diff --git a/blueprints/admin/routes_social.py b/blueprints/admin/routes_social.py
index c662519..38c48c6 100644
--- a/blueprints/admin/routes_social.py
+++ b/blueprints/admin/routes_social.py
@@ -992,7 +992,7 @@ def _run_enrichment_background(company_ids):
                             elif platform_name == 'instagram':
                                 profile_result['reason'] = 'Instagram wymaga logowania. Podłącz Meta API (OAuth), aby pobierać dane.'
                             elif platform_name == 'linkedin':
-                                profile_result['reason'] = 'LinkedIn blokuje dostęp publiczny dla botów.'
+                                profile_result['reason'] = 'LinkedIn blokuje boty (3 próby z opóźnieniem). Wyniki mogą się różnić między skanami.'
                             else:
                                 profile_result['reason'] = f'{profile.platform} — brak danych publicznych do pobrania.'
 
diff --git a/scripts/social_media_audit.py b/scripts/social_media_audit.py
index 0b4fc3e..7feaa3f 100644
--- a/scripts/social_media_audit.py
+++ b/scripts/social_media_audit.py
@@ -1201,28 +1201,51 @@ class SocialProfileEnricher:
         return result
 
     def _enrich_linkedin(self, url: str) -> Dict[str, Any]:
-        """Enrich LinkedIn company page data."""
+        """Enrich LinkedIn company page data.
+
+        LinkedIn aggressively blocks bots — retries with random delays
+        to improve success rate. Returns empty dict if all attempts fail.
+        """
+        import random
+
         result = {}
-        try:
-            resp = self.session.get(url, timeout=REQUEST_TIMEOUT)
-            if resp.status_code == 200:
-                html = resp.text
-                og_desc = re.search(r'<meta\s+(?:property|name)="og:description"\s+content="([^"]+)"', html)
-                if og_desc:
-                    desc = og_desc.group(1).strip()
-                    # LinkedIn descriptions often have follower count
-                    followers_match = re.search(r'([\d,\.]+)\s+followers', desc, re.IGNORECASE)
-                    if followers_match:
-                        result['followers_count'] = self._parse_count(followers_match.group(1))
-                    result['profile_description'] = desc[:500]
-                    result['has_bio'] = True
-                og_img = re.search(r'<meta\s+(?:property|name)="og:image"\s+content="([^"]+)"', html)
-                result['has_profile_photo'] = bool(og_img)
-                name_match = re.search(r'<meta\s+(?:property|name)="og:title"\s+content="([^"]+)"', html)
-                if name_match:
-                    result['page_name'] = name_match.group(1)
-        except Exception as e:
-            logger.debug(f"LinkedIn enrichment failed: {e}")
+        max_retries = 3
+        for attempt in range(max_retries):
+            try:
+                if attempt > 0:
+                    delay = random.uniform(2, 5)
+                    time.sleep(delay)
+                resp = self.session.get(url, timeout=REQUEST_TIMEOUT)
+                if resp.status_code == 200:
+                    html = resp.text
+                    # Check if LinkedIn returned a login wall instead of data
+                    if 'authwall' in html[:2000].lower() or 'sign in' in html[:2000].lower():
+                        logger.debug(f"LinkedIn authwall on attempt {attempt+1} for {url}")
+                        continue
+                    og_desc = re.search(r'<meta\s+(?:property|name)="og:description"\s+content="([^"]+)"', html)
+                    if og_desc:
+                        desc = og_desc.group(1).strip()
+                        # LinkedIn descriptions often have follower count
+                        followers_match = re.search(r'([\d,\.]+)\s+(?:followers|obserwujących)', desc, re.IGNORECASE)
+                        if followers_match:
+                            result['followers_count'] = self._parse_count(followers_match.group(1))
+                        result['profile_description'] = desc[:500]
+                        result['has_bio'] = True
+                    og_img = re.search(r'<meta\s+(?:property|name)="og:image"\s+content="([^"]+)"', html)
+                    result['has_profile_photo'] = bool(og_img)
+                    name_match = re.search(r'<meta\s+(?:property|name)="og:title"\s+content="([^"]+)"', html)
+                    if name_match:
+                        result['page_name'] = name_match.group(1)
+                    if result:
+                        break  # Got data, no need to retry
+                elif resp.status_code in (429, 999):
+                    logger.debug(f"LinkedIn rate-limited ({resp.status_code}) attempt {attempt+1} for {url}")
+                    continue
+                else:
+                    logger.debug(f"LinkedIn HTTP {resp.status_code} attempt {attempt+1} for {url}")
+                    break  # Non-retryable status
+            except Exception as e:
+                logger.debug(f"LinkedIn enrichment attempt {attempt+1} failed: {e}")
         return result
 
     def _enrich_tiktok(self, url: str) -> Dict[str, Any]: