diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index d2075daa7..65a020492 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -23,7 +23,7 @@ on:
 jobs:
   lint:
     name: Lint
-    uses: canonical/data-platform-workflows/.github/workflows/lint.yaml@v23.1.1
+    uses: canonical/data-platform-workflows/.github/workflows/lint.yaml@v24.0.2
 
   unit-test:
     name: Unit test charm
@@ -45,7 +45,7 @@ jobs:
 
   build:
     name: Build charm
-    uses: canonical/data-platform-workflows/.github/workflows/build_charm.yaml@v23.1.1
+    uses: canonical/data-platform-workflows/.github/workflows/build_charm.yaml@v24.0.2
     with:
       cache: true
 
@@ -57,34 +57,27 @@ jobs:
           - agent: 2.9.51  # renovate: juju-agent-pin-minor
             libjuju: ==2.9.49.1  # renovate: latest libjuju 2
             allure_on_amd64: false
-          - agent: 3.4.6  # renovate: juju-agent-pin-minor
+          - agent: 3.6.1  # renovate: juju-agent-pin-minor
             allure_on_amd64: true
-          - snap_channel: 3.6/stable
-            allure_on_amd64: false
         architecture:
           - amd64
         include:
           - juju:
-              agent: 3.4.6  # renovate: juju-agent-pin-minor
+              agent: 3.6.1  # renovate: juju-agent-pin-minor
               allure_on_amd64: true
             architecture: arm64
-          - juju:
-              snap_channel: 3.6/stable
-              allure_on_amd64: false
-            architecture: arm64
-    name: Integration | ${{ matrix.juju.agent || matrix.juju.snap_channel }} | ${{ matrix.architecture }}
+    name: Integration | ${{ matrix.juju.agent }} | ${{ matrix.architecture }}
     needs:
       - lint
       - unit-test
       - build
-    uses: canonical/data-platform-workflows/.github/workflows/integration_test_charm.yaml@v23.1.1
+    uses: canonical/data-platform-workflows/.github/workflows/integration_test_charm.yaml@add-rbac
     with:
       artifact-prefix: ${{ needs.build.outputs.artifact-prefix }}
       architecture: ${{ matrix.architecture }}
       cloud: microk8s
       microk8s-snap-channel: 1.32-strict/stable  # renovate: latest microk8s
       juju-agent-version: ${{ matrix.juju.agent }}
-      juju-snap-channel: ${{ matrix.juju.snap_channel }}
       libjuju-version-constraint: ${{ matrix.juju.libjuju }}
       _beta_allure_report: ${{ matrix.juju.allure_on_amd64 && matrix.architecture == 'amd64' }}
     permissions:
diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml
index 48e060b4f..802d4d813 100644
--- a/.github/workflows/release.yaml
+++ b/.github/workflows/release.yaml
@@ -42,14 +42,14 @@ jobs:
 
   build:
     name: Build charm
-    uses: canonical/data-platform-workflows/.github/workflows/build_charm.yaml@v23.1.1
+    uses: canonical/data-platform-workflows/.github/workflows/build_charm.yaml@v24.0.2
 
   release:
     name: Release charm
     needs:
       - ci-tests
       - build
-    uses: canonical/data-platform-workflows/.github/workflows/release_charm.yaml@v23.1.1
+    uses: canonical/data-platform-workflows/.github/workflows/release_charm.yaml@v24.0.2
     with:
       channel: 1/edge
       artifact-prefix: ${{ needs.build.outputs.artifact-prefix }}
diff --git a/.github/workflows/sync_docs.yaml b/.github/workflows/sync_docs.yaml
index 571174c16..7f5ebae2a 100644
--- a/.github/workflows/sync_docs.yaml
+++ b/.github/workflows/sync_docs.yaml
@@ -10,7 +10,7 @@ on:
 jobs:
   sync-docs:
     name: Sync docs from Discourse
-    uses: canonical/data-platform-workflows/.github/workflows/sync_docs.yaml@v23.1.1
+    uses: canonical/data-platform-workflows/.github/workflows/sync_docs.yaml@v24.0.2
     with:
       reviewers: a-velasco
     permissions:
diff --git a/lib/charms/postgresql_k8s/v0/postgresql.py b/lib/charms/postgresql_k8s/v0/postgresql.py
index 4d8d6dc30..17adae9e6 100644
--- a/lib/charms/postgresql_k8s/v0/postgresql.py
+++ b/lib/charms/postgresql_k8s/v0/postgresql.py
@@ -21,12 +21,11 @@
 
 import logging
 from collections import OrderedDict
-from typing import Dict, List, Optional, Set, Tuple
+from typing import Optional, Set, Tuple
 
 import psycopg2
 from ops.model import Relation
-from psycopg2 import sql
-from psycopg2.sql import Composed
+from psycopg2.sql import SQL, Composed, Identifier, Literal
 
 # The unique Charmhub library identifier, never change it
 LIBID = "24ee217a54e840a598ff21a079c3e678"
@@ -36,7 +35,7 @@
 
 # Increment this PATCH version before using `charmcraft publish-lib` or reset
 # to 0 if you are raising the major API version
-LIBPATCH = 39
+LIBPATCH = 40
 
 INVALID_EXTRA_USER_ROLE_BLOCKING_MESSAGE = "invalid role(s) for extra user roles"
 
@@ -62,7 +61,7 @@ class PostgreSQLCreateDatabaseError(Exception):
 class PostgreSQLCreateUserError(Exception):
     """Exception raised when creating a user fails."""
 
-    def __init__(self, message: str = None):
+    def __init__(self, message: Optional[str] = None):
         super().__init__(message)
         self.message = message
 
@@ -109,14 +108,14 @@ def __init__(
         user: str,
         password: str,
         database: str,
-        system_users: List[str] = [],
+        system_users: Optional[list[str]] = None,
     ):
         self.primary_host = primary_host
         self.current_host = current_host
         self.user = user
         self.password = password
         self.database = database
-        self.system_users = system_users
+        self.system_users = system_users if system_users else []
 
     def _configure_pgaudit(self, enable: bool) -> None:
         connection = None
@@ -138,7 +137,7 @@ def _configure_pgaudit(self, enable: bool) -> None:
                 connection.close()
 
     def _connect_to_database(
-        self, database: str = None, database_host: str = None
+        self, database: Optional[str] = None, database_host: Optional[str] = None
     ) -> psycopg2.extensions.connection:
         """Creates a connection to the database.
 
@@ -162,8 +161,8 @@ def create_database(
         self,
         database: str,
         user: str,
-        plugins: List[str] = [],
-        client_relations: List[Relation] = [],
+        plugins: Optional[list[str]] = None,
+        client_relations: Optional[list[Relation]] = None,
     ) -> None:
         """Creates a new database and grant privileges to a user on it.
 
@@ -173,21 +172,25 @@ def create_database(
             plugins: extensions to enable in the new database.
             client_relations: current established client relations.
         """
+        plugins = plugins if plugins else []
+        client_relations = client_relations if client_relations else []
         try:
             connection = self._connect_to_database()
             cursor = connection.cursor()
-            cursor.execute(f"SELECT datname FROM pg_database WHERE datname='{database}';")
+            cursor.execute(
+                SQL("SELECT datname FROM pg_database WHERE datname={};").format(Literal(database))
+            )
             if cursor.fetchone() is None:
-                cursor.execute(sql.SQL("CREATE DATABASE {};").format(sql.Identifier(database)))
+                cursor.execute(SQL("CREATE DATABASE {};").format(Identifier(database)))
             cursor.execute(
-                sql.SQL("REVOKE ALL PRIVILEGES ON DATABASE {} FROM PUBLIC;").format(
-                    sql.Identifier(database)
+                SQL("REVOKE ALL PRIVILEGES ON DATABASE {} FROM PUBLIC;").format(
+                    Identifier(database)
                 )
             )
-            for user_to_grant_access in [user, "admin"] + self.system_users:
+            for user_to_grant_access in [user, "admin", *self.system_users]:
                 cursor.execute(
-                    sql.SQL("GRANT ALL PRIVILEGES ON DATABASE {} TO {};").format(
-                        sql.Identifier(database), sql.Identifier(user_to_grant_access)
+                    SQL("GRANT ALL PRIVILEGES ON DATABASE {} TO {};").format(
+                        Identifier(database), Identifier(user_to_grant_access)
                     )
                 )
             relations_accessing_this_database = 0
@@ -195,26 +198,29 @@ def create_database(
                 for data in relation.data.values():
                     if data.get("database") == database:
                         relations_accessing_this_database += 1
-            with self._connect_to_database(database=database) as conn:
-                with conn.cursor() as curs:
-                    curs.execute(
-                        "SELECT schema_name FROM information_schema.schemata WHERE schema_name NOT LIKE 'pg_%' and schema_name <> 'information_schema';"
-                    )
-                    schemas = [row[0] for row in curs.fetchall()]
-                    statements = self._generate_database_privileges_statements(
-                        relations_accessing_this_database, schemas, user
-                    )
-                    for statement in statements:
-                        curs.execute(statement)
+            with self._connect_to_database(database=database) as conn, conn.cursor() as curs:
+                curs.execute(
+                    "SELECT schema_name FROM information_schema.schemata WHERE schema_name NOT LIKE 'pg_%' and schema_name <> 'information_schema';"
+                )
+                schemas = [row[0] for row in curs.fetchall()]
+                statements = self._generate_database_privileges_statements(
+                    relations_accessing_this_database, schemas, user
+                )
+                for statement in statements:
+                    curs.execute(statement)
         except psycopg2.Error as e:
             logger.error(f"Failed to create database: {e}")
-            raise PostgreSQLCreateDatabaseError()
+            raise PostgreSQLCreateDatabaseError() from e
 
         # Enable preset extensions
         self.enable_disable_extensions({plugin: True for plugin in plugins}, database)
 
     def create_user(
-        self, user: str, password: str = None, admin: bool = False, extra_user_roles: str = None
+        self,
+        user: str,
+        password: Optional[str] = None,
+        admin: bool = False,
+        extra_user_roles: Optional[str] = None,
     ) -> None:
         """Creates a database user.
 
@@ -249,7 +255,9 @@ def create_user(
 
             with self._connect_to_database() as connection, connection.cursor() as cursor:
                 # Create or update the user.
-                cursor.execute(f"SELECT TRUE FROM pg_roles WHERE rolname='{user}';")
+                cursor.execute(
+                    SQL("SELECT TRUE FROM pg_roles WHERE rolname={};").format(Literal(user))
+                )
                 if cursor.fetchone() is not None:
                     user_definition = "ALTER ROLE {}"
                 else:
@@ -257,22 +265,20 @@ def create_user(
                 user_definition += f"WITH {'NOLOGIN' if user == 'admin' else 'LOGIN'}{' SUPERUSER' if admin else ''} ENCRYPTED PASSWORD '{password}'{'IN ROLE admin CREATEDB' if admin_role else ''}"
                 if privileges:
                     user_definition += f" {' '.join(privileges)}"
-                cursor.execute(sql.SQL("BEGIN;"))
-                cursor.execute(sql.SQL("SET LOCAL log_statement = 'none';"))
-                cursor.execute(sql.SQL(f"{user_definition};").format(sql.Identifier(user)))
-                cursor.execute(sql.SQL("COMMIT;"))
+                cursor.execute(SQL("BEGIN;"))
+                cursor.execute(SQL("SET LOCAL log_statement = 'none';"))
+                cursor.execute(SQL(f"{user_definition};").format(Identifier(user)))
+                cursor.execute(SQL("COMMIT;"))
 
                 # Add extra user roles to the new user.
                 if roles:
                     for role in roles:
                         cursor.execute(
-                            sql.SQL("GRANT {} TO {};").format(
-                                sql.Identifier(role), sql.Identifier(user)
-                            )
+                            SQL("GRANT {} TO {};").format(Identifier(role), Identifier(user))
                         )
         except psycopg2.Error as e:
             logger.error(f"Failed to create user: {e}")
-            raise PostgreSQLCreateUserError()
+            raise PostgreSQLCreateUserError() from e
 
     def delete_user(self, user: str) -> None:
         """Deletes a database user.
@@ -298,20 +304,22 @@ def delete_user(self, user: str) -> None:
                     database
                 ) as connection, connection.cursor() as cursor:
                     cursor.execute(
-                        sql.SQL("REASSIGN OWNED BY {} TO {};").format(
-                            sql.Identifier(user), sql.Identifier(self.user)
+                        SQL("REASSIGN OWNED BY {} TO {};").format(
+                            Identifier(user), Identifier(self.user)
                         )
                     )
-                    cursor.execute(sql.SQL("DROP OWNED BY {};").format(sql.Identifier(user)))
+                    cursor.execute(SQL("DROP OWNED BY {};").format(Identifier(user)))
 
             # Delete the user.
             with self._connect_to_database() as connection, connection.cursor() as cursor:
-                cursor.execute(sql.SQL("DROP ROLE {};").format(sql.Identifier(user)))
+                cursor.execute(SQL("DROP ROLE {};").format(Identifier(user)))
         except psycopg2.Error as e:
             logger.error(f"Failed to delete user: {e}")
-            raise PostgreSQLDeleteUserError()
+            raise PostgreSQLDeleteUserError() from e
 
-    def enable_disable_extensions(self, extensions: Dict[str, bool], database: str = None) -> None:
+    def enable_disable_extensions(
+        self, extensions: dict[str, bool], database: Optional[str] = None
+    ) -> None:
         """Enables or disables a PostgreSQL extension.
 
         Args:
@@ -353,20 +361,20 @@ def enable_disable_extensions(self, extensions: Dict[str, bool], database: str =
             pass
         except psycopg2.errors.DependentObjectsStillExist:
             raise
-        except psycopg2.Error:
-            raise PostgreSQLEnableDisableExtensionError()
+        except psycopg2.Error as e:
+            raise PostgreSQLEnableDisableExtensionError() from e
         finally:
             if connection is not None:
                 connection.close()
 
     def _generate_database_privileges_statements(
-        self, relations_accessing_this_database: int, schemas: List[str], user: str
-    ) -> List[Composed]:
+        self, relations_accessing_this_database: int, schemas: list[str], user: str
+    ) -> list[Composed]:
         """Generates a list of databases privileges statements."""
         statements = []
         if relations_accessing_this_database == 1:
             statements.append(
-                sql.SQL(
+                SQL(
                     """DO $$
 DECLARE r RECORD;
 BEGIN
@@ -386,44 +394,42 @@ def _generate_database_privileges_statements(
   END LOOP;
 END; $$;"""
                 ).format(
-                    sql.Identifier(user),
-                    sql.Identifier(user),
-                    sql.Identifier(user),
-                    sql.Identifier(user),
-                    sql.Identifier(user),
-                    sql.Identifier(user),
+                    Identifier(user),
+                    Identifier(user),
+                    Identifier(user),
+                    Identifier(user),
+                    Identifier(user),
+                    Identifier(user),
                 )
             )
             statements.append(
-                """UPDATE pg_catalog.pg_largeobject_metadata
-SET lomowner = (SELECT oid FROM pg_roles WHERE rolname = '{}')
-WHERE lomowner = (SELECT oid FROM pg_roles WHERE rolname = '{}');""".format(user, self.user)
+                SQL(
+                    "UPDATE pg_catalog.pg_largeobject_metadata\n"
+                    "SET lomowner = (SELECT oid FROM pg_roles WHERE rolname = {})\n"
+                    "WHERE lomowner = (SELECT oid FROM pg_roles WHERE rolname = {});"
+                ).format(Literal(user), Literal(self.user))
             )
             for schema in schemas:
                 statements.append(
-                    sql.SQL("ALTER SCHEMA {} OWNER TO {};").format(
-                        sql.Identifier(schema), sql.Identifier(user)
+                    SQL("ALTER SCHEMA {} OWNER TO {};").format(
+                        Identifier(schema), Identifier(user)
                     )
                 )
         else:
             for schema in schemas:
-                schema = sql.Identifier(schema)
+                schema = Identifier(schema)
                 statements.extend([
-                    sql.SQL("GRANT ALL PRIVILEGES ON ALL TABLES IN SCHEMA {} TO {};").format(
-                        schema, sql.Identifier(user)
-                    ),
-                    sql.SQL("GRANT ALL PRIVILEGES ON ALL SEQUENCES IN SCHEMA {} TO {};").format(
-                        schema, sql.Identifier(user)
+                    SQL("GRANT ALL PRIVILEGES ON ALL TABLES IN SCHEMA {} TO {};").format(
+                        schema, Identifier(user)
                     ),
-                    sql.SQL("GRANT ALL PRIVILEGES ON ALL FUNCTIONS IN SCHEMA {} TO {};").format(
-                        schema, sql.Identifier(user)
+                    SQL("GRANT ALL PRIVILEGES ON ALL SEQUENCES IN SCHEMA {} TO {};").format(
+                        schema, Identifier(user)
                     ),
-                    sql.SQL("GRANT USAGE ON SCHEMA {} TO {};").format(
-                        schema, sql.Identifier(user)
-                    ),
-                    sql.SQL("GRANT CREATE ON SCHEMA {} TO {};").format(
-                        schema, sql.Identifier(user)
+                    SQL("GRANT ALL PRIVILEGES ON ALL FUNCTIONS IN SCHEMA {} TO {};").format(
+                        schema, Identifier(user)
                     ),
+                    SQL("GRANT USAGE ON SCHEMA {} TO {};").format(schema, Identifier(user)),
+                    SQL("GRANT CREATE ON SCHEMA {} TO {};").format(schema, Identifier(user)),
                 ])
         return statements
 
@@ -435,7 +441,7 @@ def get_last_archived_wal(self) -> str:
                 return cursor.fetchone()[0]
         except psycopg2.Error as e:
             logger.error(f"Failed to get PostgreSQL last archived WAL: {e}")
-            raise PostgreSQLGetLastArchivedWALError()
+            raise PostgreSQLGetLastArchivedWALError() from e
 
     def get_current_timeline(self) -> str:
         """Get the timeline id for the current PostgreSQL unit."""
@@ -445,7 +451,7 @@ def get_current_timeline(self) -> str:
                 return cursor.fetchone()[0]
         except psycopg2.Error as e:
             logger.error(f"Failed to get PostgreSQL current timeline id: {e}")
-            raise PostgreSQLGetCurrentTimelineError()
+            raise PostgreSQLGetCurrentTimelineError() from e
 
     def get_postgresql_text_search_configs(self) -> Set[str]:
         """Returns the PostgreSQL available text search configs.
@@ -479,10 +485,7 @@ def get_postgresql_version(self, current_host=True) -> str:
         Returns:
             PostgreSQL version number.
         """
-        if current_host:
-            host = self.current_host
-        else:
-            host = None
+        host = self.current_host if current_host else None
         try:
             with self._connect_to_database(
                 database_host=host
@@ -492,7 +495,7 @@ def get_postgresql_version(self, current_host=True) -> str:
                 return cursor.fetchone()[0].split(" ")[1]
         except psycopg2.Error as e:
             logger.error(f"Failed to get PostgreSQL version: {e}")
-            raise PostgreSQLGetPostgreSQLVersionError()
+            raise PostgreSQLGetPostgreSQLVersionError() from e
 
     def is_tls_enabled(self, check_current_host: bool = False) -> bool:
         """Returns whether TLS is enabled.
@@ -527,7 +530,7 @@ def list_users(self) -> Set[str]:
                 return {username[0] for username in usernames}
         except psycopg2.Error as e:
             logger.error(f"Failed to list PostgreSQL database users: {e}")
-            raise PostgreSQLListUsersError()
+            raise PostgreSQLListUsersError() from e
 
     def list_valid_privileges_and_roles(self) -> Tuple[Set[str], Set[str]]:
         """Returns two sets with valid privileges and roles.
@@ -558,8 +561,8 @@ def set_up_database(self) -> None:
                 cursor.execute("REVOKE CREATE ON SCHEMA public FROM PUBLIC;")
                 for user in self.system_users:
                     cursor.execute(
-                        sql.SQL("GRANT ALL PRIVILEGES ON DATABASE postgres TO {};").format(
-                            sql.Identifier(user)
+                        SQL("GRANT ALL PRIVILEGES ON DATABASE postgres TO {};").format(
+                            Identifier(user)
                         )
                     )
                 self.create_user(
@@ -569,13 +572,13 @@ def set_up_database(self) -> None:
                 cursor.execute("GRANT CONNECT ON DATABASE postgres TO admin;")
         except psycopg2.Error as e:
             logger.error(f"Failed to set up databases: {e}")
-            raise PostgreSQLDatabasesSetupError()
+            raise PostgreSQLDatabasesSetupError() from e
         finally:
             if connection is not None:
                 connection.close()
 
     def update_user_password(
-        self, username: str, password: str, database_host: str = None
+        self, username: str, password: str, database_host: Optional[str] = None
     ) -> None:
         """Update a user password.
 
@@ -592,17 +595,17 @@ def update_user_password(
             with self._connect_to_database(
                 database_host=database_host
             ) as connection, connection.cursor() as cursor:
-                cursor.execute(sql.SQL("BEGIN;"))
-                cursor.execute(sql.SQL("SET LOCAL log_statement = 'none';"))
+                cursor.execute(SQL("BEGIN;"))
+                cursor.execute(SQL("SET LOCAL log_statement = 'none';"))
                 cursor.execute(
-                    sql.SQL("ALTER USER {} WITH ENCRYPTED PASSWORD '" + password + "';").format(
-                        sql.Identifier(username)
+                    SQL("ALTER USER {} WITH ENCRYPTED PASSWORD '" + password + "';").format(
+                        Identifier(username)
                     )
                 )
-                cursor.execute(sql.SQL("COMMIT;"))
+                cursor.execute(SQL("COMMIT;"))
         except psycopg2.Error as e:
             logger.error(f"Failed to update user password: {e}")
-            raise PostgreSQLUpdateUserPasswordError()
+            raise PostgreSQLUpdateUserPasswordError() from e
         finally:
             if connection is not None:
                 connection.close()
@@ -626,8 +629,8 @@ def is_restart_pending(self) -> bool:
 
     @staticmethod
     def build_postgresql_parameters(
-        config_options: Dict, available_memory: int, limit_memory: Optional[int] = None
-    ) -> Optional[Dict]:
+        config_options: dict, available_memory: int, limit_memory: Optional[int] = None
+    ) -> Optional[dict]:
         """Builds the PostgreSQL parameters.
 
         Args:
@@ -692,9 +695,9 @@ def validate_date_style(self, date_style: str) -> bool:
                 database_host=self.current_host
             ) as connection, connection.cursor() as cursor:
                 cursor.execute(
-                    sql.SQL(
+                    SQL(
                         "SET DateStyle to {};",
-                    ).format(sql.Identifier(date_style))
+                    ).format(Identifier(date_style))
                 )
             return True
         except psycopg2.Error:
diff --git a/lib/charms/postgresql_k8s/v0/postgresql_tls.py b/lib/charms/postgresql_k8s/v0/postgresql_tls.py
index 740a607fb..bdc7159a9 100644
--- a/lib/charms/postgresql_k8s/v0/postgresql_tls.py
+++ b/lib/charms/postgresql_k8s/v0/postgresql_tls.py
@@ -33,7 +33,8 @@
 )
 from ops.charm import ActionEvent, RelationBrokenEvent
 from ops.framework import Object
-from ops.pebble import ConnectionError, PathError, ProtocolError
+from ops.pebble import ConnectionError as PebbleConnectionError
+from ops.pebble import PathError, ProtocolError
 from tenacity import RetryError
 
 # The unique Charmhub library identifier, never change it
@@ -44,7 +45,7 @@
 
 # Increment this PATCH version before using `charmcraft publish-lib` or reset
 # to 0 if you are raising the major API version.
-LIBPATCH = 9
+LIBPATCH = 11
 
 logger = logging.getLogger(__name__)
 SCOPE = "unit"
@@ -81,10 +82,7 @@ def _on_set_tls_private_key(self, event: ActionEvent) -> None:
 
     def _request_certificate(self, param: Optional[str]):
         """Request a certificate to TLS Certificates Operator."""
-        if param is None:
-            key = generate_private_key()
-        else:
-            key = self._parse_tls_file(param)
+        key = generate_private_key() if param is None else self._parse_tls_file(param)
 
         csr = generate_csr(
             private_key=key,
@@ -143,7 +141,7 @@ def _on_certificate_available(self, event: CertificateAvailableEvent) -> None:
                 logger.debug("Cannot push TLS certificates at this moment")
                 event.defer()
                 return
-        except (ConnectionError, PathError, ProtocolError, RetryError) as e:
+        except (PebbleConnectionError, PathError, ProtocolError, RetryError) as e:
             logger.error("Cannot push TLS certificates: %r", e)
             event.defer()
             return
diff --git a/lib/charms/tempo_coordinator_k8s/v0/tracing.py b/lib/charms/tempo_coordinator_k8s/v0/tracing.py
index 2035dffd6..734a4ca0b 100644
--- a/lib/charms/tempo_coordinator_k8s/v0/tracing.py
+++ b/lib/charms/tempo_coordinator_k8s/v0/tracing.py
@@ -110,7 +110,7 @@ def __init__(self, *args):
 
 # Increment this PATCH version before using `charmcraft publish-lib` or reset
 # to 0 if you are raising the major API version
-LIBPATCH = 3
+LIBPATCH = 4
 
 PYDEPS = ["pydantic"]
 
@@ -891,13 +891,15 @@ def _get_endpoint(
             filter(lambda i: i.protocol.name == protocol, app_data.receivers)
         )
         if not receivers:
-            logger.error(f"no receiver found with protocol={protocol!r}")
+            # it can happen if the charm requests tracing protocols, but the relay (such as grafana-agent) isn't yet
+            # connected to the tracing backend. In this case, it's not an error the charm author can do anything about
+            logger.warning(f"no receiver found with protocol={protocol!r}.")
             return
         if len(receivers) > 1:
-            logger.error(
+            # if we have more than 1 receiver that matches, it shouldn't matter which receiver we'll be using.
+            logger.warning(
                 f"too many receivers with protocol={protocol!r}; using first one. Found: {receivers}"
             )
-            return
 
         receiver = receivers[0]
         return receiver.url
diff --git a/lib/charms/tls_certificates_interface/v2/tls_certificates.py b/lib/charms/tls_certificates_interface/v2/tls_certificates.py
index 9f67833ba..c232362fe 100644
--- a/lib/charms/tls_certificates_interface/v2/tls_certificates.py
+++ b/lib/charms/tls_certificates_interface/v2/tls_certificates.py
@@ -307,7 +307,7 @@ def _on_all_certificates_invalidated(self, event: AllCertificatesInvalidatedEven
 
 # Increment this PATCH version before using `charmcraft publish-lib` or reset
 # to 0 if you are raising the major API version
-LIBPATCH = 28
+LIBPATCH = 29
 
 PYDEPS = ["cryptography", "jsonschema"]
 
@@ -459,7 +459,7 @@ def restore(self, snapshot: dict):
 class CertificateExpiringEvent(EventBase):
     """Charm Event triggered when a TLS certificate is almost expired."""
 
-    def __init__(self, handle, certificate: str, expiry: str):
+    def __init__(self, handle: Handle, certificate: str, expiry: str):
         """CertificateExpiringEvent.
 
         Args:
diff --git a/poetry.lock b/poetry.lock
index 41b3220a9..659f01c41 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
 
 [[package]]
 name = "allure-pytest"
@@ -31,8 +31,8 @@ pytest = "*"
 [package.source]
 type = "git"
 url = "https://github.com/canonical/data-platform-workflows"
-reference = "v23.1.1"
-resolved_reference = "7dc172891bf274e74eef2a4d822450ca00f55188"
+reference = "v24.0.2"
+resolved_reference = "f92457d41a392c2549c044efe40651186db62d10"
 subdirectory = "python/pytest_plugins/allure_pytest_collection_report"
 
 [[package]]
@@ -52,59 +52,56 @@ pluggy = ">=0.4.0"
 
 [[package]]
 name = "anyio"
-version = "4.6.2.post1"
+version = "4.7.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "anyio-4.6.2.post1-py3-none-any.whl", hash = "sha256:6d170c36fba3bdd840c73d3868c1e777e33676a69c3a72cf0a0d5d6d8009b61d"},
-    {file = "anyio-4.6.2.post1.tar.gz", hash = "sha256:4c8bc31ccdb51c7f7bd251f51c609e038d63e34219b44aa86e47576389880b4c"},
+    {file = "anyio-4.7.0-py3-none-any.whl", hash = "sha256:ea60c3723ab42ba6fff7e8ccb0488c898ec538ff4df1f1d5e642c3601d07e352"},
+    {file = "anyio-4.7.0.tar.gz", hash = "sha256:2f834749c602966b7d456a7567cafcb309f96482b5081d14ac93ccd457f9dd48"},
 ]
 
 [package.dependencies]
 exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
-typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
+typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
-doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21.0b1)"]
+doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
 name = "asttokens"
-version = "2.4.1"
+version = "3.0.0"
 description = "Annotate AST trees with source code positions"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
 files = [
-    {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"},
-    {file = "asttokens-2.4.1.tar.gz", hash = "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"},
+    {file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"},
+    {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"},
 ]
 
-[package.dependencies]
-six = ">=1.12.0"
-
 [package.extras]
-astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
-test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
+astroid = ["astroid (>=2,<4)"]
+test = ["astroid (>=2,<4)", "pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "attrs"
-version = "24.2.0"
+version = "24.3.0"
 description = "Classes Without Boilerplate"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
-    {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
+    {file = "attrs-24.3.0-py3-none-any.whl", hash = "sha256:ac96cd038792094f438ad1f6ff80837353805ac950cd2aa0e0625ef19850c308"},
+    {file = "attrs-24.3.0.tar.gz", hash = "sha256:8f5c07333d543103541ba7be0e2ce16eeee8130cb0b3f9238ab904ce1e85baff"},
 ]
 
 [package.extras]
 benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
 tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
@@ -120,6 +117,17 @@ files = [
     {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
 ]
 
+[[package]]
+name = "backports-strenum"
+version = "1.3.1"
+description = "Base class for creating enumerated constants that are also subclasses of str"
+optional = false
+python-versions = ">=3.8.6,<3.11"
+files = [
+    {file = "backports_strenum-1.3.1-py3-none-any.whl", hash = "sha256:cdcfe36dc897e2615dc793b7d3097f54d359918fc448754a517e6f23044ccf83"},
+    {file = "backports_strenum-1.3.1.tar.gz", hash = "sha256:77c52407342898497714f0596e86188bb7084f89063226f4ba66863482f42414"},
+]
+
 [[package]]
 name = "bcrypt"
 version = "4.2.1"
@@ -171,13 +179,13 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2024.8.30"
+version = "2024.12.14"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"},
-    {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
+    {file = "certifi-2024.12.14-py3-none-any.whl", hash = "sha256:1275f7a45be9464efc1173084eaa30f866fe2e47d389406136d332ed4967ec56"},
+    {file = "certifi-2024.12.14.tar.gz", hash = "sha256:b650d30f370c2b724812bee08008be0c4163b163ddaec3f2546c1caf65f191db"},
 ]
 
 [[package]]
@@ -403,13 +411,13 @@ files = [
 
 [[package]]
 name = "cosl"
-version = "0.0.45"
+version = "0.0.47"
 description = "Utils for COS Lite charms"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "cosl-0.0.45-py3-none-any.whl", hash = "sha256:aede0ff7238f6e84f8ff69e32b0f0fd69dd049a1d1b922b9e9166c8ce9a443ea"},
-    {file = "cosl-0.0.45.tar.gz", hash = "sha256:0e7db33091f9694666a485bba8e21ddf79ff69f2f86002c855aa58b08a561a95"},
+    {file = "cosl-0.0.47-py3-none-any.whl", hash = "sha256:469e0760773322ffe45554bb5545e9f673fcef501345c8d0b15c9456af6712eb"},
+    {file = "cosl-0.0.47.tar.gz", hash = "sha256:42aaa2fcda3c73b5f52076e6790356642f9acaefdc1a49b1379395e8978f0c98"},
 ]
 
 [package.dependencies]
@@ -422,73 +430,73 @@ typing-extensions = "*"
 
 [[package]]
 name = "coverage"
-version = "7.6.8"
+version = "7.6.9"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
 files = [
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-    {file = "coverage-7.6.8-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:63c19702db10ad79151a059d2d6336fe0c470f2e18d0d4d1a57f7f9713875dcf"},
-    {file = "coverage-7.6.8-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3985b9be361d8fb6b2d1adc9924d01dec575a1d7453a14cccd73225cb79243ee"},
-    {file = "coverage-7.6.8-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:644ec81edec0f4ad17d51c838a7d01e42811054543b76d4ba2c5d6af741ce2a6"},
-    {file = "coverage-7.6.8-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1f188a2402f8359cf0c4b1fe89eea40dc13b52e7b4fd4812450da9fcd210181d"},
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     {file = "cryptography-44.0.0-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:a01956ddfa0a6790d594f5b34fc1bfa6098aca434696a03cfdbe469b8ed79285"},
     {file = "cryptography-44.0.0-cp39-abi3-win32.whl", hash = "sha256:eca27345e1214d1b9f9490d200f9db5a874479be914199194e746c893788d417"},
@@ -576,17 +582,6 @@ wrapt = ">=1.10,<2"
 [package.extras]
 dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "jinja2 (>=3.0.3,<3.1.0)", "setuptools", "sphinx (<2)", "tox"]
 
-[[package]]
-name = "durationpy"
-version = "0.9"
-description = "Module for converting between datetime.timedelta and Go's Duration strings."
-optional = false
-python-versions = "*"
-files = [
-    {file = "durationpy-0.9-py3-none-any.whl", hash = "sha256:e65359a7af5cedad07fb77a2dd3f390f8eb0b74cb845589fa6c057086834dd38"},
-    {file = "durationpy-0.9.tar.gz", hash = "sha256:fd3feb0a69a0057d582ef643c355c40d2fa1c942191f914d12203b1a01ac722a"},
-]
-
 [[package]]
 name = "exceptiongroup"
 version = "1.2.2"
@@ -617,13 +612,13 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 
 [[package]]
 name = "google-auth"
-version = "2.36.0"
+version = "2.37.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "google_auth-2.36.0-py2.py3-none-any.whl", hash = "sha256:51a15d47028b66fd36e5c64a82d2d57480075bccc7da37cde257fc94177a61fb"},
-    {file = "google_auth-2.36.0.tar.gz", hash = "sha256:545e9618f2df0bcbb7dcbc45a546485b1212624716975a1ea5ae8149ce769ab1"},
+    {file = "google_auth-2.37.0-py2.py3-none-any.whl", hash = "sha256:42664f18290a6be591be5329a96fe30184be1a1badb7292a7f686a9659de9ca0"},
+    {file = "google_auth-2.37.0.tar.gz", hash = "sha256:0054623abf1f9c83492c63d3f47e77f0a544caa3d40b2d98e099a611c2dd5d00"},
 ]
 
 [package.dependencies]
@@ -634,6 +629,7 @@ rsa = ">=3.1.4,<5"
 [package.extras]
 aiohttp = ["aiohttp (>=3.6.2,<4.0.0.dev0)", "requests (>=2.20.0,<3.0.0.dev0)"]
 enterprise-cert = ["cryptography", "pyopenssl"]
+pyjwt = ["cryptography (>=38.0.3)", "pyjwt (>=2.0)"]
 pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
 requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
@@ -791,13 +787,13 @@ tomli = {version = "*", markers = "python_version > \"3.6\" and python_version <
 
 [[package]]
 name = "ipython"
-version = "8.29.0"
+version = "8.30.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
 files = [
-    {file = "ipython-8.29.0-py3-none-any.whl", hash = "sha256:0188a1bd83267192123ccea7f4a8ed0a78910535dbaa3f37671dca76ebd429c8"},
-    {file = "ipython-8.29.0.tar.gz", hash = "sha256:40b60e15b22591450eef73e40a027cf77bd652e757523eebc5bd7c7c498290eb"},
+    {file = "ipython-8.30.0-py3-none-any.whl", hash = "sha256:85ec56a7e20f6c38fce7727dcca699ae4ffc85985aa7b23635a8008f918ae321"},
+    {file = "ipython-8.30.0.tar.gz", hash = "sha256:cb0a405a306d2995a5cbb9901894d240784a9f341394c6ba3f4fe8c6eb89ff6e"},
 ]
 
 [package.dependencies]
@@ -807,16 +803,16 @@ exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
-prompt-toolkit = ">=3.0.41,<3.1.0"
+prompt_toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
-stack-data = "*"
+stack_data = "*"
 traitlets = ">=5.13.0"
-typing-extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
+typing_extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
 
 [package.extras]
 all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"]
 black = ["black"]
-doc = ["docrepr", "exceptiongroup", "intersphinx-registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli", "typing_extensions"]
 kernel = ["ipykernel"]
 matplotlib = ["matplotlib"]
 nbconvert = ["nbconvert"]
@@ -900,17 +896,19 @@ referencing = ">=0.31.0"
 
 [[package]]
 name = "juju"
-version = "3.5.2.1"
+version = "3.6.0.0"
 description = "Python library for Juju"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8.6"
 files = [
-    {file = "juju-3.5.2.1.tar.gz", hash = "sha256:112da798b058d7cb23caffc5868c5c51e5f8a422ee1ab20006a090d396b90b0e"},
+    {file = "juju-3.6.0.0-py3-none-any.whl", hash = "sha256:0e925183c62de6ad46316c0ff1814d67ff4bd7374e3dde297f457d443e8a9651"},
+    {file = "juju-3.6.0.0.tar.gz", hash = "sha256:72d76fe69fce5ce59b2ad0461911c42f4f41760893cf241709f4f118fa33751d"},
 ]
 
 [package.dependencies]
+"backports.strenum" = {version = ">=1.3.1", markers = "python_version < \"3.11\""}
 hvac = "*"
-kubernetes = ">=12.0.1"
+kubernetes = ">=12.0.1,<31.0.0"
 macaroonbakery = ">=1.1,<2.0"
 packaging = "*"
 paramiko = ">=2.4.0"
@@ -918,23 +916,27 @@ pyasn1 = ">=0.4.4"
 pyRFC3339 = ">=1.0,<2.0"
 pyyaml = ">=5.1.2"
 toposort = ">=1.5,<2"
+typing-extensions = ">=4.5.0"
 typing_inspect = ">=0.6.0"
-websockets = ">=8.1,<14.0"
+websockets = ">=13.0.1"
+
+[package.extras]
+dev = ["Twine", "pytest", "pytest-asyncio", "typing-inspect"]
+docs = ["sphinx (==5.3.0)", "sphinx_rtd_theme", "sphinxcontrib-asyncio"]
 
 [[package]]
 name = "kubernetes"
-version = "31.0.0"
+version = "30.1.0"
 description = "Kubernetes python client"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "kubernetes-31.0.0-py2.py3-none-any.whl", hash = "sha256:bf141e2d380c8520eada8b351f4e319ffee9636328c137aa432bc486ca1200e1"},
-    {file = "kubernetes-31.0.0.tar.gz", hash = "sha256:28945de906c8c259c1ebe62703b56a03b714049372196f854105afe4e6d014c0"},
+    {file = "kubernetes-30.1.0-py2.py3-none-any.whl", hash = "sha256:e212e8b7579031dd2e512168b617373bc1e03888d41ac4e04039240a292d478d"},
+    {file = "kubernetes-30.1.0.tar.gz", hash = "sha256:41e4c77af9f28e7a6c314e3bd06a8c6229ddd787cad684e0ab9f69b498e98ebc"},
 ]
 
 [package.dependencies]
 certifi = ">=14.05.14"
-durationpy = ">=0.7"
 google-auth = ">=1.0.1"
 oauthlib = ">=3.2.2"
 python-dateutil = ">=2.5.3"
@@ -950,17 +952,17 @@ adal = ["adal (>=1.0.2)"]
 
 [[package]]
 name = "lightkube"
-version = "0.15.5"
+version = "0.15.8"
 description = "Lightweight kubernetes client library"
 optional = false
 python-versions = "*"
 files = [
-    {file = "lightkube-0.15.5-py3-none-any.whl", hash = "sha256:0d93be743cbeae022d18a1d3fbb45d1df58f9a603ea0061237842658f68d93fd"},
-    {file = "lightkube-0.15.5.tar.gz", hash = "sha256:5edbfd1aee83398374179f41f4897519e8f89dc9754c866d40bbdc68c49c033f"},
+    {file = "lightkube-0.15.8-py3-none-any.whl", hash = "sha256:236f6d11e9281764a8ae896ab2c28a4bc943dc0576822445064577eaa90677ba"},
+    {file = "lightkube-0.15.8.tar.gz", hash = "sha256:ac950d24ddbb59904708730f13ce254b05b6255a471dfab027cbe44c4123bfc6"},
 ]
 
 [package.dependencies]
-httpx = ">=0.24.0"
+httpx = ">=0.24.0,<0.28.0"
 lightkube-models = ">=1.15.12.0"
 PyYAML = "*"
 
@@ -1205,13 +1207,13 @@ files = [
 
 [[package]]
 name = "ops"
-version = "2.17.0"
+version = "2.17.1"
 description = "The Python library behind great charms"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ops-2.17.0-py3-none-any.whl", hash = "sha256:b6b7cebd1897bc1ea26312f1ddece693fbb5b392d5a395d5deef59204b98925e"},
-    {file = "ops-2.17.0.tar.gz", hash = "sha256:04f298bed94bfde3dd38ba39d309cda03d595273e815add6d0affb110cacb77b"},
+    {file = "ops-2.17.1-py3-none-any.whl", hash = "sha256:0fabc45740d59619c3265328f51f71f99b06557e22493cdd32d10c2b25bcd553"},
+    {file = "ops-2.17.1.tar.gz", hash = "sha256:de2d1dd382b4a5f3df3ba78a5266d59462644f3f8ea0f4e7479a248998862a3f"},
 ]
 
 [package.dependencies]
@@ -1676,13 +1678,13 @@ pytz = "*"
 
 [[package]]
 name = "pytest"
-version = "8.3.3"
+version = "8.3.4"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pytest-8.3.3-py3-none-any.whl", hash = "sha256:a6853c7375b2663155079443d2e45de913a911a11d669df02a50814944db57b2"},
-    {file = "pytest-8.3.3.tar.gz", hash = "sha256:70b98107bd648308a7952b06e6ca9a50bc660be218d53c257cc1fc94fda10181"},
+    {file = "pytest-8.3.4-py3-none-any.whl", hash = "sha256:50e16d954148559c9a74109af1eaf0c945ba2d8f30f0a3d3335edde19788b6f6"},
+    {file = "pytest-8.3.4.tar.gz", hash = "sha256:965370d062bce11e73868e0335abac31b4d3de0e82f4007408d242b4f8610761"},
 ]
 
 [package.dependencies]
@@ -1726,19 +1728,19 @@ develop = false
 [package.source]
 type = "git"
 url = "https://github.com/canonical/data-platform-workflows"
-reference = "v23.1.1"
-resolved_reference = "7dc172891bf274e74eef2a4d822450ca00f55188"
+reference = "v24.0.2"
+resolved_reference = "f92457d41a392c2549c044efe40651186db62d10"
 subdirectory = "python/pytest_plugins/github_secrets"
 
 [[package]]
 name = "pytest-operator"
-version = "0.38.0"
+version = "0.39.0"
 description = "Fixtures for Operators"
 optional = false
 python-versions = "*"
 files = [
-    {file = "pytest_operator-0.38.0-py3-none-any.whl", hash = "sha256:eef53d40d1301d1efd97c98021b3715e1ad9e932e720792e1897e8de3d47a8d2"},
-    {file = "pytest_operator-0.38.0.tar.gz", hash = "sha256:bf2dc92fc32eff82708b57783941f24c8500dfb3770098811c28ee31b7f292f3"},
+    {file = "pytest_operator-0.39.0-py3-none-any.whl", hash = "sha256:ade76e1896eaf7f71704b537fd6661a705d81a045b8db71531d9e4741913fa19"},
+    {file = "pytest_operator-0.39.0.tar.gz", hash = "sha256:b66bd8c6d161593c258a5714118a51e9f37721e7cd9e503299423d8a7d900f90"},
 ]
 
 [package.dependencies]
@@ -1764,8 +1766,8 @@ pyyaml = "*"
 [package.source]
 type = "git"
 url = "https://github.com/canonical/data-platform-workflows"
-reference = "v23.1.1"
-resolved_reference = "7dc172891bf274e74eef2a4d822450ca00f55188"
+reference = "v24.0.2"
+resolved_reference = "f92457d41a392c2549c044efe40651186db62d10"
 subdirectory = "python/pytest_plugins/pytest_operator_cache"
 
 [[package]]
@@ -1783,8 +1785,8 @@ pytest = "*"
 [package.source]
 type = "git"
 url = "https://github.com/canonical/data-platform-workflows"
-reference = "v23.1.1"
-resolved_reference = "7dc172891bf274e74eef2a4d822450ca00f55188"
+reference = "v24.0.2"
+resolved_reference = "f92457d41a392c2549c044efe40651186db62d10"
 subdirectory = "python/pytest_plugins/pytest_operator_groups"
 
 [[package]]
@@ -1930,101 +1932,114 @@ rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
 
 [[package]]
 name = "rpds-py"
-version = "0.21.0"
+version = "0.22.3"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
 python-versions = ">=3.9"
 files = [
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 python-versions = "^3.10"
-content-hash = "3c2a2a2d42de8d855d4ffbc384461e62914640759ad8efa48001884232c5243d"
+content-hash = "c55c11ae8bd30ee257561c407e4d49db70f4c3ad489b5a118e8987fcc5217dc3"
diff --git a/pyproject.toml b/pyproject.toml
index 45c0a1f2d..639cbbf5b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,13 +6,13 @@ package-mode = false
 
 [tool.poetry.dependencies]
 python = "^3.10"
-ops = "^2.17.0"
+ops = "^2.17.1"
 cryptography = "^44.0.0"
 jsonschema = "^4.23.0"
 tenacity = "^9.0.0"
-cosl = "^0.0.45"
+cosl = "^0.0.47"
 poetry-core = "^1.9.1"
-lightkube = "^0.15.5"
+lightkube = "^0.15.8"
 lightkube-models = "^1.29.0.6"
 pydantic = "^1.10.19"
 psycopg2 = "^2.9.10"
@@ -36,7 +36,7 @@ opentelemetry-exporter-otlp-proto-http = "1.21.0"
 optional = true
 
 [tool.poetry.group.format.dependencies]
-ruff = "^0.8.0"
+ruff = "^0.8.3"
 
 [tool.poetry.group.lint]
 optional = true
@@ -48,8 +48,8 @@ codespell = "^2.3.0"
 optional = true
 
 [tool.poetry.group.unit.dependencies]
-coverage = {extras = ["toml"], version = "^7.6.8"}
-pytest = "^8.3.3"
+coverage = {extras = ["toml"], version = "^7.6.9"}
+pytest = "^8.3.4"
 pytest-asyncio = "*"
 parameterized = "^0.9.0"
 
@@ -58,14 +58,14 @@ optional = true
 
 [tool.poetry.group.integration.dependencies]
 lightkube = "*"
-pytest = "^8.3.3"
-pytest-github-secrets = {git = "https://github.com/canonical/data-platform-workflows", tag = "v23.1.1", subdirectory = "python/pytest_plugins/github_secrets"}
-pytest-operator = "^0.38.0"
-pytest-operator-cache = {git = "https://github.com/canonical/data-platform-workflows", tag = "v23.1.1", subdirectory = "python/pytest_plugins/pytest_operator_cache"}
-pytest-operator-groups = {git = "https://github.com/canonical/data-platform-workflows", tag = "v23.1.1", subdirectory = "python/pytest_plugins/pytest_operator_groups"}
-allure-pytest-collection-report = {git = "https://github.com/canonical/data-platform-workflows", tag = "v23.1.1", subdirectory = "python/pytest_plugins/allure_pytest_collection_report"}
+pytest = "^8.3.4"
+pytest-github-secrets = {git = "https://github.com/canonical/data-platform-workflows", tag = "v24.0.2", subdirectory = "python/pytest_plugins/github_secrets"}
+pytest-operator = "^0.39.0"
+pytest-operator-cache = {git = "https://github.com/canonical/data-platform-workflows", tag = "v24.0.2", subdirectory = "python/pytest_plugins/pytest_operator_cache"}
+pytest-operator-groups = {git = "https://github.com/canonical/data-platform-workflows", tag = "v24.0.2", subdirectory = "python/pytest_plugins/pytest_operator_groups"}
+allure-pytest-collection-report = {git = "https://github.com/canonical/data-platform-workflows", tag = "v24.0.2", subdirectory = "python/pytest_plugins/allure_pytest_collection_report"}
 # renovate caret doesn't work: https://github.com/renovatebot/renovate/issues/26940
-juju = "<=3.5.2.1"
+juju = "<=3.6.0.0"
 tenacity = "*"
 psycopg2-binary = "^2.9.10"
 allure-pytest = "^2.13.5"
diff --git a/tests/integration/relations/pgbouncer_provider/test_pgbouncer_provider.py b/tests/integration/relations/pgbouncer_provider/test_pgbouncer_provider.py
index 6e4d66511..d81f63775 100644
--- a/tests/integration/relations/pgbouncer_provider/test_pgbouncer_provider.py
+++ b/tests/integration/relations/pgbouncer_provider/test_pgbouncer_provider.py
@@ -393,6 +393,7 @@ async def test_multiple_pgb_can_connect_to_one_backend(ops_test: OpsTest, pgb_ch
         resources=PGB_RESOURCES,
         application_name=pgb_secondary,
         series=CHARM_SERIES,
+        trust=True,
     )
     async with ops_test.fast_forward():
         (await ops_test.model.wait_for_idle(apps=[pgb_secondary], status="blocked"),)
diff --git a/tests/integration/test_config.py b/tests/integration/test_config.py
index 9134d71c7..5d3c9c99a 100644
--- a/tests/integration/test_config.py
+++ b/tests/integration/test_config.py
@@ -31,7 +31,7 @@ async def test_config_parameters(ops_test: OpsTest, pgb_charm) -> None:
                 application_name=PGB,
                 num_units=1,
                 series=CHARM_SERIES,
-                trust=False,
+                trust=True,
             ),
             ops_test.model.deploy(
                 PG,
@@ -39,6 +39,7 @@ async def test_config_parameters(ops_test: OpsTest, pgb_charm) -> None:
                 num_units=1,
                 channel="14/edge",
                 config={"profile": "testing"},
+                trust=True,
             ),
         )
         await ops_test.model.add_relation(f"{PGB}:{BACKEND_RELATION_NAME}", f"{PG}:database")
diff --git a/tests/integration/test_trust.py b/tests/integration/test_trust.py
index 1d7f896db..a463816dd 100644
--- a/tests/integration/test_trust.py
+++ b/tests/integration/test_trust.py
@@ -2,9 +2,7 @@
 # Copyright 2024 Canonical Ltd.
 # See LICENSE file for licensing details.
 
-import asyncio
 import logging
-import time
 
 import pytest
 from pytest_operator.plugin import OpsTest
@@ -20,70 +18,9 @@
 
 logger = logging.getLogger(__name__)
 RELATION = "backend-database"
-MAX_RETRIES = 20
 UNTRUST_ERROR_MESSAGE = f"Insufficient permissions, try: `juju trust {PGB} --scope=cluster`"
 
 
-@pytest.mark.group(1)
-async def test_enable_rbac(ops_test: OpsTest):
-    """Enables RBAC from inside test runner's environment.
-
-    Assert on permission enforcement being active.
-    """
-    enable_rbac_call = await asyncio.create_subprocess_exec(
-        "sudo",
-        "microk8s",
-        "enable",
-        "rbac",
-        stdout=asyncio.subprocess.PIPE,
-        stderr=None,
-    )
-    await enable_rbac_call.communicate()
-
-    is_default_auth = None
-    retries = 0
-    while is_default_auth != "no" and retries < MAX_RETRIES:
-        rbac_check = await asyncio.create_subprocess_exec(
-            "microk8s",
-            "kubectl",
-            "auth",
-            "can-i",
-            "get",
-            "cm",
-            "-A",
-            "--as=system:serviceaccount:default:no-permissions",
-            stdout=asyncio.subprocess.PIPE,
-            stderr=None,
-        )
-        stdout, _ = await rbac_check.communicate()
-        if stdout:
-            is_default_auth = stdout.decode().split()[0]
-            logger.info(f"Response from rbac check ('no' means enabled): {is_default_auth}")
-        retries += 1
-
-    assert is_default_auth == "no"
-
-
-@pytest.mark.group(1)
-async def test_model_connectivity(ops_test: OpsTest):
-    """Tries to regain connectivity to model after microK8s restart."""
-    retries = 0
-    while retries < MAX_RETRIES:
-        try:
-            await ops_test.model.connect_current()
-            status = await ops_test.model.get_status()
-            logger.info(f"Connection established: {status}")
-            return
-        except Exception as e:
-            logger.info(f"Connection attempt failed: {e}")
-            retries += 1
-            logger.info(f"Retrying ({retries}/{MAX_RETRIES})...")
-            time.sleep(3)
-
-    logger.error(f"Max retries number of {MAX_RETRIES} reached. Unable to connect.")
-    assert False
-
-
 @pytest.mark.group(1)
 @pytest.mark.abort_on_fail
 async def test_build_and_deploy(ops_test: OpsTest, pgb_charm):