diff --git a/packages/google-cloud-serverless/package.json b/packages/google-cloud-serverless/package.json
index 31e6a3d823b2..893c6c9b3894 100644
--- a/packages/google-cloud-serverless/package.json
+++ b/packages/google-cloud-serverless/package.json
@@ -41,6 +41,7 @@
     "access": "public"
   },
   "dependencies": {
+    "@sentry/conventions": "^0.16.0",
     "@sentry/core": "10.67.0",
     "@sentry/node": "10.67.0"
   },
diff --git a/packages/google-cloud-serverless/src/integrations/google-cloud-http.ts b/packages/google-cloud-serverless/src/integrations/google-cloud-http.ts
index d3e6fe11655f..0852a53d540c 100644
--- a/packages/google-cloud-serverless/src/integrations/google-cloud-http.ts
+++ b/packages/google-cloud-serverless/src/integrations/google-cloud-http.ts
@@ -1,9 +1,13 @@
 import type * as common from '@google-cloud/common';
+import { HTTP_REQUEST_METHOD, SENTRY_OP, SERVER_ADDRESS, URL_FULL } from '@sentry/conventions/attributes';
+import { WEB_SERVER_HTTP_CLIENT_SPAN_OP } from '@sentry/conventions/op';
 import type { Client, IntegrationFn } from '@sentry/core';
 import {
   defineIntegration,
   fill,
   getClient,
+  isURLObjectRelative,
+  parseStringToURLObject,
   SEMANTIC_ATTRIBUTE_SENTRY_ORIGIN,
   SentryNonRecordingSpan,
 } from '@sentry/core';
@@ -54,9 +58,12 @@ function wrapRequestFunction(orig: RequestFunction): RequestFunction {
       ? startInactiveSpan({
           name: `${httpMethod} ${reqOpts.uri}`,
           onlyIfParent: true,
-          op: `http.client.${identifyService(this.apiEndpoint)}`,
           attributes: {
+            [SENTRY_OP]: WEB_SERVER_HTTP_CLIENT_SPAN_OP,
             [SEMANTIC_ATTRIBUTE_SENTRY_ORIGIN]: 'auto.http.serverless',
+            [HTTP_REQUEST_METHOD]: httpMethod,
+            [SERVER_ADDRESS]: getServerAddress(this.apiEndpoint),
+            [URL_FULL]: reqOpts.uri,
           },
         })
       : new SentryNonRecordingSpan();
@@ -67,8 +74,8 @@ function wrapRequestFunction(orig: RequestFunction): RequestFunction {
   };
 }
 
-/** Identifies service by its base url */
-function identifyService(apiEndpoint: string): string {
-  const match = apiEndpoint.match(/^https:\/\/(\w+)\.googleapis.com$/);
-  return match?.[1] || apiEndpoint.replace(/^(http|https)?:\/\//, '');
+/** Extracts the host of the API endpoint the request is sent to */
+function getServerAddress(apiEndpoint: string): string {
+  const url = parseStringToURLObject(apiEndpoint);
+  return url && !isURLObjectRelative(url) ? url.host : apiEndpoint;
 }
diff --git a/packages/google-cloud-serverless/test/integrations/google-cloud-http.test.ts b/packages/google-cloud-serverless/test/integrations/google-cloud-http.test.ts
index f569a6980158..5f2e78905b47 100644
--- a/packages/google-cloud-serverless/test/integrations/google-cloud-http.test.ts
+++ b/packages/google-cloud-serverless/test/integrations/google-cloud-http.test.ts
@@ -1,4 +1,6 @@
 import { BigQuery } from '@google-cloud/bigquery';
+import { HTTP_REQUEST_METHOD, SENTRY_OP, SERVER_ADDRESS, URL_FULL } from '@sentry/conventions/attributes';
+import { WEB_SERVER_HTTP_CLIENT_SPAN_OP } from '@sentry/conventions/op';
 import { SEMANTIC_ATTRIBUTE_SENTRY_ORIGIN } from '@sentry/core';
 import { createTransport, NodeClient, setCurrentClient } from '@sentry/node';
 import * as fs from 'fs';
@@ -76,19 +78,25 @@ describe('GoogleCloudHttp tracing', () => {
       const resp = await bigquery.query('SELECT true AS foo');
       expect(resp).toEqual([[{ foo: true }]]);
       expect(mockStartInactiveSpan).toBeCalledWith({
-        op: 'http.client.bigquery',
         name: 'POST /jobs',
         onlyIfParent: true,
         attributes: {
+          [SENTRY_OP]: WEB_SERVER_HTTP_CLIENT_SPAN_OP,
           [SEMANTIC_ATTRIBUTE_SENTRY_ORIGIN]: 'auto.http.serverless',
+          [HTTP_REQUEST_METHOD]: 'POST',
+          [SERVER_ADDRESS]: 'bigquery.googleapis.com',
+          [URL_FULL]: '/jobs',
         },
       });
       expect(mockStartInactiveSpan).toBeCalledWith({
-        op: 'http.client.bigquery',
         name: expect.stringMatching(/^GET \/queries\/.+/),
         onlyIfParent: true,
         attributes: {
+          [SENTRY_OP]: WEB_SERVER_HTTP_CLIENT_SPAN_OP,
           [SEMANTIC_ATTRIBUTE_SENTRY_ORIGIN]: 'auto.http.serverless',
+          [HTTP_REQUEST_METHOD]: 'GET',
+          [SERVER_ADDRESS]: 'bigquery.googleapis.com',
+          [URL_FULL]: expect.stringMatching(/^\/queries\/.+/),
         },
       });
     });