diff --git a/airflow/providers/apache/beam/provider.yaml b/airflow/providers/apache/beam/provider.yaml
index 9d5115c85a12e..ac25271a87fc3 100644
--- a/airflow/providers/apache/beam/provider.yaml
+++ b/airflow/providers/apache/beam/provider.yaml
@@ -63,6 +63,10 @@ additional-extras:
     dependencies:
       - apache-beam[gcp]
 
+# Apache Beam currently does not support Python 3.12
+# There is an issue tracking it https://github.com/apache/beam/issues/29149
+excluded-python-versions: ['3.12']
+
 integrations:
   - integration-name: Apache Beam
     external-doc-url: https://beam.apache.org/
diff --git a/airflow/providers/papermill/provider.yaml b/airflow/providers/papermill/provider.yaml
index e068a4ff3ae61..8a0546f0ced61 100644
--- a/airflow/providers/papermill/provider.yaml
+++ b/airflow/providers/papermill/provider.yaml
@@ -21,6 +21,11 @@ name: Papermill
 description: |
     `Papermill <https://github.com/nteract/papermill>`__
 
+# Papermill is technically compliant with 3.12, but it's 2.5.0 version that is compliant, requires pinned
+# version of aiohttp which conflicts with other providers. The fix for that is implemented extra-links:
+# https://github.com/nteract/papermill/pull/771 and waits for new Papermill release
+excluded-python-versions: ['3.12']
+
 state: ready
 source-date-epoch: 1705912216
 versions:
diff --git a/generated/provider_dependencies.json b/generated/provider_dependencies.json
index 696c76a11389d..6b7efb833e02d 100644
--- a/generated/provider_dependencies.json
+++ b/generated/provider_dependencies.json
@@ -76,7 +76,9 @@
     "cross-providers-deps": [
       "google"
     ],
-    "excluded-python-versions": [],
+    "excluded-python-versions": [
+      "3.12"
+    ],
     "state": "ready"
   },
   "apache.cassandra": {
@@ -880,7 +882,9 @@
     ],
     "devel-deps": [],
     "cross-providers-deps": [],
-    "excluded-python-versions": [],
+    "excluded-python-versions": [
+      "3.12"
+    ],
     "state": "ready"
   },
   "pgvector": {
diff --git a/pyproject.toml b/pyproject.toml
index 84b5eacb120fb..584a000c7e14c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -567,8 +567,8 @@ amazon = [ # source: airflow/providers/amazon/provider.yaml
   "s3fs>=2023.10.0",
 ]
 apache-beam = [ # source: airflow/providers/apache/beam/provider.yaml
-  "apache-beam>=2.53.0",
-  "pyarrow>=14.0.1",
+  "apache-beam>=2.53.0;python_version != \"3.12\"",
+  "pyarrow>=14.0.1;python_version != \"3.12\"",
 ]
 apache-cassandra = [ # source: airflow/providers/apache/cassandra/provider.yaml
   "cassandra-driver>=3.13.0",
@@ -867,9 +867,9 @@ pagerduty = [ # source: airflow/providers/pagerduty/provider.yaml
   "pdpyras>=4.1.2",
 ]
 papermill = [ # source: airflow/providers/papermill/provider.yaml
-  "ipykernel",
-  "papermill[all]>=2.4.0",
-  "scrapbook[all]",
+  "ipykernel;python_version != \"3.12\"",
+  "papermill[all]>=2.4.0;python_version != \"3.12\"",
+  "scrapbook[all];python_version != \"3.12\"",
 ]
 pgvector = [ # source: airflow/providers/pgvector/provider.yaml
   "apache-airflow[postgres]",