diff --git a/app/normalize/movies.py b/app/normalize/movies.py
index 5dc01ca..dcad137 100644
--- a/app/normalize/movies.py
+++ b/app/normalize/movies.py
@@ -1,6 +1,7 @@
 """RawMovie → NormalizedMovie. Reuse normalize_studio/performer/tag z scenes.py."""
 from __future__ import annotations
 
+import re
 from dataclasses import dataclass, field
 from datetime import date
 
@@ -16,6 +17,24 @@ from app.normalize.scenes import (
 from app.normalize.text import clean_description, normalize, slugify, unescape_html
 
 
+# Okladki z sieci pandanetwork (i*.wp.com/pandanetwork.club/.../<numer>h.jpg) to kopie okladek
+# Adult Empire pod tym samym numerem produktu. Zrodlo oddaje juz 404, a pamiec podreczna wp.com
+# wygasa: 2026-10-12 40 z 40 losowych okladek martwych, zgloszenie 6799253d (Tushy Raw bez
+# okladek). Oryginal z Adult Empire jest pod numerem z nazwy pliku (sprawdzone wzrokowo i po
+# tytulach na probce).
+_PANDA_POSTER_RE = re.compile(r"pandanetwork\.club/.*/(\d{6,8})h(?:-\d)?\.jpe?g", re.IGNORECASE)
+
+
+def stable_poster_url(url: str | None) -> str | None:
+    if not url:
+        return url
+    m = _PANDA_POSTER_RE.search(url)
+    if not m:
+        return url
+    pid = m.group(1)
+    return f"https://imgs1cdn.adultempire.com/products/{pid[-2:]}/{pid}h.jpg"
+
+
 @dataclass
 class NormalizedMovie:
     external_id: str
@@ -55,7 +74,7 @@ def normalize_movie(raw: RawMovie) -> NormalizedMovie:
         director=raw.director,
         country=raw.country,
         rating=raw.rating,
-        poster_url=raw.poster_url,
+        poster_url=stable_poster_url(raw.poster_url),
         backdrop_url=raw.backdrop_url,
         url=raw.url,
         studio=normalize_studio(raw.studio) if raw.studio else None,