diff --git a/warehouse/legacy/api/json.py b/warehouse/legacy/api/json.py
index 8192efc451ed..b7622fbe6e0e 100644
--- a/warehouse/legacy/api/json.py
+++ b/warehouse/legacy/api/json.py
@@ -65,7 +65,7 @@ def json_project(project, request):
     try:
         release = (
             request.db.query(Release)
-            .filter(Release.project == project)
+            .filter(Release.project == project, Release.yanked.is_(False))
             .order_by(Release.is_prerelease.nullslast(), Release._pypi_ordering.desc())
             .limit(1)
             .one()
@@ -114,7 +114,7 @@ def json_release(release, request):
         request.db.query(Release, File)
         .options(Load(Release).load_only("version", "requires_python"))
         .outerjoin(File)
-        .filter(Release.project == project)
+        .filter(Release.project == project, Release.yanked.is_(False))
         .order_by(Release._pypi_ordering.desc(), File.filename)
         .all()
     )
diff --git a/warehouse/packaging/models.py b/warehouse/packaging/models.py
index a3b5c9dd0da6..88a180c19888 100644
--- a/warehouse/packaging/models.py
+++ b/warehouse/packaging/models.py
@@ -149,8 +149,9 @@ def __getitem__(self, version):
             return (
                 session.query(Release)
                 .filter(
-                    (Release.project == self)
-                    & (Release.canonical_version == canonical_version)
+                    Release.project == self,
+                    Release.yanked.is_(False),
+                    Release.canonical_version == canonical_version,
                 )
                 .one()
             )
@@ -161,7 +162,11 @@ def __getitem__(self, version):
             try:
                 return (
                     session.query(Release)
-                    .filter((Release.project == self) & (Release.version == version))
+                    .filter(
+                        Release.project == self,
+                        Release.version == version,
+                        Release.yanked.is_(False),
+                    )
                     .one()
                 )
             except NoResultFound:
@@ -220,7 +225,7 @@ def all_versions(self):
         return (
             orm.object_session(self)
             .query(Release.version, Release.created, Release.is_prerelease)
-            .filter(Release.project == self)
+            .filter(Release.project == self, Release.yanked.is_(False))
             .order_by(Release._pypi_ordering.desc())
             .all()
         )
@@ -230,7 +235,7 @@ def latest_version(self):
         return (
             orm.object_session(self)
             .query(Release.version, Release.created, Release.is_prerelease)
-            .filter(Release.project == self)
+            .filter(Release.project == self, Release.yanked.is_(False))
             .order_by(Release.is_prerelease.nullslast(), Release._pypi_ordering.desc())
             .first()
         )
diff --git a/warehouse/packaging/views.py b/warehouse/packaging/views.py
index 5cfc9c41888c..ae7b42ebee76 100644
--- a/warehouse/packaging/views.py
+++ b/warehouse/packaging/views.py
@@ -38,7 +38,7 @@ def project_detail(project, request):
     try:
         release = (
             request.db.query(Release)
-            .filter(Release.project == project)
+            .filter(Release.project == project, Release.yanked.is_(False))
             .order_by(Release.is_prerelease.nullslast(), Release._pypi_ordering.desc())
             .limit(1)
             .one()