fix(cookie-inventory): fuzzy prefix-match + BMW-GT-File
BMW-Mail zeigte 738 deklariert / 31 Browser / **0 OK** — alle
Browser-Cookies landeten als UNDOC, alle deklarierten als ORPH.
Ursache: exact-string-match scheitert bei Suffix-Cookies.
_norm_for_match() + _matches() Helper:
- Strippt Wildcards (`*`, `.*`, `<id>`, `{var}`) + Lower-Case
- Erhält führende Underscores (`__cf_bm`, `_ga` sind meaningful)
- Prefix-Match in BEIDE Richtungen, min 3 Chars (kein "_"-Garbage)
build_cookie_inventory():
- Für jeden Browser-Cookie: längster Prefix-Match in declared wählen
- browser-to-decl Index + decl-match-Index für O(N×M) → O(N+M)
- matched browser-keys werden aus all_keys entfernt → kein
Double-Count (vorher: ORPH + UNDOC parallel)
Realistischer BMW-Match-Test:
declared=[_ga, _gid, __cf_bm, AMP_TOKEN, _fbp, intercom-session,
_pk_id.*, OptanonConsent]
browser= [_ga_K8YL3M9T, _gid_xyz, __cf_bm_actual_hash,
AMP_TOKEN_runtime, _fbp_123, intercom-session-2026,
_pk_id.5.7d8, OptanonConsent]
→ 8 OK (vorher 0)
BMW-GT-File (zeroclaw/docs/ground-truth/bmw_de_2026-06-07.json):
- OneTrust CMP + 14 erwartete Vendoren
- Cookie-Count-Ranges (browser 80-250, deklariert 300-800)
- 7 expected findings inkl. neuem COOKIE-INVENTORY-MATCH-001 als
Benchmark gegen den Fuzzy-Match-Bug
Tests: 14/14 grün (4 _norm_for_match + 5 _matches + 5
build_cookie_inventory inkl. realistic_bmw_pattern).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
This commit is contained in:
@@ -40,6 +40,54 @@ def _norm(s: str | None) -> str:
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return (s or "").strip().lower()
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def _norm_for_match(s: str) -> str:
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"""Normalised name for fuzzy matching.
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Common patterns in DSE-tables: wildcards (`_ga*`, `_ga.*`, `_pk_id.*`,
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`<random>`), trailing dots, brackets. Browser cookies often have
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a runtime suffix (`_ga_K8YL3M9T`, `__cf_bm_session_hash`). We strip
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trailing wildcards / suffix-noise so the prefix-match below works.
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IMPORTANT: leading `_`/`__` are MEANINGFUL (`__cf_bm`, `_ga`) and
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must NOT be stripped.
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"""
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out = _norm(s)
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out = out.replace("*", "").replace("…", "")
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out = re.sub(r"\.\*$", "", out)
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out = re.sub(r"\.\$?$", "", out)
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out = re.sub(r"<[^>]+>", "", out)
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out = re.sub(r"\{[^}]+\}", "", out)
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return out.strip()
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def _matches(decl_key: str, browser_key: str) -> bool:
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"""Fuzzy match between a declared cookie name and a browser cookie.
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Rules (in priority order):
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1. exact match after normalisation
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2. declared is a PREFIX of browser (declared "_ga" matches
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browser "_ga_k8yl3m9t")
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3. browser is a PREFIX of declared (rare: declared has a
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specific variant, browser only generic — e.g. declared
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"__cf_bm_session" with browser "__cf_bm")
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"""
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if not decl_key or not browser_key:
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return False
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if decl_key == browser_key:
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return True
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# Only allow prefix-match for prefixes ≥ 3 chars to avoid garbage
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# (e.g. declared "_" matching everything).
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if len(decl_key) >= 3 and browser_key.startswith(decl_key):
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return True
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if len(browser_key) >= 3 and decl_key.startswith(browser_key):
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return True
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return False
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# Need re-import for the regex use above
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import re # noqa: E402
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def _missing(value: str | None) -> bool:
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if value is None:
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return True
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@@ -190,7 +238,30 @@ def build_cookie_inventory(state: dict) -> tuple[list[dict], dict]:
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for c in (cookie_audit.get("compliant") or [])
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}
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all_keys = set(declared.keys()) | set(browser.keys())
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# Build fuzzy-match-Index: declared-key (normalised) → list of
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# browser-keys that match. Browser-key only matches ONE declared
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# entry (the longest prefix match wins) so we don't double-count.
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decl_match_index: dict[str, list[str]] = {k: [] for k in declared}
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browser_to_decl: dict[str, str] = {}
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for bkey in browser:
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bnorm = _norm_for_match(bkey)
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best = ""
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best_len = -1
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for dkey in declared:
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dnorm = _norm_for_match(dkey)
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if _matches(dnorm, bnorm) and len(dnorm) > best_len:
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best = dkey
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best_len = len(dnorm)
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if best:
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decl_match_index[best].append(bkey)
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browser_to_decl[bkey] = best
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# all_keys = declared + browser, but browser-keys that fuzzy-match
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# an existing declared entry are FOLDED into the declared row
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# (avoid double-counting them as both ORPH and UNDOC).
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matched_browser_keys = set(browser_to_decl.keys())
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all_keys = (set(declared.keys())
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| (set(browser.keys()) - matched_browser_keys))
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rows: list[dict] = []
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for key in sorted(all_keys):
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d = declared.get(key) or {}
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@@ -200,7 +271,7 @@ def build_cookie_inventory(state: dict) -> tuple[list[dict], dict]:
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or b.get("domain") or "").strip() or ""
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country = d.get("country", "")
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country_display, is_third, adq = _country_third(country)
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in_browser = key in browser
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in_browser = (key in browser) or bool(decl_match_index.get(key))
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is_declared = key in declared
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status, sev = _build_status(
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is_declared, in_browser, undeclared_set, compliant_set, key,
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@@ -0,0 +1,109 @@
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"""Tests for the Cookie-Inventory fuzzy-matcher.
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Regression: BMW-Mail zeigte 0 OK obwohl 31 Browser-Cookies + 738
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deklarierte vorhanden waren. Ursache: exact-string-match scheitert
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bei `_ga` (declared) vs `_ga_K8YL3M9T` (browser).
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"""
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from compliance.services.mail_render_v2._cookie_inventory import (
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_matches,
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_norm_for_match,
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build_cookie_inventory,
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)
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class TestNormForMatch:
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def test_strip_wildcard(self):
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assert _norm_for_match("_ga*") == "_ga"
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def test_strip_regex_wildcard(self):
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assert _norm_for_match("_pk_id.*") == "_pk_id"
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def test_strip_placeholder(self):
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assert _norm_for_match("session_<id>") == "session_"
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def test_lowercase(self):
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assert _norm_for_match("__CF_BM") == "__cf_bm"
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class TestMatches:
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def test_exact(self):
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assert _matches("_ga", "_ga")
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def test_declared_prefix_of_browser(self):
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# declared "_ga" matches browser "_ga_k8yl3m9t"
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assert _matches("_ga", "_ga_k8yl3m9t")
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def test_browser_prefix_of_declared(self):
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# browser "__cf_bm" matches declared "__cf_bm_session"
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assert _matches("__cf_bm_session", "__cf_bm")
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def test_short_prefix_rejected(self):
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# 2-char prefix would match too much
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assert not _matches("_g", "_ga_k8yl3m9t")
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def test_unrelated(self):
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assert not _matches("_ga", "intercom-session")
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class TestBuildInventory:
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def _make_state(self, declared_cookies, browser_cookies):
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return {
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"cmp_vendors": [{
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"name": "Test", "country": "DE", "source": "dse",
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"cookies": [{"name": n} for n in declared_cookies],
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}],
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"banner_result": {
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"cookies_detailed": [{"name": n} for n in browser_cookies],
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},
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"cookie_audit": {},
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}
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def test_no_match_no_ok(self):
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rows, summary = build_cookie_inventory(
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self._make_state(["foo"], ["bar"]),
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)
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assert summary["ok"] == 0
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assert summary["orph"] == 1
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assert summary["undoc"] == 1
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def test_exact_match_yields_ok(self):
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rows, summary = build_cookie_inventory(
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self._make_state(["_ga"], ["_ga"]),
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)
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assert summary["ok"] == 1
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assert summary["orph"] == 0
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assert summary["undoc"] == 0
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def test_prefix_match_yields_ok_no_double_count(self):
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# Realistic BMW case: declared "_ga", browser "_ga_K8YL3M9T"
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rows, summary = build_cookie_inventory(
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self._make_state(["_ga"], ["_ga_K8YL3M9T"]),
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)
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assert summary["ok"] == 1, "fuzzy prefix-match should land in OK"
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assert summary["orph"] == 0, "declared must not double-count as ORPH"
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assert summary["undoc"] == 0, (
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"browser cookie must fold into declared row, not appear separately"
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)
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def test_wildcard_match(self):
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rows, summary = build_cookie_inventory(
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self._make_state(["_pk_id.*"], ["_pk_id.5"]),
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)
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assert summary["ok"] == 1
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def test_realistic_bmw_pattern(self):
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# Declared: long list with common cookies
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decl = ["_ga", "_gid", "__cf_bm", "AMP_TOKEN", "_fbp",
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"intercom-session", "_pk_id.*", "OptanonConsent"]
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# Browser: actual cookies with runtime suffixes
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bro = ["_ga_K8YL3M9T", "_gid_xyz", "__cf_bm_actual_hash",
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"AMP_TOKEN_runtime", "_fbp_123",
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"intercom-session-2026", "_pk_id.5.7d8", "OptanonConsent"]
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rows, summary = build_cookie_inventory(
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self._make_state(decl, bro),
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)
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# All 8 browser cookies should fold into the 8 declared rows.
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assert summary["ok"] == 8, f"expected 8 OK, got {summary}"
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assert summary["orph"] == 0
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assert summary["undoc"] == 0
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@@ -0,0 +1,107 @@
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{
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"site": "bmw.de",
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"crawled_at": "2026-06-07",
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"crawler": "BreakPilot-Compliance Audit-Run + Web-Recherche",
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"notes": [
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"BMW Group DE-Site — Konzern-Stack: BMW, MINI, BMW M, BMW i, Connected Drive, Financial Services, Performance.",
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"Verantwortlicher: Bayerische Motoren Werke Aktiengesellschaft (München).",
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"CMP: OneTrust (häufigster Stack im Konzern-Auto-Segment).",
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"DSE listet typischerweise mehrere hundert Cookies (alle Marken/Regionen aggregiert).",
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"Connected-Drive-AI-Assistant — schauen ob AI-Act Art. 50 Hinweis im Chat-UI."
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],
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"expected_url_layout": {
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"impressum": "/de/footer/footer-section/imprint.html",
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"dse": "/de/footer/datenschutz-cookies/datenschutz-bmw-website.html",
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"cookie": "/de/footer/datenschutz-cookies/cookie-richtlinie-de.html",
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"agb_or_nutzungsbedingungen": "/de/footer/footer-section/terms-of-use.html",
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"widerrufsbelehrung": "unbekannt — bei Online-Shop-Komponenten (M Performance Parts Onlineshop) erforderlich"
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},
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"expected_vendors_in_dse": [
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{"name": "OneTrust", "country": "US", "category": "CMP"},
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{"name": "Google Analytics", "country": "US", "category": "Analytics"},
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{"name": "Google Tag Manager", "country": "US", "category": "Tag-Mgmt"},
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{"name": "Google Ads / DoubleClick", "country": "US", "category": "Marketing"},
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{"name": "Meta Pixel", "country": "US", "category": "Marketing"},
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{"name": "Adobe Analytics", "country": "US", "category": "Analytics"},
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{"name": "Adobe Target", "country": "US", "category": "Personalisierung"},
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{"name": "Salesforce Marketing Cloud", "country": "US", "category": "CRM/Marketing"},
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{"name": "Sitecore", "country": "US", "category": "CMS"},
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{"name": "Cloudflare", "country": "US", "category": "CDN/Bot"},
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{"name": "Microsoft Clarity", "country": "US", "category": "Session-Replay"},
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{"name": "LinkedIn Insight Tag", "country": "US/IE", "category": "Marketing"},
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{"name": "YouTube", "country": "US", "category": "Embed/Marketing"},
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{"name": "BMW Connected Drive AI", "country": "DE", "category": "AI-Assistant (vermutet)"}
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],
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"expected_cookie_count_ranges": {
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"im_browser_nach_accept": "80–250 (BMW.de allein, ohne Sub-Domains)",
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"deklariert_in_dse": "300–800 (Konzern-DSE deckt mehrere Marken)",
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"match_quote_OK_in_browser": ">85% — Standard-Cookies (_ga, __cf_bm, OptanonConsent) müssen matchen",
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"third_country_cookies": "60–90% (US-Vendoren dominieren)"
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},
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"expected_findings": [
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{
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"id": "AI-ACT-TRANSPARENCY-001",
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"severity": "HIGH",
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"title": "AI-Act Art. 50 Pre-Interaction-Disclosure für Connected-Drive-AI nicht prüfbar ohne Live-Test",
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"evidence": "BMW Connected Drive nutzt AI-Assistenten. DSE nennt KI-Einsatz, aber Pre-Chat-Disclosure am Widget muss live verifiziert werden.",
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"expected_pass": "UNKNOWN-LIKELY-PARTIAL"
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},
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{
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"id": "TH-RETENTION-001",
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"severity": "MEDIUM",
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"title": "Aufbewahrungsdauer pro Cookie unvollständig — Konzern-DSE listet viele ohne Speicherdauer",
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"evidence": "Bei einer Cookie-Liste von 300+ Cookies fehlt erfahrungsgemäß bei 40-60% die explizite Speicherdauer (Art. 13 Abs. 2 lit. a DSGVO).",
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"expected_pass": "PARTIAL"
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},
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{
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"id": "TRANSFER-001",
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"severity": "MEDIUM",
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"title": "US-Transfer-Mechanismus pro Vendor inkonsistent benannt",
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"evidence": "Google/Meta meist auf DPF, Salesforce auf SCCs, Cloudflare implizit. Detailgrad pro Vendor uneinheitlich (typisches Großkonzern-Pattern).",
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"expected_pass": "PARTIAL"
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},
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{
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"id": "IMPRESSUM-001",
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"severity": "LOW",
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"title": "Konzern-Impressum vermutlich vollständig — single legal entity (BMW AG)",
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"evidence": "BMW AG ist Hauptverantwortlicher. Konzern-Konstellation: HRB München, USt-IdNr, Vorstand (mehrere Personen) — Multi-Entity-Bug-Trigger nicht erwartet.",
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"expected_pass": "PASS"
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},
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{
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"id": "URL-STRUCTURE-001",
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"severity": "LOW",
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"title": "Vermutlich Standard-Slug-Drift (Standard-Slugs wie /impressum 404)",
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"evidence": "BMW nutzt Subpaths unter /footer/. /impressum direkt → wahrscheinlich 404 oder Redirect.",
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"expected_pass": false
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},
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{
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"id": "COOKIE-INVENTORY-MATCH-001",
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"severity": "HIGH",
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"title": "Match-Quote zwischen DSE-Cookies und Browser-Cookies muss >85% sein",
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"evidence": "Engine muss Standard-Cookies wie _ga (declared) ↔ _ga_K8YL3M9T (browser), __cf_bm ↔ __cf_bm_<hash> per Prefix-Match folden. <85% = Fuzzy-Match-Bug.",
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"expected_pass": "BENCHMARK"
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},
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{
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"id": "COOKIE-CONSENT-UX-001",
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"severity": "MEDIUM",
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"title": "Mobile-Reachability für Consent-Reopen via OneTrust",
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"evidence": "OneTrust-Footer-Link 'Cookie-Einstellungen' muss Tap-Target ≥ 44×44 px haben (Apple HIG / WCAG 2.5.5).",
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"expected_pass": "UNKNOWN"
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}
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],
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"expected_b17_walk_behaviour": {
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"footer_links_min": 6,
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"accordion_expansion_on_dse": "wahrscheinlich >5 (BMW DSE hat Akkordeons für Cookie-Tabellen)",
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"banner_tour_clicks": "10-30 (OneTrust hat viele Tab/Category-Toggles)"
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},
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"summary_for_breakpilot_audit_comparison": {
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"high_severity_findings_count": 2,
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"medium_severity_findings_count": 3,
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"low_severity_findings_count": 2,
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"must_detect_to_pass_benchmark": [
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"AI-ACT-TRANSPARENCY-001",
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"URL-STRUCTURE-001",
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"COOKIE-INVENTORY-MATCH-001"
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]
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}
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}
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