diff --git a/charms/kfp-metadata-writer/requirements-unit.txt b/charms/kfp-metadata-writer/requirements-unit.txt
index 24f48ced..cfe16502 100644
--- a/charms/kfp-metadata-writer/requirements-unit.txt
+++ b/charms/kfp-metadata-writer/requirements-unit.txt
@@ -6,113 +6,113 @@
 #
 annotated-types==0.6.0
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   pydantic
 anyio==4.0.0
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   httpcore
 attrs==23.1.0
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   jsonschema
 certifi==2023.7.22
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   httpcore
     #   httpx
     #   requests
 charmed-kubeflow-chisme==0.2.0
-    # via -r requirements.txt
+    # via -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
 charset-normalizer==3.3.0
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   requests
 cosl==0.0.12
-    # via -r requirements.txt
+    # via -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
 coverage==7.5.3
     # via -r requirements-unit.in
 deepdiff==6.2.1
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   charmed-kubeflow-chisme
 exceptiongroup==1.1.3
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   anyio
     #   pytest
 h11==0.14.0
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   httpcore
 httpcore==0.18.0
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   httpx
 httpx==0.25.0
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   lightkube
 idna==3.4
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   anyio
     #   httpx
     #   requests
 importlib-resources==6.1.0
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   jsonschema
 iniconfig==2.0.0
     # via pytest
 jinja2==3.1.4
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   charmed-kubeflow-chisme
 jsonschema==4.17.3
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   serialized-data-interface
 lightkube==0.14.0
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   charmed-kubeflow-chisme
 lightkube-models==1.28.1.4
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   lightkube
 markupsafe==2.1.3
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   jinja2
 ops==2.14.0
     # via
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   -r requirements-unit.in
-    #   -r requirements.txt
     #   charmed-kubeflow-chisme
     #   cosl
     #   serialized-data-interface
 ordered-set==4.1.0
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   deepdiff
 packaging==24.0
     # via pytest
 pkgutil-resolve-name==1.3.10
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   jsonschema
 pluggy==1.5.0
     # via pytest
-pydantic==2.6.4
-    # via -r requirements.txt
-pydantic-core==2.16.3
+pydantic==2.10.2
+    # via -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
+pydantic-core==2.27.1
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   pydantic
 pyrsistent==0.19.3
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   jsonschema
 pytest==8.2.1
     # via
@@ -122,56 +122,56 @@ pytest-mock==3.14.0
     # via -r requirements-unit.in
 pyyaml==6.0.1
     # via
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   -r requirements-unit.in
-    #   -r requirements.txt
     #   cosl
     #   lightkube
     #   ops
     #   serialized-data-interface
 requests==2.31.0
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   serialized-data-interface
 ruamel-yaml==0.17.35
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   charmed-kubeflow-chisme
 ruamel-yaml-clib==0.2.8
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   ruamel-yaml
 serialized-data-interface==0.7.0
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   charmed-kubeflow-chisme
 sniffio==1.3.0
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   anyio
     #   httpcore
     #   httpx
 tenacity==8.2.3
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   charmed-kubeflow-chisme
 tomli==2.0.1
     # via pytest
-typing-extensions==4.11.0
+typing-extensions==4.12.2
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   annotated-types
     #   cosl
     #   pydantic
     #   pydantic-core
 urllib3==2.0.6
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   requests
 websocket-client==1.6.4
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   ops
 zipp==3.17.0
     # via
-    #   -r requirements.txt
+    #   -r /tmp/renovate/repos/github/canonical/kfp-operators/charms/kfp-metadata-writer/requirements.txt
     #   importlib-resources
diff --git a/charms/kfp-metadata-writer/requirements.in b/charms/kfp-metadata-writer/requirements.in
index b78c1db8..4c8d2a05 100644
--- a/charms/kfp-metadata-writer/requirements.in
+++ b/charms/kfp-metadata-writer/requirements.in
@@ -9,7 +9,7 @@ ops
 # To avoid build-time errors, pydantic has to be pinned to a version that can be built
 # with the rustc version that the OS can provide.
 # Remove this pin when the base OS can install rustc v1.76 or newer.
-pydantic>=2.6,<2.7
+pydantic>=2.10,<2.11
 serialized-data-interface
 # from loki_k8s.v1.loki_push_api.py
 cosl
diff --git a/charms/kfp-metadata-writer/requirements.txt b/charms/kfp-metadata-writer/requirements.txt
index e5eb3ed9..be6b938e 100644
--- a/charms/kfp-metadata-writer/requirements.txt
+++ b/charms/kfp-metadata-writer/requirements.txt
@@ -60,9 +60,9 @@ ordered-set==4.1.0
     # via deepdiff
 pkgutil-resolve-name==1.3.10
     # via jsonschema
-pydantic==2.6.4
+pydantic==2.10.2
     # via -r requirements.in
-pydantic-core==2.16.3
+pydantic-core==2.27.1
     # via pydantic
 pyrsistent==0.19.3
     # via jsonschema
@@ -89,7 +89,7 @@ sniffio==1.3.0
     #   httpx
 tenacity==8.2.3
     # via charmed-kubeflow-chisme
-typing-extensions==4.11.0
+typing-extensions==4.12.2
     # via
     #   annotated-types
     #   cosl