backend/src/database/metrics.ts
@@ -17,12 +17,12 @@
 import { Knex } from 'knex';
 import { createGaugeMetric } from '../util/metrics';
 import { DbRelationsRow, DbLocationsRow, DbSearchRow } from './tables';
-import { metrics } from '@opentelemetry/api';
+import { MetricsService } from '@backstage/backend-plugin-api/alpha';
 
-export function initDatabaseMetrics(knex: Knex) {
+export function initDatabaseMetrics(knex: Knex, metrics: MetricsService) {
   const seenProm = new Set<string>();
   const seen = new Set<string>();
-  const meter = metrics.getMeter('default');
+
   return {
     entities_count_prom: createGaugeMetric({
       name: 'catalog_entities_count',
@@ -69,7 +69,7 @@ export function initDatabaseMetrics(knex: Knex) {
         this.set(Number(total[0].count));
       },
     }),
-    entities_count: meter
+    entities_count: metrics
       .createObservableGauge('catalog_entities_count', {
         description: 'Total amount of entities in the catalog',
       })
@@ -93,7 +93,7 @@ export function initDatabaseMetrics(knex: Knex) {
           }
         });
       }),
-    registered_locations: meter
+    registered_locations: metrics
       .createObservableGauge('catalog_registered_locations_count', {
         description: 'Total amount of registered locations in the catalog',
       })
@@ -113,7 +113,7 @@ export function initDatabaseMetrics(knex: Knex) {
           gauge.observe(Number(total[0].count));
         }
       }),
-    relations: meter
+    relations: metrics
       .createObservableGauge('catalog_relations_count', {
         description: 'Total amount of relations between entities',
       })
diff --git a/plugins/catalog-backend/src/processing/DefaultCatalogProcessingEngine.test.ts b/plugins/catalog-backend/src/processing/DefaultCatalogProcessingEngine.test.ts
index ae23830712..88829fc448 100644
--- a/plugins/catalog-backend/src/processing/DefaultCatalogProcessingEngine.test.ts
+++ b/plugins/catalog-backend/src/processing/DefaultCatalogProcessingEngine.test.ts
@@ -23,6 +23,7 @@ import { CatalogProcessingOrchestrator } from './types';
 import { Stitcher } from '../stitching/types';
 import { ConfigReader } from '@backstage/config';
 import { mockServices } from '@backstage/backend-test-utils';
+import { metricsServiceMock } from '@backstage/backend-test-utils/alpha';
 
 describe('DefaultCatalogProcessingEngine', () => {
   const db = {
@@ -72,6 +73,7 @@ describe('DefaultCatalogProcessingEngine', () => {
       createHash: () => hash,
       scheduler: mockServices.scheduler(),
       events: mockServices.events.mock(),
+      metrics: metricsServiceMock.mock(),
     });
 
     db.transaction.mockImplementation(cb => cb((() => {}) as any));
@@ -141,6 +143,7 @@ describe('DefaultCatalogProcessingEngine', () => {
       scheduler: mockServices.scheduler(),
       createHash: () => hash,
       events: mockServices.events.mock(),
+      metrics: metricsServiceMock.mock(),
     });
 
     db.transaction.mockImplementation(cb => cb((() => {}) as any));
@@ -226,6 +229,7 @@ describe('DefaultCatalogProcessingEngine', () => {
       scheduler: mockServices.scheduler(),
       createHash: () => hash,
       events: mockServices.events.mock(),
+      metrics: metricsServiceMock.mock(),
     });
 
     db.transaction.mockImplementation(cb => cb((() => {}) as any));
@@ -305,6 +309,7 @@ describe('DefaultCatalogProcessingEngine', () => {
       scheduler: mockServices.scheduler(),
       createHash: () => hash,
       events: mockServices.events.mock(),
+      metrics: metricsServiceMock.mock(),
     });
 
     db.transaction.mockImplementation(cb => cb((() => {}) as any));
@@ -367,6 +372,7 @@ describe('DefaultCatalogProcessingEngine', () => {
       createHash: () => hash,
       pollingIntervalMs: 100,
       events: mockServices.events.mock(),
+      metrics: metricsServiceMock.mock(),
     });
 
     db.transaction.mockImplementation(cb => cb((() => {}) as any));
@@ -484,6 +490,7 @@ describe('DefaultCatalogProcessingEngine', () => {
       createHash: () => hash,
       pollingIntervalMs: 100,
       events: mockServices.events.mock(),
+      metrics: metricsServiceMock.mock(),
     });
 
     db.transaction.mockImplementation(cb => cb((() => {}) as any));
@@ -591,6 +598,7 @@ describe('DefaultCatalogProcessingEngine', () => {
       createHash: () => hash,
       pollingIntervalMs: 100,
       events: mockServices.events.mock(),
+      metrics: metricsServiceMock.mock(),
     });
 
     db.transaction.mockImplementation(cb => cb((() => {}) as any));
@@ -676,6 +684,7 @@ describe('DefaultCatalogProcessingEngine', () => {
       createHash: () => hash,
       pollingIntervalMs: 100,
       events: mockServices.events.mock(),
+      metrics: metricsServiceMock.mock(),
     });
 
     db.transaction.mockImplementation(cb => cb((() => {}) as any));
@@ -766,6 +775,7 @@ describe('DefaultCatalogProcessingEngine', () => {
       createHash: () => hash,
       pollingIntervalMs: 100,
       events: mockServices.events.mock(),
+      metrics: metricsServiceMock.mock(),
     });
 
     db.transaction.mockImplementation(cb => cb((() => {}) as any));
diff --git a/plugins/catalog-backend/src/processing/DefaultCatalogProcessingEngine.ts b/plugins/catalog-backend/src/processing/DefaultCatalogProcessingEngine.ts
index 3bcd4fcf44..9416fceea1 100644
--- a/plugins/catalog-backend/src/processing/DefaultCatalogProcessingEngine.ts
+++ b/plugins/catalog-backend/src/processing/DefaultCatalogProcessingEngine.ts
@@ -23,7 +23,7 @@ import { assertError, serializeError, stringifyError } from '@backstage/errors';
 import { Hash } from 'node:crypto';
 import stableStringify from 'fast-json-stable-stringify';
 import { Knex } from 'knex';
-import { metrics, trace } from '@opentelemetry/api';
+import { trace } from '@opentelemetry/api';
 import { ProcessingDatabase, RefreshStateItem } from '../database/types';
 import { createCounterMetric, createSummaryMetric } from '../util/metrics';
 import { CatalogProcessingOrchestrator, EntityProcessingResult } from './types';
@@ -39,6 +39,7 @@ import { deleteOrphanedEntities } from '../database/operations/util/deleteOrphan
 import { EventsService } from '@backstage/plugin-events-node';
 import { CATALOG_ERRORS_TOPIC } from '../constants';
 import { LoggerService, SchedulerService } from '@backstage/backend-plugin-api';
+import { MetricsService } from '@backstage/backend-plugin-api/alpha';
 
 const CACHE_TTL = 5;
 
@@ -94,6 +95,7 @@ export class DefaultCatalogProcessingEngine {
     }) => Promise<void> | void;
     tracker?: ProgressTracker;
     events: EventsService;
+    metrics: MetricsService;
   }) {
     this.config = options.config;
     this.scheduler = options.scheduler;
@@ -106,7 +108,7 @@ export class DefaultCatalogProcessingEngine {
     this.pollingIntervalMs = options.pollingIntervalMs ?? 1_000;
     this.orphanCleanupIntervalMs = options.orphanCleanupIntervalMs ?? 30_000;
     this.onProcessingError = options.onProcessingError;
-    this.tracker = options.tracker ?? progressTracker();
+    this.tracker = options.tracker ?? progressTracker(options.metrics);
     this.events = options.events;
 
     this.stopFunc = undefined;
@@ -386,7 +388,7 @@ export class DefaultCatalogProcessingEngine {
 }
 
 // Helps wrap the timing and logging behaviors
-function progressTracker() {
+function progressTracker(metrics: MetricsService) {
   // prom-client metrics are deprecated in favour of OpenTelemetry metrics.
   const promProcessedEntities = createCounterMetric({
     name: 'catalog_processed_entities_count',
@@ -408,13 +410,12 @@ function progressTracker() {
     help: 'The amount of delay between being scheduled for processing, and the start of actually being processed, DEPRECATED, use OpenTelemetry metrics instead',
   });
 
-  const meter = metrics.getMeter('default');
-  const processedEntities = meter.createCounter(
+  const processedEntities = metrics.createCounter(
     'catalog.processed.entities.count',
     { description: 'Amount of entities processed' },
   );
 
-  const processingDuration = meter.createHistogram(
+  const processingDuration = metrics.createHistogram(
     'catalog.processing.duration',
     {
       description: 'Time spent executing the full processing flow',
@@ -422,7 +423,7 @@ function progressTracker() {
     },
   );
 
-  const processorsDuration = meter.createHistogram(
+  const processorsDuration = metrics.createHistogram(
     'catalog.processors.duration',
     {
       description: 'Time spent executing catalog processors',
@@ -430,7 +431,7 @@ function progressTracker() {
     },
   );
 
-  const processingQueueDelay = meter.createHistogram(
+  const processingQueueDelay = metrics.createHistogram(
     'catalog.processing.queue.delay',
     {
       description:
diff --git a/plugins/catalog-backend/src/service/CatalogBuilder.ts b/plugins/catalog-backend/src/service/CatalogBuilder.ts
index e3d0c26b0f..d0f2442f0c 100644
--- a/plugins/catalog-backend/src/service/CatalogBuilder.ts
+++ b/plugins/catalog-backend/src/service/CatalogBuilder.ts
@@ -117,6 +117,7 @@ import {
 import { filterAndSortProcessors, filterProviders } from './util';
 import { GenericScmEventRefreshProvider } from '../providers/GenericScmEventRefreshProvider';
 import { readScmEventHandlingConfig } from '../util/readScmEventHandlingConfig';
+import { MetricsService } from '@backstage/backend-plugin-api/alpha';
 
 export type CatalogEnvironment = {
   logger: LoggerService;
@@ -131,6 +132,7 @@ export type CatalogEnvironment = {
   auditor: AuditorService;
   events: EventsService;
   catalogScmEvents: CatalogScmEventsService;
+  metrics: MetricsService;
 };
 
 /**
@@ -429,6 +431,7 @@ export class CatalogBuilder {
       httpAuth,
       events,
       catalogScmEvents,
+      metrics,
     } = this.env;
 
     const enableRelationsCompatibility = Boolean(
@@ -448,6 +451,7 @@ export class CatalogBuilder {
     const stitcher = DefaultStitcher.fromConfig(config, {
       knex: dbClient,
       logger,
+      metrics,
     });
 
     const processingDatabase = new DefaultProcessingDatabase({
@@ -455,6 +459,7 @@ export class CatalogBuilder {
       logger,
       events,
       refreshInterval: this.processingInterval,
+      metrics,
     });
     const providerDatabase = new DefaultProviderDatabase({
       database: dbClient,
@@ -577,6 +582,7 @@ export class CatalogBuilder {
         this.onProcessingError?.(event);
       },
       events,
+      metrics,
     });
 
     const locationAnalyzer =
diff --git a/plugins/catalog-backend/src/service/CatalogPlugin.ts b/plugins/catalog-backend/src/service/CatalogPlugin.ts
index a032fd732e..915dd80dd9 100644
--- a/plugins/catalog-backend/src/service/CatalogPlugin.ts
+++ b/plugins/catalog-backend/src/service/CatalogPlugin.ts
@@ -43,10 +43,12 @@ import {
 } from '@backstage/plugin-catalog-node/alpha';
 import { eventsServiceRef } from '@backstage/plugin-events-node';
 import { Permission } from '@backstage/plugin-permission-common';
-import { metrics } from '@opentelemetry/api';
 import { merge } from 'lodash';
 import { CatalogBuilder } from './CatalogBuilder';
-import { actionsRegistryServiceRef } from '@backstage/backend-plugin-api/alpha';
+import {
+  actionsRegistryServiceRef,
+  metricsServiceRef,
+} from '@backstage/backend-plugin-api/alpha';
 import { createCatalogActions } from '../actions';
 import type { EntityProviderEntry } from '../processing/connectEntityProviders';
 
@@ -220,6 +222,7 @@ export const catalogPlugin = createBackendPlugin({
         catalog: catalogServiceRef,
         actionsRegistry: actionsRegistryServiceRef,
         catalogScmEvents: catalogScmEventsServiceRef,
+        metrics: metricsServiceRef,
       },
       async init({
         logger,
@@ -238,6 +241,7 @@ export const catalogPlugin = createBackendPlugin({
         auditor,
         events,
         catalogScmEvents,
+        metrics,
       }) {
         const builder = await CatalogBuilder.create({
           config,
@@ -252,6 +256,7 @@ export const catalogPlugin = createBackendPlugin({
           auditor,
           events,
           catalogScmEvents,
+          metrics,
         });
 
         if (onProcessingError) {
@@ -303,9 +308,7 @@ export const catalogPlugin = createBackendPlugin({
           actionsRegistry,
         });
 
-        // Track SCM event message counts as a metric
-        const meter = metrics.getMeter('default');
-        const scmEventsMessagesCounter = meter.createCounter<{
+        const scmEventsMessagesCounter = metrics.createCounter<{
           eventType: string;
         }>('catalog.events.scm.messages', {
           description:
diff --git a/plugins/catalog-backend/src/service/DefaultRefreshService.test.ts b/plugins/catalog-backend/src/service/DefaultRefreshService.test.ts
index fffe2467b5..00ce749b4a 100644
--- a/plugins/catalog-backend/src/service/DefaultRefreshService.test.ts
+++ b/plugins/catalog-backend/src/service/DefaultRefreshService.test.ts
@@ -38,6 +38,7 @@ import { DefaultRefreshService } from './DefaultRefreshService';
 import { ConfigReader } from '@backstage/config';
 import { DefaultStitcher } from '../stitching/DefaultStitcher';
 import { LoggerService } from '@backstage/backend-plugin-api';
+import { metricsServiceMock } from '@backstage/backend-test-utils/alpha';
 
 jest.setTimeout(60_000);
 
@@ -58,6 +59,7 @@ describe('DefaultRefreshService', () => {
         logger,
         refreshInterval: () => 100,
         events: mockServices.events.mock(),
+        metrics: metricsServiceMock.mock(),
       }),
       catalogDb: new DefaultCatalogDatabase({
         database: knex,
@@ -115,6 +117,7 @@ describe('DefaultRefreshService', () => {
     const stitcher = DefaultStitcher.fromConfig(new ConfigReader({}), {
       knex,
       logger: defaultLogger,
+      metrics: metricsServiceMock.mock(),
     });
     const engine = new DefaultCatalogProcessingEngine({
       config: new ConfigReader({}),
@@ -164,6 +167,7 @@ describe('DefaultRefreshService', () => {
       createHash: () => createHash('sha1'),
       pollingIntervalMs: 50,
       events: mockServices.events.mock(),
+      metrics: metricsServiceMock.mock(),
     });
 
     return engine;
diff --git a/plugins/catalog-backend/src/stitching/DefaultStitcher.test.ts b/plugins/catalog-backend/src/stitching/DefaultStitcher.test.ts
index 251aaa9080..88acf68dd3 100644
--- a/plugins/catalog-backend/src/stitching/DefaultStitcher.test.ts
+++ b/plugins/catalog-backend/src/stitching/DefaultStitcher.test.ts
@@ -25,6 +25,7 @@ import {
   DbSearchRow,
 } from '../database/tables';
 import { DefaultStitcher } from './DefaultStitcher';
+import { metricsServiceMock } from '@backstage/backend-test-utils/alpha';
 
 jest.setTimeout(60_000);
 
@@ -42,6 +43,7 @@ describe('Stitcher', () => {
         knex: db,
         logger,
         strategy: { mode: 'immediate' },
+        metrics: metricsServiceMock.mock(),
       });
       let entities: DbFinalEntitiesRow[];
       let entity: Entity;
diff --git a/plugins/catalog-backend/src/stitching/DefaultStitcher.ts b/plugins/catalog-backend/src/stitching/DefaultStitcher.ts
index 14b3eca0d4..e7848961a6 100644
--- a/plugins/catalog-backend/src/stitching/DefaultStitcher.ts
+++ b/plugins/catalog-backend/src/stitching/DefaultStitcher.ts
@@ -31,6 +31,7 @@ import {
   stitchingStrategyFromConfig,
 } from './types';
 import { LoggerService } from '@backstage/backend-plugin-api';
+import { MetricsService } from '@backstage/backend-plugin-api/alpha';
 
 type DeferredStitchItem = Awaited<
   ReturnType<typeof getDeferredStitchableEntities>
@@ -55,11 +56,13 @@ export class DefaultStitcher implements Stitcher {
     options: {
       knex: Knex;
       logger: LoggerService;
+      metrics: MetricsService;
     },
   ): DefaultStitcher {
     return new DefaultStitcher({
       knex: options.knex,
       logger: options.logger,
+      metrics: options.metrics,
       strategy: stitchingStrategyFromConfig(config),
     });
   }
@@ -67,12 +70,17 @@ export class DefaultStitcher implements Stitcher {
   constructor(options: {
     knex: Knex;
     logger: LoggerService;
+    metrics: MetricsService;
     strategy: StitchingStrategy;
   }) {
     this.knex = options.knex;
     this.logger = options.logger;
     this.strategy = options.strategy;
-    this.tracker = progressTracker(options.knex, options.logger);
+    this.tracker = progressTracker(
+      options.knex,
+      options.logger,
+      options.metrics,
+    );
   }
 
   async stitch(options: {
diff --git a/plugins/catalog-backend/src/stitching/progressTracker.ts b/plugins/catalog-backend/src/stitching/progressTracker.ts
index 9e00a1a01b..f460a17a51 100644
--- a/plugins/catalog-backend/src/stitching/progressTracker.ts
+++ b/plugins/catalog-backend/src/stitching/progressTracker.ts
@@ -15,31 +15,33 @@
  */
 
 import { stringifyError } from '@backstage/errors';
-import { metrics } from '@opentelemetry/api';
 import { Knex } from 'knex';
 import { DateTime } from 'luxon';
 import { DbRefreshStateRow } from '../database/tables';
 import { createCounterMetric } from '../util/metrics';
 import { LoggerService } from '@backstage/backend-plugin-api';
+import { MetricsService } from '@backstage/backend-plugin-api/alpha';
 
 // Helps wrap the timing and logging behaviors
-export function progressTracker(knex: Knex, logger: LoggerService) {
+export function progressTracker(
+  knex: Knex,
+  logger: LoggerService,
+  metrics: MetricsService,
+) {
   // prom-client metrics are deprecated in favour of OpenTelemetry metrics.
   const promStitchedEntities = createCounterMetric({
     name: 'catalog_stitched_entities_count',
     help: 'Amount of entities stitched. DEPRECATED, use OpenTelemetry metrics instead',
   });
 
-  const meter = metrics.getMeter('default');
-
-  const stitchedEntities = meter.createCounter(
+  const stitchedEntities = metrics.createCounter(
     'catalog.stitched.entities.count',
     {
       description: 'Amount of entities stitched',
     },
   );
 
-  const stitchingDuration = meter.createHistogram(
+  const stitchingDuration = metrics.createHistogram(
     'catalog.stitching.duration',
     {
       description: 'Time spent executing the full stitching flow',
@@ -47,7 +49,7 @@ export function progressTracker(knex: Knex, logger: LoggerService) {
     },
   );
 
-  const stitchingQueueCount = meter.createObservableGauge(
+  const stitchingQueueCount = metrics.createObservableGauge(
     'catalog.stitching.queue.length',
     { description: 'Number of entities currently in the stitching queue' },
   );
@@ -58,7 +60,7 @@ export function progressTracker(knex: Knex, logger: LoggerService) {
     result.observe(Number(total[0].count));
   });
 
-  const stitchingQueueDelay = meter.createHistogram(
+  const stitchingQueueDelay = metrics.createHistogram(
     'catalog.stitching.queue.delay',
     {
       description:
diff --git a/plugins/catalog-backend/src/tests/integration.test.ts b/plugins/catalog-backend/src/tests/integration.test.ts
index a213d41efb..d03a23f896 100644
--- a/plugins/catalog-backend/src/tests/integration.test.ts
+++ b/plugins/catalog-backend/src/tests/integration.test.ts
@@ -56,6 +56,7 @@ import { mockServices, TestDatabases } from '@backstage/backend-test-utils';
 import { LoggerService } from '@backstage/backend-plugin-api';
 import { entitiesResponseToObjects } from '../service/response';
 import { deleteOrphanedEntities } from '../database/operations/util/deleteOrphanedEntities';
+import { metricsServiceMock } from '@backstage/backend-test-utils/alpha';
 
 const voidLogger = mockServices.logger.mock();
 
@@ -248,6 +249,7 @@ class TestHarness {
       logger,
       events: mockServices.events.mock(),
       refreshInterval: () => 0.05,
+      metrics: metricsServiceMock.mock(),
     });
 
     const integrations = ScmIntegrations.fromConfig(config);
@@ -280,6 +282,7 @@ class TestHarness {
     const stitcher = DefaultStitcher.fromConfig(config, {
       knex: options.db,
       logger,
+      metrics: metricsServiceMock.mock(),
     });
     const catalog = new DefaultEntitiesCatalog({
       database: options.db,
@@ -306,6 +309,7 @@ class TestHarness {
       },
       tracker: proxyProgressTracker,
       events: mockServices.events.mock(),
+      metrics: metricsServiceMock.mock(),
     });
 
     const refresh = new DefaultRefreshService({ database: catalogDatabase });
diff --git a/plugins/catalog-backend/src/tests/performance/getProcessableEntitiesPerformance.test.ts b/plugins/catalog-backend/src/tests/performance/getProcessableEntitiesPerformance.test.ts
index 6efa3abbc7..53991e4416 100644
--- a/plugins/catalog-backend/src/tests/performance/getProcessableEntitiesPerformance.test.ts
+++ b/plugins/catalog-backend/src/tests/performance/getProcessableEntitiesPerformance.test.ts
@@ -19,6 +19,7 @@ import { Knex } from 'knex';
 import { DefaultProcessingDatabase } from '../../database/DefaultProcessingDatabase';
 import { applyDatabaseMigrations } from '../../database/migrations';
 import { describePerformanceTest, performanceTraceEnabled } from './lib/env';
+import { metricsServiceMock } from '@backstage/backend-test-utils/alpha';
 
 // #region Helpers
 
@@ -81,6 +82,7 @@ describePerformanceTest('getProcessableEntities', () => {
           logger: mockServices.logger.mock(),
           events: mockServices.events.mock(),
           refreshInterval: () => 0,
+          metrics: metricsServiceMock.mock(),
         });
 
         const start = Date.now();