diff --git a/graphify/extractors/sql.py b/graphify/extractors/sql.py
index 602f89b0b..4c4057843 100644
--- a/graphify/extractors/sql.py
+++ b/graphify/extractors/sql.py
@@ -74,6 +74,51 @@
 # Closing it would need a real string heuristic (e.g. an end-of-line opening
 # quote), judged not worth the swallow risk in a recovery-only path.
 
+# Recovers CREATE POLICY statements. The grammar has NO rule for CREATE
+# POLICY at all — not a partial/error-node case like routines, every
+# policy statement disintegrates into loose top-level tokens plus an
+# ERROR node with no CREATE text in it (#3401). So there is no walk-time
+# node to dispatch on; this is whole-file-fallback only, same gate and
+# masking as _ROUTINE_RECOVERY_RX.
+#
+# TO/USING/WITH CHECK are all optional in real SQL (a bare
+# `CREATE POLICY p ON t;` is valid, if useless), so each clause is its
+# own non-greedy optional group rather than a single big alternation —
+# a required-TO assumption silently dropped USING-only policies in an
+
+_POLICY_RECOVERY_RX = re.compile(
+    r"\bCREATE\s+POLICY\s+"
+    r"(\"(?:[^\"\n]|\"\")+\"|[\w$]+)\s+ON\s+"
+    r"((?:\"(?:[^\"\n]|\"\")+\"|[\w$]+)(?:\s*\.\s*(?:\"(?:[^\"\n]|\"\")+\"|[\w$]+))*)"
+    r"(?:\s+AS\s+(PERMISSIVE|RESTRICTIVE))?"
+    r"(?:\s+FOR\s+(SELECT|INSERT|UPDATE|DELETE|ALL))?"
+    r"(?:\s+TO\s+((?:(?:\"(?:[^\"\n]|\"\")+\"|[\w$]+)\s*,\s*)*(?:\"(?:[^\"\n]|\"\")+\"|[\w$]+)))?",
+    re.IGNORECASE,
+)
+# USING (...) / WITH CHECK (...) bodies are located separately below via a
+# manual balanced-paren scan, not captured in this regex -- arbitrarily
+# nested parens (e.g. fn(a, (b + (c))) style expressions) defeat any
+# fixed-depth pattern that only tolerates one level of nesting.
+_USING_KW_RX = re.compile(r"\s*USING\s*\(", re.IGNORECASE)
+_CHECK_KW_RX = re.compile(r"\s*WITH\s+CHECK\s*\(", re.IGNORECASE)
+
+_SQL_PREDICATE_KEYWORDS = {
+    "in", "not", "and", "or", "is", "exists", "any", "all", "some",
+    "case", "when", "between", "like", "ilike", "similar",
+}
+
+def _match_balanced_parens(s, open_pos):
+    depth = 0
+    for i in range(open_pos, len(s)):
+        if s[i] == "(":
+            depth += 1
+        elif s[i] == ")":
+            depth -= 1
+            if depth == 0:
+                return s[open_pos + 1 : i], i + 1
+    return None
+
+_FUNC_CALL_RX = re.compile(r"\b([\w$]+(?:\.[\w$]+)?)\s*\(")
 
 def _scan_sql(text: str) -> tuple[str, list[tuple[int, int]]]:
     """Blank comment and string-literal spans, preserving every offset.
@@ -689,6 +734,42 @@ def _collect_defined_names(node) -> None:
                 continue
             fn_name = m.group(1)
             fn_line = src_text[: m.start()].count("\n") + 1
-            _add_node(_make_id(stem, fn_name), f"{fn_name}()", fn_line)
+            fn_nid = _make_id(stem, fn_name)
+            _add_node(fn_nid, f"{fn_name}()", fn_line)
+            table_nids.setdefault(_norm_ident(fn_name), fn_nid)
+
+        for m in _POLICY_RECOVERY_RX.finditer(masked_src):
+            if any(s <= m.start() < e for s, e in ident_spans):
+                continue
+            pol_name = m.group(1).strip('"')
+            tbl_name = m.group(2)
+            pol_line = src_text[: m.start()].count("\n") + 1
+            tbl_nid = table_nids.get(_norm_ident(tbl_name)) or _ref_stub(tbl_name)
+            pol_nid = _make_id(stem, f"{tbl_name}.{pol_name}")
+            _add_node(pol_nid, pol_name, pol_line)
+            _add_edge(pol_nid, tbl_nid, "applies_to", pol_line)
+            pos = m.end()
+            using_body = check_body = ""
+            um = _USING_KW_RX.match(masked_src, pos)
+            if um:
+                result = _match_balanced_parens(masked_src, um.end() - 1)
+                if result:
+                    using_body, pos = result
+                else:
+                    pos = um.end()
+            cm = _CHECK_KW_RX.match(masked_src, pos)
+            if cm:
+                result = _match_balanced_parens(masked_src, cm.end() - 1)
+                if result:
+                    check_body, pos = result
+            body = " ".join(filter(None, [using_body, check_body]))
+            seen_fns = set()
+            for fm in _FUNC_CALL_RX.finditer(body):
+                fn_key = _norm_ident(fm.group(1))
+                if fn_key in _SQL_PREDICATE_KEYWORDS or fn_key in seen_fns:
+                    continue
+                seen_fns.add(fn_key)
+                fn_nid = table_nids.get(fn_key) or _ref_stub(fm.group(1))
+                _add_edge(pol_nid, fn_nid, "references", pol_line)
 
     return {"nodes": nodes, "edges": edges}
diff --git a/graphify/pg_introspect.py b/graphify/pg_introspect.py
index 09a702db7..399efaa22 100644
--- a/graphify/pg_introspect.py
+++ b/graphify/pg_introspect.py
@@ -96,6 +96,32 @@ def introspect_postgres(dsn: str | None = None) -> dict:
                 ORDER BY ns.nspname, rel.relname, con.conname;
             """)
             fks = cur.fetchall()
+
+            cur.execute("""
+                SELECT
+                    pol.polname AS name,
+                    ns.nspname AS schema,
+                    rel.relname AS table_name,
+                    pol.polcmd AS command,
+                    pol.polpermissive AS permissive,
+                    COALESCE(
+                        (SELECT ARRAY_AGG(
+                                    CASE WHEN ro.oid = 0 THEN 'public' ELSE r.rolname END
+                                    ORDER BY CASE WHEN ro.oid = 0 THEN 'public' ELSE r.rolname END
+                                 )
+                           FROM UNNEST(pol.polroles) AS ro(oid)
+                           LEFT JOIN pg_catalog.pg_roles r ON r.oid = ro.oid),
+                        ARRAY['public']
+                    ) AS roles,
+                    pg_get_expr(pol.polqual, pol.polrelid) AS using_expr,
+                    pg_get_expr(pol.polwithcheck, pol.polrelid) AS check_expr
+                FROM pg_catalog.pg_policy pol
+                JOIN pg_catalog.pg_class rel ON rel.oid = pol.polrelid
+                JOIN pg_catalog.pg_namespace ns ON ns.oid = rel.relnamespace
+                WHERE ns.nspname NOT IN ('pg_catalog', 'information_schema')
+                ORDER BY ns.nspname, rel.relname, pol.polname;
+            """)
+            policies = cur.fetchall()
     finally:
         conn.close()
 
@@ -144,6 +170,20 @@ def introspect_postgres(dsn: str | None = None) -> dict:
                 f" AS $gfx$ {actual_body} $gfx$ LANGUAGE {lang};"
             )
 
+    _CMD_MAP = {"r": "SELECT", "a": "INSERT", "w": "UPDATE", "d": "DELETE", "*": "ALL"}
+    for name, schema, table, cmd, permissive, roles, using_expr, check_expr in policies:
+        clauses = [
+            f"CREATE POLICY {_quote_ident(name)} ON {_quote_ident(schema)}.{_quote_ident(table)}",
+            "AS PERMISSIVE" if permissive else "AS RESTRICTIVE",
+            f"FOR {_CMD_MAP.get(cmd, 'ALL')}",
+            f"TO {', '.join('PUBLIC' if r.lower() == 'public' else _quote_ident(r) for r in roles)}",
+        ]
+        if using_expr:
+            clauses.append(f"USING ({using_expr})")
+        if check_expr:
+            clauses.append(f"WITH CHECK ({check_expr})")
+        ddl.append(" ".join(clauses) + ";")
+
     ddl_string = "\n".join(ddl)
 
     # Determine host/dbname for virtual path DSN sanitization
diff --git a/tests/fixtures/policies.sql b/tests/fixtures/policies.sql
new file mode 100644
index 000000000..b1987ab2d
--- /dev/null
+++ b/tests/fixtures/policies.sql
@@ -0,0 +1,12 @@
+create table public.employees (id uuid primary key, home_branch_id uuid);
+
+create or replace function app.is_admin() returns boolean
+  language sql stable as $$ select true $$;
+
+create policy employees_select on public.employees
+  for select to authenticated
+  using (app.is_admin());
+
+create policy employees_update on public.employees
+  for update to authenticated
+  using (app.is_admin()) with check (app.is_admin());
diff --git a/tests/test_create_policy_snippet.py b/tests/test_create_policy_snippet.py
new file mode 100644
index 000000000..23a46f660
--- /dev/null
+++ b/tests/test_create_policy_snippet.py
@@ -0,0 +1,36 @@
+from pathlib import Path
+def test_create_policy_recovered_with_references(tmp_path):
+    """CREATE POLICY has no grammar rule (#3401): every policy statement
+    disintegrates into loose tokens + an ERROR node with no CREATE text in
+    it, so this is whole-file-regex-fallback only, not a walk-time recovery.
+    Asserts both policies land as nodes, each with an applies_to edge to
+    its table and a references edge to the function used in USING/CHECK.
+    """
+    from graphify.extractors.sql import extract_sql
+
+    fixture = Path(__file__).parent / "fixtures" / "policies.sql"
+    result = extract_sql(fixture)
+
+    assert not result.get("error")
+
+    node_labels = {n["label"] for n in result["nodes"]}
+    assert "employees_select" in node_labels
+    assert "employees_update" in node_labels
+
+    def _label(nid):
+        return next(n["label"] for n in result["nodes"] if n["id"] == nid)
+
+    applies_to_targets = {
+        _label(e["target"])
+        for e in result["edges"]
+        if e["relation"] == "applies_to"
+    }
+    assert "public.employees" in applies_to_targets
+
+    references_targets = {
+        _label(e["target"])
+        for e in result["edges"]
+        if e["relation"] == "references"
+        and _label(e["source"]) in node_labels & {"employees_select", "employees_update"}
+    }
+    assert any("is_admin" in t for t in references_targets)
diff --git a/uv.lock b/uv.lock
index c98c5e23c..096cf7853 100644
--- a/uv.lock
+++ b/uv.lock
@@ -6,10 +6,10 @@ resolution-markers = [
     "python_full_version >= '3.14' and sys_platform == 'emscripten'",
     "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
     "python_full_version == '3.13.*' and sys_platform == 'win32'",
-    "python_full_version >= '3.11' and python_full_version < '3.13' and sys_platform == 'win32'",
     "python_full_version == '3.13.*' and sys_platform == 'emscripten'",
-    "python_full_version >= '3.11' and python_full_version < '3.13' and sys_platform == 'emscripten'",
     "python_full_version == '3.13.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version >= '3.11' and python_full_version < '3.13' and sys_platform == 'win32'",
+    "python_full_version >= '3.11' and python_full_version < '3.13' and sys_platform == 'emscripten'",
     "python_full_version >= '3.11' and python_full_version < '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32'",
     "python_full_version < '3.11'",
 ]
@@ -97,7 +97,7 @@ name = "autograd"
 version = "1.8.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "numpy", version = "1.26.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.13'" },
+    { name = "numpy", version = "1.26.4", source = { registry = "https://pypi.org/simple" } },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/67/1c/3c24ec03c8ba4decc742b1df5a10c52f98c84ca8797757f313e7bdcdf276/autograd-1.8.0.tar.gz", hash = "sha256:107374ded5b09fc8643ac925348c0369e7b0e73bbed9565ffd61b8fd04425683", size = 2562146, upload-time = "2025-05-05T12:49:02.502Z" }
 wheels = [
@@ -477,7 +477,7 @@ resolution-markers = [
     "python_full_version < '3.11'",
 ]
 dependencies = [
-    { name = "numpy", version = "1.26.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "1.26.4", source = { registry = "https://pypi.org/simple" } },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/66/54/eb9bfc647b19f2009dd5c7f5ec51c4e6ca831725f1aea7a993034f483147/contourpy-1.3.2.tar.gz", hash = "sha256:b6945942715a034c671b7fc54f9588126b0b8bf23db2696e3ca8328f3ff0ab54", size = 13466130, upload-time = "2025-04-15T17:47:53.79Z" }
 wheels = [
@@ -548,14 +548,14 @@ resolution-markers = [
     "python_full_version >= '3.14' and sys_platform == 'emscripten'",
     "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
     "python_full_version == '3.13.*' and sys_platform == 'win32'",
-    "python_full_version >= '3.11' and python_full_version < '3.13' and sys_platform == 'win32'",
     "python_full_version == '3.13.*' and sys_platform == 'emscripten'",
-    "python_full_version >= '3.11' and python_full_version < '3.13' and sys_platform == 'emscripten'",
     "python_full_version == '3.13.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version >= '3.11' and python_full_version < '3.13' and sys_platform == 'win32'",
+    "python_full_version >= '3.11' and python_full_version < '3.13' and sys_platform == 'emscripten'",
     "python_full_version >= '3.11' and python_full_version < '3.13' and sys_platform != 'emscripten' and sys_platform != 'win32'",
 ]
 dependencies = [
-    { name = "numpy", version = "1.26.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11' and python_full_version < '3.13'" },
+    { name = "numpy", version = "1.26.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.13'" },
     { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.13'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/58/01/1253e6698a07380cd31a736d248a3f2a50a7c88779a1813da27503cadc2a/contourpy-1.3.3.tar.gz", hash = "sha256:083e12155b210502d0bca491432bb04d56dc3432f95a979b429f2848c3dbe880", size = 13466174, upload-time = "2025-07-26T12:03:12.549Z" }
@@ -813,10 +813,10 @@ name = "ctranslate2"
 version = "4.7.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "numpy", version = "1.26.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11' and python_full_version < '3.13'" },
+    { name = "numpy", version = "1.26.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.13'" },
     { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.13'" },
-    { name = "pyyaml", marker = "python_full_version >= '3.11'" },
-    { name = "setuptools", marker = "python_full_version >= '3.11'" },
+    { name = "pyyaml" },
+    { name = "setuptools" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/cb/e0/b69c40c3d739b213a78d327071240590792071b4f890e34088b03b95bb1e/ctranslate2-4.7.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9017a355dd7c6d29dc3bca6e9fc74827306c61b702c66bb1f6b939655e7de3fa", size = 1255773, upload-time = "2026-02-04T06:11:04.769Z" },
@@ -926,7 +926,7 @@ name = "exceptiongroup"
 version = "1.3.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
+    { name = "typing-extensions" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/50/79/66800aadf48771f6b62f7eb014e352e5d06856655206165d775e675a02c9/exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219", size = 30371, upload-time = "2025-11-21T23:01:54.787Z" }
 wheels = [
@@ -951,12 +951,12 @@ name = "faster-whisper"
 version = "1.2.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "av", marker = "python_full_version >= '3.11'" },
-    { name = "ctranslate2", marker = "python_full_version >= '3.11'" },
-    { name = "huggingface-hub", marker = "python_full_version >= '3.11'" },
-    { name = "onnxruntime", marker = "python_full_version >= '3.11'" },
-    { name = "tokenizers", marker = "python_full_version >= '3.11'" },
-    { name = "tqdm", marker = "python_full_version >= '3.11'" },
+    { name = "av" },
+    { name = "ctranslate2" },
+    { name = "huggingface-hub" },
+    { name = "onnxruntime" },
+    { name = "tokenizers" },
+    { name = "tqdm" },
 ]
 wheels = [
     { url = "https://files.pythonhosted.org/packages/05/99/49ee85903dee060d9f08297b4a342e5e0bcfca2f027a07b4ee0a38ab13f9/faster_whisper-1.2.1-py3-none-any.whl", hash = "sha256:79a66ad50688c0b794dd501dc340a736992a6342f7f95e5811be60b5224a26a7", size = 1118909, upload-time = "2025-10-31T11:35:47.794Z" },
@@ -1059,10 +1059,10 @@ name = "gensim"
 version = "4.4.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "numpy", version = "1.26.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.13'" },
-    { name = "scipy", version = "1.15.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "1.26.4", source = { registry = "https://pypi.org/simple" } },
+    { name = "scipy", version = "1.15.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11' or python_full_version >= '3.13'" },
     { name = "scipy", version = "1.17.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11' and python_full_version < '3.13'" },
-    { name = "smart-open", marker = "python_full_version < '3.13'" },
+    { name = "smart-open" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/1a/80/fe9d2e1ace968041814dbcfce4e8499a643a36c41267fa4b6c4f54cce420/gensim-4.4.0.tar.gz", hash = "sha256:a3f5b626da5518e79a479140361c663089fe7998df8ba52d56e1ded71ac5bdf5", size = 23260095, upload-time = "2025-10-18T02:06:45.962Z" }
 wheels = [
@@ -1090,7 +1090,7 @@ wheels = [
 
 [[package]]
 name = "graphifyy"
-version = "0.9.53"
+version = "0.9.55"
 source = { editable = "." }
 dependencies = [
     { name = "networkx", version = "3.4.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
@@ -1383,26 +1383,26 @@ name = "graspologic"
 version = "3.4.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "anytree", marker = "python_full_version < '3.13'" },
-    { name = "beartype", marker = "python_full_version < '3.13'" },
-    { name = "future", marker = "python_full_version < '3.13'" },
-    { name = "gensim", marker = "python_full_version < '3.13'" },
-    { name = "graspologic-native", marker = "python_full_version < '3.13'" },
-    { name = "hyppo", marker = "python_full_version < '3.13'" },
-    { name = "joblib", marker = "python_full_version < '3.13'" },
-    { name = "matplotlib", marker = "python_full_version < '3.13'" },
-    { name = "networkx", version = "3.4.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "anytree" },
+    { name = "beartype" },
+    { name = "future" },
+    { name = "gensim" },
+    { name = "graspologic-native" },
+    { name = "hyppo" },
+    { name = "joblib" },
+    { name = "matplotlib" },
+    { name = "networkx", version = "3.4.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11' or python_full_version >= '3.13'" },
     { name = "networkx", version = "3.6.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11' and python_full_version < '3.13'" },
-    { name = "numpy", version = "1.26.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.13'" },
-    { name = "pot", marker = "python_full_version < '3.13'" },
-    { name = "scikit-learn", version = "1.7.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "1.26.4", source = { registry = "https://pypi.org/simple" } },
+    { name = "pot" },
+    { name = "scikit-learn", version = "1.7.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11' or python_full_version >= '3.13'" },
     { name = "scikit-learn", version = "1.8.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11' and python_full_version < '3.13'" },
-    { name = "scipy", version = "1.15.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "scipy", version = "1.15.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11' or python_full_version >= '3.13'" },
     { name = "scipy", version = "1.17.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11' and python_full_version < '3.13'" },
-    { name = "seaborn", marker = "python_full_version < '3.13'" },
-    { name = "statsmodels", marker = "python_full_version < '3.13'" },
-    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
-    { name = "umap-learn", marker = "python_full_version < '3.13'" },
+    { name = "seaborn" },
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