diff --git a/CHANGELOG.md b/CHANGELOG.md
index 87975132..8fa07bab 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -110,6 +110,12 @@ surface** (3b). Design records: `docs/design/specs/2026-09-06-leg-2.5-typescript
   Python re-imports every name unchanged.
 
 ### Fixed
+- **`get_cfg`/`get_cdg`/`get_ddg` on the Python Neo4j backend no longer drop self-loop edges.** The
+  per-callable query bound the containment relationship twice, so Cypher's relationship-uniqueness rule
+  silently discarded every edge whose endpoints are the same body node — a statement that reads a
+  variable it also redefines. 64,702 such edges exist on the odoo reference graph; one callable returned
+  28,146 of its 28,394. `total` was counted from the same match, so the short page reported itself
+  complete. (#349)
 
 - **`JavaAnalysis.get_method_parameters()`** is annotated `List[JCallableParameter]`, which is what it has always
   returned.
diff --git a/cldk/analysis/python/neo4j/neo4j_backend.py b/cldk/analysis/python/neo4j/neo4j_backend.py
index 5f0b42f3..b20ec738 100644
--- a/cldk/analysis/python/neo4j/neo4j_backend.py
+++ b/cldk/analysis/python/neo4j/neo4j_backend.py
@@ -1332,9 +1332,17 @@ def resolve_value(self, name: str, *, within: str) -> SliceNode:
     #: one is impossible on a graph built that way (verified: 0 cross-callable edges of 5,521,626
     #: on odoo-slim-19), but a graph built some other way must not be able to widen the answer
     #: silently.
+    #: One callable's own ``rel`` edges. The second containment hop is a **pattern predicate**, not a
+    #: second pattern: written as ``(s)-[r]->(d)<-[:PY_HAS_BODY_NODE]-(c)`` it binds the same
+    #: ``PY_HAS_BODY_NODE`` relationship twice whenever ``s`` and ``d`` are the same node, and Cypher's
+    #: relationship-uniqueness rule then drops the row. A data-dependence self-loop — a statement that
+    #: reads a variable it also redefines — is exactly that shape, and there are 64,702 of them on the
+    #: odoo reference graph. The old spelling lost every one of them silently, and because ``total`` is
+    #: counted from the same match, the short page reported itself complete (#349).
     _OWN_EDGES = (
         "MATCH (c:PyCallable) WHERE c.id STARTS WITH $prefix AND c.signature = $sig "
-        "MATCH (c)-[:PY_HAS_BODY_NODE]->(s:PyBodyNode)-[r:{rel}]->(d:PyBodyNode)<-[:PY_HAS_BODY_NODE]-(c) "
+        "MATCH (c)-[:PY_HAS_BODY_NODE]->(s:PyBodyNode)-[r:{rel}]->(d:PyBodyNode) "
+        "WHERE (c)-[:PY_HAS_BODY_NODE]->(d) "
     )
 
     def _own_edges(self, name: str, in_class: str | None, rel: str, projection: str, order: EdgeOrder, page_size: int, cursor: str | None):
diff --git a/tests/analysis/python/test_neo4j_self_loops.py b/tests/analysis/python/test_neo4j_self_loops.py
new file mode 100644
index 00000000..1784e0f4
--- /dev/null
+++ b/tests/analysis/python/test_neo4j_self_loops.py
@@ -0,0 +1,70 @@
+################################################################################
+# Copyright IBM Corporation 2026
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#       http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+################################################################################
+
+"""A per-callable graph must contain its self-loops (#349).
+
+A data-dependence self-loop is a statement that reads a variable it also redefines. Written as two
+containment patterns, ``(c)-[:PY_HAS_BODY_NODE]->(s)-[r]->(d)<-[:PY_HAS_BODY_NODE]-(c)`` binds the
+same ``PY_HAS_BODY_NODE`` relationship twice when ``s`` and ``d`` are one node, and Cypher's
+relationship-uniqueness rule drops the row. The second hop is therefore a *predicate*.
+
+The defect was invisible from inside: ``total`` is counted from the same match, so the short page
+agreed with its own count and reported ``complete``. Only a comparison against the graph shows it.
+"""
+
+import os
+
+import pytest
+
+_URI = os.environ.get("CLDK_TEST_NEO4J_URI")
+
+pytestmark = pytest.mark.skipif(
+    not _URI,
+    reason="needs a live Python graph: set CLDK_TEST_NEO4J_URI / _USER / _PASSWORD",
+)
+
+
+def test_the_query_does_not_bind_the_containment_relationship_twice():
+    """The shape check, which needs no graph and is the regression guard proper."""
+    from cldk.analysis.python.neo4j.neo4j_backend import PyNeo4jBackend
+
+    match = PyNeo4jBackend._OWN_EDGES.format(rel="PY_DDG")
+    assert match.count("PY_HAS_BODY_NODE") == 2, "both hops are still there"
+    assert "<-[:PY_HAS_BODY_NODE]-(c)" not in match, (
+        "the second containment hop is a pattern again, so Cypher's relationship-uniqueness rule "
+        "will silently drop every self-loop edge (#349)"
+    )
+    assert "WHERE (c)-[:PY_HAS_BODY_NODE]->(d)" in match
+
+
+def test_a_callables_ddg_contains_its_self_loops(live_analysis):
+    """Against the live graph: the page must hold every self-loop the graph holds."""
+    backend = live_analysis.backend
+    rows = backend._run(
+        "MATCH (c:PyCallable) WHERE c.id STARTS WITH $prefix "
+        "MATCH (c)-[:PY_HAS_BODY_NODE]->(s:PyBodyNode)-[r:PY_DDG]->(s) "
+        "RETURN c.signature AS sig, count(r) AS loops ORDER BY loops DESC LIMIT 1",
+        prefix=backend._scope_prefix,
+    )
+    if not rows or not rows[0]["loops"]:
+        pytest.skip("this graph has no data-dependence self-loop to check")
+    sig, expected = rows[0]["sig"], rows[0]["loops"]
+
+    page = backend.get_ddg(sig, page_size=1_000_000)
+    returned = sum(1 for e in page.edges if e.src == e.dst)
+    assert returned == expected, f"{sig}: {returned} self-loops returned, {expected} in the graph"
+    assert page.total == len(page.edges)
+    assert page.complete