diff --git a/.github/scripts/auto-label-pr/detectors.js b/.github/scripts/auto-label-pr/detectors.js
index 80d8847bc1f..832fcb41dba 100644
--- a/.github/scripts/auto-label-pr/detectors.js
+++ b/.github/scripts/auto-label-pr/detectors.js
@@ -7,6 +7,7 @@ const {
   hasDashboardChanges,
   hasGitHubActionsChanges,
 } = require('../detect-tags');
+const { loadCodeowners, getEffectiveOwners } = require('../codeowners');
 
 // Strategy: Merge branch detection
 async function detectMergeBranch(context) {
@@ -148,51 +149,15 @@ async function detectGitHubActionsChanges(changedFiles) {
 // Strategy: Code owner detection
 async function detectCodeOwner(github, context, changedFiles) {
   const labels = new Set();
-  const { owner, repo } = context.repo;
 
   try {
-    const { data: codeownersFile } = await github.rest.repos.getContent({
-      owner,
-      repo,
-      path: 'CODEOWNERS',
-    });
-
-    const codeownersContent = Buffer.from(codeownersFile.content, 'base64').toString('utf8');
+    const codeownersPatterns = loadCodeowners();
     const prAuthor = context.payload.pull_request.user.login;
 
-    const codeownersLines = codeownersContent.split('\n')
-      .map(line => line.trim())
-      .filter(line => line && !line.startsWith('#'));
-
-    const codeownersRegexes = codeownersLines.map(line => {
-      const parts = line.split(/\s+/);
-      const pattern = parts[0];
-      const owners = parts.slice(1);
-
-      let regex;
-      if (pattern.endsWith('*')) {
-        const dir = pattern.slice(0, -1);
-        regex = new RegExp(`^${dir.replace(/[.*+?^${}()|[\]\\]/g, '\\$&')}`);
-      } else if (pattern.includes('*')) {
-        // First escape all regex special chars except *, then replace * with .*
-        const regexPattern = pattern
-          .replace(/[.+?^${}()|[\]\\]/g, '\\$&')
-          .replace(/\*/g, '.*');
-        regex = new RegExp(`^${regexPattern}$`);
-      } else {
-        regex = new RegExp(`^${pattern.replace(/[.*+?^${}()|[\]\\]/g, '\\$&')}$`);
-      }
-
-      return { regex, owners };
-    });
-
-    for (const file of changedFiles) {
-      for (const { regex, owners } of codeownersRegexes) {
-        if (regex.test(file) && owners.some(owner => owner === `@${prAuthor}`)) {
-          labels.add('by-code-owner');
-          return labels;
-        }
-      }
+    // Check if PR author is a codeowner of any changed file
+    const effective = getEffectiveOwners(changedFiles, codeownersPatterns);
+    if (effective.users.has(prAuthor)) {
+      labels.add('by-code-owner');
     }
   } catch (error) {
     console.log('Failed to read or parse CODEOWNERS file:', error.message);
diff --git a/.github/scripts/codeowners.js b/.github/scripts/codeowners.js
new file mode 100644
index 00000000000..9a10391699e
--- /dev/null
+++ b/.github/scripts/codeowners.js
@@ -0,0 +1,143 @@
+// Shared CODEOWNERS parsing and matching utilities.
+//
+// Used by:
+//   - codeowner-review-request.yml
+//   - codeowner-approved-label.yml
+//   - auto-label-pr/detectors.js (detectCodeOwner)
+
+/**
+ * Convert a CODEOWNERS glob pattern to a RegExp.
+ *
+ * Handles **, *, and ? wildcards after escaping regex-special characters.
+ */
+function globToRegex(pattern) {
+  let regexStr = pattern
+    .replace(/([.+^=!:${}()|[\]\\])/g, '\\$1')
+    .replace(/\*\*/g, '\x00GLOBSTAR\x00')  // protect ** from next replace
+    .replace(/\*/g, '[^/]*')               // single star
+    .replace(/\x00GLOBSTAR\x00/g, '.*')    // restore globstar
+    .replace(/\?/g, '.');
+  return new RegExp('^' + regexStr + '$');
+}
+
+/**
+ * Parse raw CODEOWNERS file content into an array of
+ * { pattern, regex, owners } objects.
+ *
+ * Each `owners` entry is the raw string from the file (e.g. "@user" or
+ * "@esphome/core").
+ */
+function parseCodeowners(content) {
+  const lines = content
+    .split('\n')
+    .map(line => line.trim())
+    .filter(line => line && !line.startsWith('#'));
+
+  const patterns = [];
+  for (const line of lines) {
+    const parts = line.split(/\s+/);
+    if (parts.length < 2) continue;
+
+    const pattern = parts[0];
+    const owners = parts.slice(1);
+    const regex = globToRegex(pattern);
+    patterns.push({ pattern, regex, owners });
+  }
+  return patterns;
+}
+
+/**
+ * Fetch and parse the CODEOWNERS file via the GitHub API.
+ *
+ * @param {object} github  - octokit instance from actions/github-script
+ * @param {string} owner   - repo owner
+ * @param {string} repo    - repo name
+ * @param {string} [ref]   - git ref (SHA / branch) to read from
+ * @returns {Array<{pattern: string, regex: RegExp, owners: string[]}>}
+ */
+async function fetchCodeowners(github, owner, repo, ref) {
+  const params = { owner, repo, path: 'CODEOWNERS' };
+  if (ref) params.ref = ref;
+
+  const { data: file } = await github.rest.repos.getContent(params);
+  const content = Buffer.from(file.content, 'base64').toString('utf8');
+  return parseCodeowners(content);
+}
+
+/**
+ * Classify raw owner strings into individual users and teams.
+ *
+ * @param {string[]} rawOwners - e.g. ["@user1", "@esphome/core"]
+ * @returns {{ users: string[], teams: string[] }}
+ *   users  – login names without "@"
+ *   teams  – team slugs without the "org/" prefix
+ */
+function classifyOwners(rawOwners) {
+  const users = [];
+  const teams = [];
+  for (const o of rawOwners) {
+    const clean = o.startsWith('@') ? o.slice(1) : o;
+    if (clean.includes('/')) {
+      teams.push(clean.split('/')[1]);
+    } else {
+      users.push(clean);
+    }
+  }
+  return { users, teams };
+}
+
+/**
+ * For each file, find its effective codeowners using GitHub's
+ * "last match wins" semantics, then union across all files.
+ *
+ * @param {string[]} files              - list of file paths
+ * @param {Array}    codeownersPatterns  - from parseCodeowners / fetchCodeowners
+ * @returns {{ users: Set<string>, teams: Set<string>, matchedFileCount: number }}
+ */
+function getEffectiveOwners(files, codeownersPatterns) {
+  const users = new Set();
+  const teams = new Set();
+  let matchedFileCount = 0;
+
+  for (const file of files) {
+    // Last matching pattern wins for each file
+    let effectiveOwners = null;
+    for (const { regex, owners } of codeownersPatterns) {
+      if (regex.test(file)) {
+        effectiveOwners = owners;
+      }
+    }
+    if (effectiveOwners) {
+      matchedFileCount++;
+      const classified = classifyOwners(effectiveOwners);
+      for (const u of classified.users) users.add(u);
+      for (const t of classified.teams) teams.add(t);
+    }
+  }
+
+  return { users, teams, matchedFileCount };
+}
+
+/**
+ * Read and parse the CODEOWNERS file from disk.
+ *
+ * Use this when the repo is already checked out (avoids an API call).
+ *
+ * @param {string} [repoRoot='.'] - path to the repo root
+ * @returns {Array<{pattern: string, regex: RegExp, owners: string[]}>}
+ */
+function loadCodeowners(repoRoot = '.') {
+  const fs = require('fs');
+  const path = require('path');
+  const content = fs.readFileSync(path.join(repoRoot, 'CODEOWNERS'), 'utf8');
+  return parseCodeowners(content);
+}
+
+module.exports = {
+  globToRegex,
+  parseCodeowners,
+  fetchCodeowners,
+  loadCodeowners,
+  classifyOwners,
+  getEffectiveOwners
+};
diff --git a/.github/workflows/codeowner-approved-label.yml b/.github/workflows/codeowner-approved-label.yml
new file mode 100644
index 00000000000..217ae06419b
--- /dev/null
+++ b/.github/workflows/codeowner-approved-label.yml
@@ -0,0 +1,158 @@
+# This workflow adds/removes a 'code-owner-approved' label when a
+# component-specific codeowner approves (or dismisses) a PR.
+# This helps maintainers prioritize PRs that have codeowner sign-off.
+#
+# Only component-specific codeowners count — the catch-all @esphome/core
+# team is excluded so the label reflects domain-expert approval.
+
+name: Codeowner Approved Label
+
+on:
+  pull_request_review:
+    types: [submitted, dismissed]
+
+permissions:
+  pull-requests: write
+  contents: read
+
+jobs:
+  codeowner-approved:
+    name: Run
+    if: ${{ github.repository == 'esphome/esphome' }}
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout base branch
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          ref: ${{ github.event.pull_request.base.sha }}
+
+      - name: Check codeowner approval and update label
+        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
+        with:
+          script: |
+            const { loadCodeowners, getEffectiveOwners } = require('./.github/scripts/codeowners.js');
+
+            const owner = context.repo.owner;
+            const repo = context.repo.repo;
+            const pr_number = context.payload.pull_request.number;
+            const LABEL_NAME = 'code-owner-approved';
+
+            console.log(`Processing PR #${pr_number} for codeowner approval label`);
+
+            try {
+              // Get the list of changed files in this PR (with pagination)
+              const prFiles = await github.paginate(
+                github.rest.pulls.listFiles,
+                {
+                  owner,
+                  repo,
+                  pull_number: pr_number
+                }
+              );
+
+              const changedFiles = prFiles.map(file => file.filename);
+              console.log(`Found ${changedFiles.length} changed files`);
+
+              if (changedFiles.length === 0) {
+                console.log('No changed files found, skipping');
+                return;
+              }
+
+              // Parse CODEOWNERS from the checked-out base branch
+              const codeownersPatterns = loadCodeowners();
+
+              // Get effective owners using last-match-wins semantics
+              const effective = getEffectiveOwners(changedFiles, codeownersPatterns);
+
+              // Only keep individual component-specific codeowners (exclude teams)
+              const componentCodeowners = effective.users;
+
+              console.log(`Component-specific codeowners for changed files: ${Array.from(componentCodeowners).join(', ') || '(none)'}`);
+
+              if (componentCodeowners.size === 0) {
+                console.log('No component-specific codeowners found for changed files');
+                // Remove label if present since there are no component codeowners
+                try {
+                  await github.rest.issues.removeLabel({
+                    owner,
+                    repo,
+                    issue_number: pr_number,
+                    name: LABEL_NAME
+                  });
+                  console.log(`Removed '${LABEL_NAME}' label (no component codeowners)`);
+                } catch (error) {
+                  if (error.status !== 404) {
+                    console.log(`Failed to remove label: ${error.message}`);
+                  }
+                }
+                return;
+              }
+
+              // Get all reviews on the PR
+              const reviews = await github.paginate(
+                github.rest.pulls.listReviews,
+                {
+                  owner,
+                  repo,
+                  pull_number: pr_number
+                }
+              );
+
+              // Get the latest review per user (reviews are returned chronologically)
+              const latestReviewByUser = new Map();
+              for (const review of reviews) {
+                // Skip bot reviews and comment-only reviews
+                if (!review.user || review.user.type === 'Bot' || review.state === 'COMMENTED') continue;
+                latestReviewByUser.set(review.user.login, review);
+              }
+
+              // Check if any component-specific codeowner has an active approval
+              let hasCodeownerApproval = false;
+              for (const [login, review] of latestReviewByUser) {
+                if (review.state === 'APPROVED' && componentCodeowners.has(login)) {
+                  console.log(`Codeowner '${login}' has approved`);
+                  hasCodeownerApproval = true;
+                  break;
+                }
+              }
+
+              // Get current labels to check if label is already present
+              const { data: currentLabels } = await github.rest.issues.listLabelsOnIssue({
+                owner,
+                repo,
+                issue_number: pr_number
+              });
+              const hasLabel = currentLabels.some(label => label.name === LABEL_NAME);
+
+              if (hasCodeownerApproval && !hasLabel) {
+                // Add the label
+                await github.rest.issues.addLabels({
+                  owner,
+                  repo,
+                  issue_number: pr_number,
+                  labels: [LABEL_NAME]
+                });
+                console.log(`Added '${LABEL_NAME}' label`);
+              } else if (!hasCodeownerApproval && hasLabel) {
+                // Remove the label
+                try {
+                  await github.rest.issues.removeLabel({
+                    owner,
+                    repo,
+                    issue_number: pr_number,
+                    name: LABEL_NAME
+                  });
+                  console.log(`Removed '${LABEL_NAME}' label`);
+                } catch (error) {
+                  if (error.status !== 404) {
+                    console.log(`Failed to remove label: ${error.message}`);
+                  }
+                }
+              } else {
+                console.log(`Label already ${hasLabel ? 'present' : 'absent'}, no change needed`);
+              }
+
+            } catch (error) {
+              console.error(error);
+              core.setFailed(`Failed to process codeowner approval label: ${error.message}`);
+            }
diff --git a/.github/workflows/codeowner-review-request.yml b/.github/workflows/codeowner-review-request.yml
index 6f4351b2984..02bf0e4a29e 100644
--- a/.github/workflows/codeowner-review-request.yml
+++ b/.github/workflows/codeowner-review-request.yml
@@ -24,10 +24,17 @@ jobs:
     if: ${{ github.repository == 'esphome/esphome' && !github.event.pull_request.draft }}
     runs-on: ubuntu-latest
     steps:
+      - name: Checkout base branch
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+        with:
+          ref: ${{ github.event.pull_request.base.sha }}
+
       - name: Request reviews from component codeowners
         uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
         with:
           script: |
+            const { loadCodeowners, getEffectiveOwners } = require('./.github/scripts/codeowners.js');
+
             const owner = context.repo.owner;
             const repo = context.repo.repo;
             const pr_number = context.payload.pull_request.number;
@@ -38,12 +45,15 @@ jobs:
             const BOT_COMMENT_MARKER = '<!-- codeowner-review-request-bot -->';
 
             try {
-              // Get the list of changed files in this PR
-              const { data: files } = await github.rest.pulls.listFiles({
-                owner,
-                repo,
-                pull_number: pr_number
-              });
+              // Get the list of changed files in this PR (with pagination)
+              const files = await github.paginate(
+                github.rest.pulls.listFiles,
+                {
+                  owner,
+                  repo,
+                  pull_number: pr_number
+                }
+              );
 
               const changedFiles = files.map(file => file.filename);
               console.log(`Found ${changedFiles.length} changed files`);
@@ -53,32 +63,10 @@ jobs:
                 return;
               }
 
-              // Fetch CODEOWNERS file from root
-              const { data: codeownersFile } = await github.rest.repos.getContent({
-                owner,
-                repo,
-                path: 'CODEOWNERS',
-                ref: context.payload.pull_request.base.sha
-              });
-              const codeownersContent = Buffer.from(codeownersFile.content, 'base64').toString('utf8');
+              // Parse CODEOWNERS from the checked-out base branch
+              const codeownersPatterns = loadCodeowners();
 
-              // Parse CODEOWNERS file to extract all patterns and their owners
-              const codeownersLines = codeownersContent.split('\n')
-                .map(line => line.trim())
-                .filter(line => line && !line.startsWith('#'));
-
-              const codeownersPatterns = [];
-
-              // Convert CODEOWNERS pattern to regex (robust glob handling)
-              function globToRegex(pattern) {
-                // Escape regex special characters except for glob wildcards
-                let regexStr = pattern
-                  .replace(/([.+^=!:${}()|[\]\\])/g, '\\$1') // escape regex chars
-                  .replace(/\*\*/g, '.*') // globstar
-                  .replace(/\*/g, '[^/]*') // single star
-                  .replace(/\?/g, '.'); // question mark
-                return new RegExp('^' + regexStr + '$');
-              }
+              console.log(`Parsed ${codeownersPatterns.length} codeowner patterns`);
 
               // Helper function to create comment body
               function createCommentBody(reviewersList, teamsList, matchedFileCount, isSuccessful = true) {
@@ -93,50 +81,11 @@ jobs:
                 }
               }
 
-              for (const line of codeownersLines) {
-                const parts = line.split(/\s+/);
-                if (parts.length < 2) continue;
-
-                const pattern = parts[0];
-                const owners = parts.slice(1);
-
-                // Use robust glob-to-regex conversion
-                const regex = globToRegex(pattern);
-                codeownersPatterns.push({ pattern, regex, owners });
-              }
-
-              console.log(`Parsed ${codeownersPatterns.length} codeowner patterns`);
-
-              // Match changed files against CODEOWNERS patterns
-              const matchedOwners = new Set();
-              const matchedTeams = new Set();
-              const fileMatches = new Map(); // Track which files matched which patterns
-
-              for (const file of changedFiles) {
-                for (const { pattern, regex, owners } of codeownersPatterns) {
-                  if (regex.test(file)) {
-                    console.log(`File '${file}' matches pattern '${pattern}' with owners: ${owners.join(', ')}`);
-
-                    if (!fileMatches.has(file)) {
-                      fileMatches.set(file, []);
-                    }
-                    fileMatches.get(file).push({ pattern, owners });
-
-                    // Add owners to the appropriate set (remove @ prefix)
-                    for (const owner of owners) {
-                      const cleanOwner = owner.startsWith('@') ? owner.slice(1) : owner;
-                      if (cleanOwner.includes('/')) {
-                        // Team mention (org/team-name)
-                        const teamName = cleanOwner.split('/')[1];
-                        matchedTeams.add(teamName);
-                      } else {
-                        // Individual user
-                        matchedOwners.add(cleanOwner);
-                      }
-                    }
-                  }
-                }
-              }
+              // Match changed files against CODEOWNERS patterns using last-match-wins semantics
+              const effective = getEffectiveOwners(changedFiles, codeownersPatterns);
+              const matchedOwners = effective.users;
+              const matchedTeams = effective.teams;
+              const matchedFileCount = effective.matchedFileCount;
 
               if (matchedOwners.size === 0 && matchedTeams.size === 0) {
                 console.log('No codeowners found for any changed files');
@@ -170,11 +119,14 @@ jobs:
               }
 
               // Check for completed reviews to avoid re-requesting users who have already reviewed
-              const { data: reviews } = await github.rest.pulls.listReviews({
-                owner,
-                repo,
-                pull_number: pr_number
-              });
+              const reviews = await github.paginate(
+                github.rest.pulls.listReviews,
+                {
+                  owner,
+                  repo,
+                  pull_number: pr_number
+                }
+              );
 
               const reviewedUsers = new Set();
               reviews.forEach(review => {
@@ -247,7 +199,7 @@ jobs:
               }
 
               const totalReviewers = reviewersList.length + teamsList.length;
-              console.log(`Requesting reviews from ${reviewersList.length} users and ${teamsList.length} teams for ${fileMatches.size} matched files`);
+              console.log(`Requesting reviews from ${reviewersList.length} users and ${teamsList.length} teams for ${matchedFileCount} matched files`);
 
               // Request reviews
               try {
@@ -279,7 +231,7 @@ jobs:
 
                 // Only add a comment if there are new codeowners to mention (not previously pinged)
                 if (reviewersList.length > 0 || teamsList.length > 0) {
-                  const commentBody = createCommentBody(reviewersList, teamsList, fileMatches.size, true);
+                  const commentBody = createCommentBody(reviewersList, teamsList, matchedFileCount, true);
 
                   await github.rest.issues.createComment({
                     owner,
@@ -297,7 +249,7 @@ jobs:
 
                   // Only try to add a comment if there are new codeowners to mention
                   if (reviewersList.length > 0 || teamsList.length > 0) {
-                    const commentBody = createCommentBody(reviewersList, teamsList, fileMatches.size, false);
+                    const commentBody = createCommentBody(reviewersList, teamsList, matchedFileCount, false);
 
                     try {
                       await github.rest.issues.createComment({