diff --git a/poetry.lock b/poetry.lock
index 8612b98203..a298423bd0 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"
@@ -52,13 +52,13 @@ pluggy = ">=0.4.0"
 
 [[package]]
 name = "anyio"
-version = "4.6.0"
+version = "4.6.2.post1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "anyio-4.6.0-py3-none-any.whl", hash = "sha256:c7d2e9d63e31599eeb636c8c5c03a7e108d73b345f064f1c19fdc87b79036a9a"},
-    {file = "anyio-4.6.0.tar.gz", hash = "sha256:137b4559cbb034c477165047febb6ff83f390fc3b20bf181c1fc0a728cb8beeb"},
+    {file = "anyio-4.6.2.post1-py3-none-any.whl", hash = "sha256:6d170c36fba3bdd840c73d3868c1e777e33676a69c3a72cf0a0d5d6d8009b61d"},
+    {file = "anyio-4.6.2.post1.tar.gz", hash = "sha256:4c8bc31ccdb51c7f7bd251f51c609e038d63e34219b44aa86e47576389880b4c"},
 ]
 
 [package.dependencies]
@@ -69,7 +69,7 @@ typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [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", "uvloop (>=0.21.0b1)"]
+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)"]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -162,17 +162,17 @@ typecheck = ["mypy"]
 
 [[package]]
 name = "boto3"
-version = "1.35.38"
+version = "1.35.49"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "boto3-1.35.38.tar.gz", hash = "sha256:90c8cddc4a08c8040057ad44c7468ff82fea9fe8b6517db5ff01a9b2900299cc"},
+    {file = "boto3-1.35.49-py3-none-any.whl", hash = "sha256:b660c649a27a6b47a34f6f858f5bd7c3b0a798a16dec8dda7cbebeee80fd1f60"},
+    {file = "boto3-1.35.49.tar.gz", hash = "sha256:ddecb27f5699ca9f97711c52b6c0652c2e63bf6c2bfbc13b819b4f523b4d30ff"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.38,<1.36.0"
+botocore = ">=1.35.49,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -181,13 +181,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.38"
+version = "1.35.49"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "botocore-1.35.49-py3-none-any.whl", hash = "sha256:aed4d3643afd702920792b68fbe712a8c3847993820d1048cd238a6469354da1"},
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 ]
 
 [package.dependencies]
@@ -443,13 +443,13 @@ files = [
 
 [[package]]
 name = "cosl"
-version = "0.0.40"
+version = "0.0.42"
 description = "Utils for COS Lite charms"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "cosl-0.0.42-py3-none-any.whl", hash = "sha256:524b6a96c6441c0590448c8d6c0f99c0db9cc22651c9aeb715e4c975a8e4ec31"},
+    {file = "cosl-0.0.42.tar.gz", hash = "sha256:8e470477048b37e8bedc9f1ae5cb5c2152dfe5af72cbcb086db66a9bafb5734c"},
 ]
 
 [package.dependencies]
@@ -462,73 +462,73 @@ typing-extensions = "*"
 
 [[package]]
 name = "coverage"
-version = "7.6.2"
+version = "7.6.4"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
 files = [
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 [package.dependencies]
@@ -539,38 +539,38 @@ toml = ["tomli"]
 
 [[package]]
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 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
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 ssh = ["bcrypt (>=3.1.5)"]
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 test-randomorder = ["pytest-randomly"]
 
 [[package]]
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 ]
 
 [[package]]
@@ -2141,29 +2132,29 @@ pyasn1 = ">=0.1.3"
 
 [[package]]
 name = "ruff"
-version = "0.6.9"
+version = "0.7.1"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "ruff-0.7.1-py3-none-win_amd64.whl", hash = "sha256:f38c41fcde1728736b4eb2b18850f6d1e3eedd9678c914dede554a70d5241307"},
+    {file = "ruff-0.7.1-py3-none-win_arm64.whl", hash = "sha256:19aa200ec824c0f36d0c9114c8ec0087082021732979a359d6f3c390a6ff2a37"},
+    {file = "ruff-0.7.1.tar.gz", hash = "sha256:9d8a41d4aa2dad1575adb98a82870cf5db5f76b2938cf2206c22c940034a36f4"},
 ]
 
 [[package]]
@@ -2542,4 +2533,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "0e9352a04d21e0ae6358469ed071e5bf1a73f64019b5919bf8cbe48927441dc1"
+content-hash = "be84825d8bc3d6716d62a2c7f283a49f386445927c12dea73df65e317df7b3d9"
diff --git a/pyproject.toml b/pyproject.toml
index 4193e6ab14..500cffe99d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,15 +7,15 @@ package-mode = false
 [tool.poetry.dependencies]
 python = "^3.10"
 ops = "^2.17.0"
-cryptography = "^43.0.1"
-boto3 = "^1.35.38"
+cryptography = "^43.0.3"
+boto3 = "^1.35.49"
 pgconnstr = "^1.0.1"
 requests = "^2.32.3"
 tenacity = "^9.0.0"
-psycopg2 = "^2.9.9"
-cosl = "^0.0.40"
+psycopg2 = "^2.9.10"
+cosl = "^0.0.42"
 pydantic = "^1.10.18"
-poetry-core = "^1.9.0"
+poetry-core = "^1.9.1"
 pyOpenSSL = "^24.2.1"
 jinja2 = "^3.1.4"
 
@@ -38,7 +38,7 @@ opentelemetry-exporter-otlp-proto-http = "1.21.0"
 optional = true
 
 [tool.poetry.group.format.dependencies]
-ruff = "^0.6.9"
+ruff = "^0.7.1"
 
 [tool.poetry.group.lint]
 optional = true
@@ -50,7 +50,7 @@ codespell = "^2.3.0"
 optional = true
 
 [tool.poetry.group.unit.dependencies]
-coverage = {extras = ["toml"], version = "^7.6.2"}
+coverage = {extras = ["toml"], version = "^7.6.4"}
 pytest = "^8.3.3"
 pytest-asyncio = "*"
 parameterized = "^0.9.0"
@@ -71,7 +71,7 @@ boto3 = "*"
 tenacity = "*"
 landscape-api-py3 = "^0.9.0"
 mailmanclient = "^3.3.5"
-psycopg2-binary = "^2.9.9"
+psycopg2-binary = "^2.9.10"
 allure-pytest = "^2.13.5"
 allure-pytest-collection-report = {git = "https://github.com/canonical/data-platform-workflows", tag = "v23.0.4", subdirectory = "python/pytest_plugins/allure_pytest_collection_report"}
 
diff --git a/src/backups.py b/src/backups.py
index ca12443759..39d356f41d 100644
--- a/src/backups.py
+++ b/src/backups.py
@@ -202,7 +202,7 @@ def can_use_s3_repository(self) -> tuple[bool, str | None]:
                 return False, ANOTHER_CLUSTER_REPOSITORY_ERROR_MESSAGE
 
             return_code, system_identifier_from_instance, error = self._execute_command([
-                f'/snap/charmed-postgresql/current/usr/lib/postgresql/{self.charm._patroni.get_postgresql_version().split(".")[0]}/bin/pg_controldata',
+                f"/snap/charmed-postgresql/current/usr/lib/postgresql/{self.charm._patroni.get_postgresql_version().split('.')[0]}/bin/pg_controldata",
                 POSTGRESQL_DATA_PATH,
             ])
             if return_code != 0:
@@ -244,7 +244,7 @@ def _construct_endpoint(self, s3_parameters: dict) -> str:
 
         # Use the built endpoint if it is an AWS endpoint.
         if endpoint_data and endpoint.endswith(endpoint_data["dnsSuffix"]):
-            endpoint = f'{endpoint.split("://")[0]}://{endpoint_data["hostname"]}'
+            endpoint = f"{endpoint.split('://')[0]}://{endpoint_data['hostname']}"
 
         return endpoint
 
@@ -392,7 +392,7 @@ def _generate_backup_list_output(self) -> str:
             backup_reference = "None"
             if backup["reference"]:
                 backup_reference, _ = self._parse_backup_id(backup["reference"][-1])
-            lsn_start_stop = f'{backup["lsn"]["start"]} / {backup["lsn"]["stop"]}'
+            lsn_start_stop = f"{backup['lsn']['start']} / {backup['lsn']['stop']}"
             time_start, time_stop = (
                 datetime.strftime(
                     datetime.fromtimestamp(stamp, timezone.utc), "%Y-%m-%dT%H:%M:%SZ"
@@ -404,7 +404,7 @@ def _generate_backup_list_output(self) -> str:
                 if backup["archive"] and backup["archive"]["start"]
                 else ""
             )
-            backup_path = f'/{self.stanza_name}/{backup["label"]}'
+            backup_path = f"/{self.stanza_name}/{backup['label']}"
             error = backup["error"]
             backup_status = "finished"
             if error:
@@ -1121,16 +1121,16 @@ def _generate_fake_backup_id(self, backup_type: str) -> str:
 
             if last_full_backup is None:
                 raise TypeError("Differential backup requested but no previous full backup")
-            return f'{last_full_backup}_{datetime.strftime(datetime.now(), "%Y%m%d-%H%M%SD")}'
+            return f"{last_full_backup}_{datetime.strftime(datetime.now(), '%Y%m%d-%H%M%SD')}"
         if backup_type == "incremental":
             backups = self._list_backups(show_failed=False, parse=False).keys()
             if not backups:
                 raise TypeError("Incremental backup requested but no previous successful backup")
-            return f'{backups[-1]}_{datetime.strftime(datetime.now(), "%Y%m%d-%H%M%SI")}'
+            return f"{backups[-1]}_{datetime.strftime(datetime.now(), '%Y%m%d-%H%M%SI')}"
 
     def _fetch_backup_from_id(self, backup_id: str) -> str:
         """Fetches backup's pgbackrest label from backup id."""
-        timestamp = f'{datetime.strftime(datetime.strptime(backup_id, "%Y-%m-%dT%H:%M:%SZ"), "%Y%m%d-%H%M%S")}'
+        timestamp = f"{datetime.strftime(datetime.strptime(backup_id, '%Y-%m-%dT%H:%M:%SZ'), '%Y%m%d-%H%M%S')}"
         backups = self._list_backups(show_failed=False, parse=False).keys()
         for label in backups:
             if timestamp in label:
@@ -1285,7 +1285,7 @@ def _retrieve_s3_parameters(self) -> tuple[dict, list[str]]:
         # like Ceph Object Gateway (radosgw).
         s3_parameters["endpoint"] = s3_parameters["endpoint"].rstrip("/")
         s3_parameters["path"] = (
-            f'/{s3_parameters["path"].strip("/")}'  # The slash in the beginning is required by pgBackRest.
+            f"/{s3_parameters['path'].strip('/')}"  # The slash in the beginning is required by pgBackRest.
         )
         s3_parameters["bucket"] = s3_parameters["bucket"].strip("/")
 
diff --git a/src/relations/async_replication.py b/src/relations/async_replication.py
index 6a6425802c..ebfa06752d 100644
--- a/src/relations/async_replication.py
+++ b/src/relations/async_replication.py
@@ -339,7 +339,7 @@ def result():
         # Input is hardcoded
         process = run(  # noqa: S603
             [
-                f'/snap/charmed-postgresql/current/usr/lib/postgresql/{self.charm._patroni.get_postgresql_version().split(".")[0]}/bin/pg_controldata',
+                f"/snap/charmed-postgresql/current/usr/lib/postgresql/{self.charm._patroni.get_postgresql_version().split('.')[0]}/bin/pg_controldata",
                 POSTGRESQL_DATA_PATH,
             ],
             capture_output=True,
@@ -645,7 +645,7 @@ def _primary_cluster_endpoint(self) -> str:
     def _re_emit_async_relation_changed_event(self) -> None:
         """Re-emit the async relation changed event."""
         relation = self._relation
-        getattr(self.charm.on, f'{relation.name.replace("-", "_")}_relation_changed').emit(
+        getattr(self.charm.on, f"{relation.name.replace('-', '_')}_relation_changed").emit(
             relation,
             app=relation.app,
             unit=next(unit for unit in relation.units if unit.app == relation.app),
diff --git a/tests/integration/ha_tests/helpers.py b/tests/integration/ha_tests/helpers.py
index a4b7475ad4..1c5760598b 100644
--- a/tests/integration/ha_tests/helpers.py
+++ b/tests/integration/ha_tests/helpers.py
@@ -76,7 +76,7 @@ async def are_all_db_processes_down(ops_test: OpsTest, process: str, signal: str
 
                     # If something was returned, there is a running process.
                     if len(processes) > 0:
-                        logger.info("Unit {unit.name} not yet down")
+                        logger.info(f"Unit {unit.name} not yet down")
                         # Try to rekill the unit
                         await send_signal_to_process(ops_test, unit.name, process, signal)
                         raise ProcessRunningError
@@ -108,9 +108,9 @@ async def are_writes_increasing(
                     use_ip_from_inside=use_ip_from_inside,
                     extra_model=extra_model,
                 )
-                assert (
-                    more_writes[member] > count
-                ), f"{member}: writes not continuing to DB (current writes: {more_writes[member]} - previous writes: {count})"
+                assert more_writes[member] > count, (
+                    f"{member}: writes not continuing to DB (current writes: {more_writes[member]} - previous writes: {count})"
+                )
 
 
 async def app_name(
@@ -214,9 +214,9 @@ async def is_cluster_updated(
 ) -> None:
     # Verify that the old primary is now a replica.
     logger.info("checking that the former primary is now a replica")
-    assert await is_replica(
-        ops_test, primary_name, use_ip_from_inside
-    ), "there are more than one primary in the cluster."
+    assert await is_replica(ops_test, primary_name, use_ip_from_inside), (
+        "there are more than one primary in the cluster."
+    )
 
     # Verify that all units are part of the same cluster.
     logger.info("checking that all units are part of the same cluster")
@@ -255,9 +255,9 @@ async def check_writes(
         print(
             f"member: {member}, count: {count}, max_number_written: {max_number_written[member]}, total_expected_writes: {total_expected_writes}"
         )
-        assert (
-            count == max_number_written[member]
-        ), f"{member}: writes to the db were missed: count of actual writes different from the max number written."
+        assert count == max_number_written[member], (
+            f"{member}: writes to the db were missed: count of actual writes different from the max number written."
+        )
         assert total_expected_writes == count, f"{member}: writes to the db were missed."
     return total_expected_writes
 
@@ -309,7 +309,7 @@ def count_writes_on_members(members, password, down_ips) -> tuple[dict[str, int]
                 f" host='{host}' password='{password}' connect_timeout=10"
             )
 
-            member_name = f'{member["model"]}.{member["name"]}'
+            member_name = f"{member['model']}.{member['name']}"
             connection = None
             try:
                 with (
@@ -378,9 +378,9 @@ async def fetch_cluster_members(ops_test: OpsTest, use_ip_from_inside: bool = Fa
         if len(member_ips) > 0:
             # If the list of members IPs was already fetched, also compare the
             # list provided by other members.
-            assert member_ips == {
-                member["host"] for member in cluster_info.json()["members"]
-            }, "members report different lists of cluster members."
+            assert member_ips == {member["host"] for member in cluster_info.json()["members"]}, (
+                "members report different lists of cluster members."
+            )
         else:
             member_ips = {member["host"] for member in cluster_info.json()["members"]}
     return member_ips
@@ -929,9 +929,9 @@ async def add_unit_with_storage(ops_test, app, storage):
     assert return_code == 0, "Failed to add unit with storage"
     async with ops_test.fast_forward():
         await ops_test.model.wait_for_idle(apps=[app], status="active", timeout=2000)
-    assert (
-        len(ops_test.model.applications[app].units) == expected_units
-    ), "New unit not added to model"
+    assert len(ops_test.model.applications[app].units) == expected_units, (
+        "New unit not added to model"
+    )
 
     # verify storage attached
     curr_units = [unit.name for unit in ops_test.model.applications[app].units]
diff --git a/tests/integration/ha_tests/test_async_replication.py b/tests/integration/ha_tests/test_async_replication.py
index ea87167ca3..7b76660bb3 100644
--- a/tests/integration/ha_tests/test_async_replication.py
+++ b/tests/integration/ha_tests/test_async_replication.py
@@ -371,7 +371,7 @@ async def test_promote_standby(
     primary = await get_primary(ops_test, any_unit)
     address = get_unit_address(ops_test, primary)
     password = await get_password(ops_test, primary)
-    database_name = f'{APPLICATION_NAME.replace("-", "_")}_database'
+    database_name = f"{APPLICATION_NAME.replace('-', '_')}_database"
     connection = None
     try:
         connection = psycopg2.connect(
diff --git a/tests/integration/ha_tests/test_replication.py b/tests/integration/ha_tests/test_replication.py
index 203088b6f6..dd924948da 100644
--- a/tests/integration/ha_tests/test_replication.py
+++ b/tests/integration/ha_tests/test_replication.py
@@ -149,8 +149,8 @@ async def test_no_data_replicated_between_clusters(ops_test: OpsTest, continuous
                     "SELECT EXISTS (SELECT FROM information_schema.tables"
                     " WHERE table_schema = 'public' AND table_name = 'continuous_writes');"
                 )
-                assert not cursor.fetchone()[
-                    0
-                ], "table 'continuous_writes' was replicated to the second cluster"
+                assert not cursor.fetchone()[0], (
+                    "table 'continuous_writes' was replicated to the second cluster"
+                )
         finally:
             connection.close()
diff --git a/tests/integration/ha_tests/test_restore_cluster.py b/tests/integration/ha_tests/test_restore_cluster.py
index 0d4c3f9f49..b8c92cc1e7 100644
--- a/tests/integration/ha_tests/test_restore_cluster.py
+++ b/tests/integration/ha_tests/test_restore_cluster.py
@@ -97,9 +97,9 @@ async def test_cluster_restore(ops_test):
     logger.info("Upscaling the second cluster with the old data")
     for storage in storages:
         unit = await add_unit_with_storage(ops_test, SECOND_APPLICATION, storage)
-        assert await reused_full_cluster_recovery_storage(
-            ops_test, unit.name
-        ), "attached storage not properly re-used by Postgresql."
+        assert await reused_full_cluster_recovery_storage(ops_test, unit.name), (
+            "attached storage not properly re-used by Postgresql."
+        )
 
     primary = await get_primary(
         ops_test, ops_test.model.applications[SECOND_APPLICATION].units[0].name
@@ -111,9 +111,9 @@ async def test_cluster_restore(ops_test):
             "SELECT EXISTS (SELECT FROM information_schema.tables"
             " WHERE table_schema = 'public' AND table_name = 'restore_table_1');"
         )
-        assert cursor.fetchone()[
-            0
-        ], "data wasn't correctly restored: table 'restore_table_1' doesn't exist"
+        assert cursor.fetchone()[0], (
+            "data wasn't correctly restored: table 'restore_table_1' doesn't exist"
+        )
     connection.close()
 
     # check that there is only one primary
diff --git a/tests/integration/ha_tests/test_self_healing.py b/tests/integration/ha_tests/test_self_healing.py
index b68ba3dd4e..8f197f1a94 100644
--- a/tests/integration/ha_tests/test_self_healing.py
+++ b/tests/integration/ha_tests/test_self_healing.py
@@ -131,17 +131,17 @@ async def test_storage_re_use(ops_test, continuous_writes):
     )
     new_unit = await add_unit_with_storage(ops_test, app, unit_storage_id)
 
-    assert await reused_replica_storage(
-        ops_test, new_unit.name
-    ), "attached storage not properly re-used by Postgresql."
+    assert await reused_replica_storage(ops_test, new_unit.name), (
+        "attached storage not properly re-used by Postgresql."
+    )
 
     # Verify that no writes to the database were missed after stopping the writes.
     total_expected_writes = await check_writes(ops_test)
 
     # Verify that new instance is up-to-date.
-    assert await is_secondary_up_to_date(
-        ops_test, new_unit.name, total_expected_writes
-    ), "new instance not up to date."
+    assert await is_secondary_up_to_date(ops_test, new_unit.name, total_expected_writes), (
+        "new instance not up to date."
+    )
 
 
 @pytest.mark.group(1)
@@ -266,9 +266,9 @@ async def test_full_cluster_restart(
     # they come back online they operate as expected. This check verifies that we meet the criteria
     # of all replicas being down at the same time.
     try:
-        assert await are_all_db_processes_down(
-            ops_test, process, signal
-        ), "Not all units down at the same time."
+        assert await are_all_db_processes_down(ops_test, process, signal), (
+            "Not all units down at the same time."
+        )
     finally:
         if process == PATRONI_PROCESS:
             awaits = []
@@ -285,9 +285,9 @@ async def test_full_cluster_restart(
     # Verify all units are up and running.
     sleep(30)
     for unit in ops_test.model.applications[app].units:
-        assert await is_postgresql_ready(
-            ops_test, unit.name
-        ), f"unit {unit.name} not restarted after cluster restart."
+        assert await is_postgresql_ready(ops_test, unit.name), (
+            f"unit {unit.name} not restarted after cluster restart."
+        )
 
     # Check if a primary is elected
     for attempt in Retrying(stop=stop_after_delay(60 * 3), wait=wait_fixed(3)):
@@ -373,9 +373,9 @@ async def test_forceful_restart_without_data_and_transaction_logs(
         new_files = await list_wal_files(ops_test, app)
         # Check that the WAL was correctly rotated.
         for unit_name in files:
-            assert not files[unit_name].intersection(
-                new_files
-            ), "WAL segments weren't correctly rotated"
+            assert not files[unit_name].intersection(new_files), (
+                "WAL segments weren't correctly rotated"
+            )
 
         # Start the systemd service in the old primary.
         await run_command_on_unit(ops_test, primary_name, "snap start charmed-postgresql.patroni")
@@ -403,9 +403,9 @@ async def test_network_cut(ops_test: OpsTest, continuous_writes, primary_start_t
 
     # Verify that connection is possible.
     logger.info("checking whether the connectivity to the database is working")
-    assert await is_connection_possible(
-        ops_test, primary_name
-    ), f"Connection {primary_name} is not possible"
+    assert await is_connection_possible(ops_test, primary_name), (
+        f"Connection {primary_name} is not possible"
+    )
 
     logger.info(f"Cutting network for {primary_name}")
     cut_network_from_unit(primary_hostname)
@@ -415,22 +415,22 @@ async def test_network_cut(ops_test: OpsTest, continuous_writes, primary_start_t
     for unit_name in set(all_units_names) - {primary_name}:
         logger.info(f"checking for no connectivity between {primary_name} and {unit_name}")
         hostname = await get_machine_from_unit(ops_test, unit_name)
-        assert not is_machine_reachable_from(
-            hostname, primary_hostname
-        ), "unit is reachable from peer"
+        assert not is_machine_reachable_from(hostname, primary_hostname), (
+            "unit is reachable from peer"
+        )
 
     # Verify machine is not reachable from controller.
     logger.info(f"checking for no connectivity between {primary_name} and the controller")
     controller = await get_controller_machine(ops_test)
-    assert not is_machine_reachable_from(
-        controller, primary_hostname
-    ), "unit is reachable from controller"
+    assert not is_machine_reachable_from(controller, primary_hostname), (
+        "unit is reachable from controller"
+    )
 
     # Verify that connection is not possible.
     logger.info("checking whether the connectivity to the database is not working")
-    assert not await is_connection_possible(
-        ops_test, primary_name
-    ), "Connection is possible after network cut"
+    assert not await is_connection_possible(ops_test, primary_name), (
+        "Connection is possible after network cut"
+    )
 
     async with ops_test.fast_forward():
         logger.info("checking whether writes are increasing")
@@ -468,9 +468,9 @@ async def test_network_cut(ops_test: OpsTest, continuous_writes, primary_start_t
 
     # Verify that connection is possible.
     logger.info("checking whether the connectivity to the database is working")
-    assert await is_connection_possible(
-        ops_test, primary_name, use_ip_from_inside=True
-    ), "Connection is not possible after network restore"
+    assert await is_connection_possible(ops_test, primary_name, use_ip_from_inside=True), (
+        "Connection is not possible after network restore"
+    )
 
     await is_cluster_updated(ops_test, primary_name, use_ip_from_inside=True)
 
@@ -493,9 +493,9 @@ async def test_network_cut_without_ip_change(
 
     # Verify that connection is possible.
     logger.info("checking whether the connectivity to the database is working")
-    assert await is_connection_possible(
-        ops_test, primary_name
-    ), f"Connection {primary_name} is not possible"
+    assert await is_connection_possible(ops_test, primary_name), (
+        f"Connection {primary_name} is not possible"
+    )
 
     logger.info(f"Cutting network for {primary_name}")
     cut_network_from_unit_without_ip_change(primary_hostname)
@@ -505,22 +505,22 @@ async def test_network_cut_without_ip_change(
     for unit_name in set(all_units_names) - {primary_name}:
         logger.info(f"checking for no connectivity between {primary_name} and {unit_name}")
         hostname = await get_machine_from_unit(ops_test, unit_name)
-        assert not is_machine_reachable_from(
-            hostname, primary_hostname
-        ), "unit is reachable from peer"
+        assert not is_machine_reachable_from(hostname, primary_hostname), (
+            "unit is reachable from peer"
+        )
 
     # Verify machine is not reachable from controller.
     logger.info(f"checking for no connectivity between {primary_name} and the controller")
     controller = await get_controller_machine(ops_test)
-    assert not is_machine_reachable_from(
-        controller, primary_hostname
-    ), "unit is reachable from controller"
+    assert not is_machine_reachable_from(controller, primary_hostname), (
+        "unit is reachable from controller"
+    )
 
     # Verify that connection is not possible.
     logger.info("checking whether the connectivity to the database is not working")
-    assert not await is_connection_possible(
-        ops_test, primary_name
-    ), "Connection is possible after network cut"
+    assert not await is_connection_possible(ops_test, primary_name), (
+        "Connection is possible after network cut"
+    )
 
     async with ops_test.fast_forward():
         logger.info("checking whether writes are increasing")
@@ -547,8 +547,8 @@ async def test_network_cut_without_ip_change(
 
     # Verify that connection is possible.
     logger.info("checking whether the connectivity to the database is working")
-    assert await is_connection_possible(
-        ops_test, primary_name
-    ), "Connection is not possible after network restore"
+    assert await is_connection_possible(ops_test, primary_name), (
+        "Connection is not possible after network restore"
+    )
 
     await is_cluster_updated(ops_test, primary_name, use_ip_from_inside=True)
diff --git a/tests/integration/ha_tests/test_upgrade.py b/tests/integration/ha_tests/test_upgrade.py
index 9d09bc3da8..497c7ace9a 100644
--- a/tests/integration/ha_tests/test_upgrade.py
+++ b/tests/integration/ha_tests/test_upgrade.py
@@ -110,9 +110,9 @@ async def test_upgrade_from_edge(ops_test: OpsTest, continuous_writes) -> None:
 
     logger.info("checking the number of switchovers")
     final_number_of_switchovers = count_switchovers(ops_test, primary_name)
-    assert (
-        final_number_of_switchovers - initial_number_of_switchovers
-    ) <= 2, "Number of switchovers is greater than 2"
+    assert (final_number_of_switchovers - initial_number_of_switchovers) <= 2, (
+        "Number of switchovers is greater than 2"
+    )
 
 
 @pytest.mark.group(1)
diff --git a/tests/integration/ha_tests/test_upgrade_from_stable.py b/tests/integration/ha_tests/test_upgrade_from_stable.py
index 515f1b701e..fd75c93f2b 100644
--- a/tests/integration/ha_tests/test_upgrade_from_stable.py
+++ b/tests/integration/ha_tests/test_upgrade_from_stable.py
@@ -144,6 +144,6 @@ async def test_upgrade_from_stable(ops_test: OpsTest):
     if "pre-upgrade-check" in actions:
         logger.info("checking the number of switchovers")
         final_number_of_switchovers = count_switchovers(ops_test, primary_name)
-        assert (
-            final_number_of_switchovers - initial_number_of_switchovers
-        ) <= 2, "Number of switchovers is greater than 2"
+        assert (final_number_of_switchovers - initial_number_of_switchovers) <= 2, (
+            "Number of switchovers is greater than 2"
+        )
diff --git a/tests/integration/helpers.py b/tests/integration/helpers.py
index 1f8bbf4af5..2d587b38d5 100644
--- a/tests/integration/helpers.py
+++ b/tests/integration/helpers.py
@@ -249,7 +249,7 @@ def construct_endpoint(endpoint: str, region: str) -> str:
 
     # Use the built endpoint if it is an AWS endpoint.
     if endpoint_data and endpoint.endswith(endpoint_data["dnsSuffix"]):
-        endpoint = f'{endpoint.split("://")[0]}://{endpoint_data["hostname"]}'
+        endpoint = f"{endpoint.split('://')[0]}://{endpoint_data['hostname']}"
 
     return endpoint
 
@@ -475,12 +475,12 @@ async def ensure_correct_relation_data(
                 unit_ip = get_unit_address(ops_test, unit_name)
                 host_parameter = f"host={unit_ip} "
                 if unit_name == primary:
-                    assert (
-                        host_parameter in primary_connection_string
-                    ), f"{unit_name} is not the host of the primary connection string"
-                    assert (
-                        host_parameter not in replica_connection_string
-                    ), f"{unit_name} is the host of the replica connection string"
+                    assert host_parameter in primary_connection_string, (
+                        f"{unit_name} is not the host of the primary connection string"
+                    )
+                    assert host_parameter not in replica_connection_string, (
+                        f"{unit_name} is the host of the replica connection string"
+                    )
 
 
 async def execute_query_on_unit(
@@ -1247,23 +1247,23 @@ async def backup_operations(
             "SELECT EXISTS (SELECT FROM information_schema.tables"
             " WHERE table_schema = 'public' AND table_name = 'backup_table_1');"
         )
-        assert cursor.fetchone()[
-            0
-        ], "backup wasn't correctly restored: table 'backup_table_1' doesn't exist"
+        assert cursor.fetchone()[0], (
+            "backup wasn't correctly restored: table 'backup_table_1' doesn't exist"
+        )
         cursor.execute(
             "SELECT EXISTS (SELECT FROM information_schema.tables"
             " WHERE table_schema = 'public' AND table_name = 'backup_table_2');"
         )
-        assert cursor.fetchone()[
-            0
-        ], "backup wasn't correctly restored: table 'backup_table_2' doesn't exist"
+        assert cursor.fetchone()[0], (
+            "backup wasn't correctly restored: table 'backup_table_2' doesn't exist"
+        )
         cursor.execute(
             "SELECT EXISTS (SELECT FROM information_schema.tables"
             " WHERE table_schema = 'public' AND table_name = 'backup_table_3');"
         )
-        assert not cursor.fetchone()[
-            0
-        ], "backup wasn't correctly restored: table 'backup_table_3' exists"
+        assert not cursor.fetchone()[0], (
+            "backup wasn't correctly restored: table 'backup_table_3' exists"
+        )
     connection.close()
 
     # Run the "restore backup" action for full backup.
@@ -1292,21 +1292,21 @@ async def backup_operations(
             "SELECT EXISTS (SELECT FROM information_schema.tables"
             " WHERE table_schema = 'public' AND table_name = 'backup_table_1');"
         )
-        assert cursor.fetchone()[
-            0
-        ], "backup wasn't correctly restored: table 'backup_table_1' doesn't exist"
+        assert cursor.fetchone()[0], (
+            "backup wasn't correctly restored: table 'backup_table_1' doesn't exist"
+        )
         cursor.execute(
             "SELECT EXISTS (SELECT FROM information_schema.tables"
             " WHERE table_schema = 'public' AND table_name = 'backup_table_2');"
         )
-        assert not cursor.fetchone()[
-            0
-        ], "backup wasn't correctly restored: table 'backup_table_2' exists"
+        assert not cursor.fetchone()[0], (
+            "backup wasn't correctly restored: table 'backup_table_2' exists"
+        )
         cursor.execute(
             "SELECT EXISTS (SELECT FROM information_schema.tables"
             " WHERE table_schema = 'public' AND table_name = 'backup_table_3');"
         )
-        assert not cursor.fetchone()[
-            0
-        ], "backup wasn't correctly restored: table 'backup_table_3' exists"
+        assert not cursor.fetchone()[0], (
+            "backup wasn't correctly restored: table 'backup_table_3' exists"
+        )
     connection.close()
diff --git a/tests/integration/new_relations/helpers.py b/tests/integration/new_relations/helpers.py
index 0622e94651..3efaeac823 100644
--- a/tests/integration/new_relations/helpers.py
+++ b/tests/integration/new_relations/helpers.py
@@ -44,7 +44,7 @@ async def build_connection_string(
     """
     # Get the connection data exposed to the application through the relation.
     if database is None:
-        database = f'{application_name.replace("-", "_")}_{relation_name.replace("-", "_")}'
+        database = f"{application_name.replace('-', '_')}_{relation_name.replace('-', '_')}"
 
     if secret_uri := await get_application_relation_data(
         ops_test,
diff --git a/tests/integration/new_relations/test_new_relations.py b/tests/integration/new_relations/test_new_relations.py
index d0e52e550b..24307164eb 100644
--- a/tests/integration/new_relations/test_new_relations.py
+++ b/tests/integration/new_relations/test_new_relations.py
@@ -492,15 +492,15 @@ async def test_admin_role(ops_test: OpsTest):
                 should_fail = database == "postgres"
                 cursor.execute(f"CREATE TABLE {random_name}(data TEXT);")
                 if should_fail:
-                    assert (
-                        False
-                    ), f"failed to run a statement in the following database: {database}"
+                    assert False, (
+                        f"failed to run a statement in the following database: {database}"
+                    )
         except psycopg2.errors.InsufficientPrivilege as e:
             if not should_fail:
                 logger.exception(e)
-                assert (
-                    False
-                ), f"failed to connect to or run a statement in the following database: {database}"
+                assert False, (
+                    f"failed to connect to or run a statement in the following database: {database}"
+                )
         finally:
             if connection is not None:
                 connection.close()
diff --git a/tests/integration/new_relations/test_relations_coherence.py b/tests/integration/new_relations/test_relations_coherence.py
index 9bde6d225b..1f2a751922 100644
--- a/tests/integration/new_relations/test_relations_coherence.py
+++ b/tests/integration/new_relations/test_relations_coherence.py
@@ -105,9 +105,9 @@ async def test_relations(ops_test: OpsTest, charm):
             )
             cursor.execute(f"CREATE DATABASE {random_name};")
         except psycopg2.errors.InsufficientPrivilege:
-            assert (
-                False
-            ), f"failed connect to {random_name} or run a statement in the following database"
+            assert False, (
+                f"failed connect to {random_name} or run a statement in the following database"
+            )
         finally:
             connection.close()
 
@@ -147,13 +147,15 @@ async def test_relations(ops_test: OpsTest, charm):
                     random_name = f"test_{''.join(secrets.choice(string.ascii_lowercase) for _ in range(10))}"
                     cursor.execute(f"CREATE TABLE {random_name}(data TEXT);")
                     if should_fail:
-                        assert (
-                            False
-                        ), f"failed to run a statement in the following database: {database}"
+                        assert False, (
+                            f"failed to run a statement in the following database: {database}"
+                        )
             except psycopg2.errors.InsufficientPrivilege as e:
                 if not should_fail:
                     logger.exception(e)
-                    assert False, f"failed to connect to or run a statement in the following database: {database}"
+                    assert False, (
+                        f"failed to connect to or run a statement in the following database: {database}"
+                    )
             except psycopg2.OperationalError as e:
                 if not should_fail:
                     logger.exception(e)
diff --git a/tests/integration/test_backups.py b/tests/integration/test_backups.py
index 08f23dae7d..e087abd5b3 100644
--- a/tests/integration/test_backups.py
+++ b/tests/integration/test_backups.py
@@ -130,16 +130,16 @@ async def test_backup_aws(ops_test: OpsTest, cloud_configs: tuple[dict, dict], c
             "SELECT EXISTS (SELECT FROM information_schema.tables"
             " WHERE table_schema = 'public' AND table_name = 'backup_table_1');"
         )
-        assert cursor.fetchone()[
-            0
-        ], f"replication isn't working correctly: table 'backup_table_1' doesn't exist in {new_unit_name}"
+        assert cursor.fetchone()[0], (
+            f"replication isn't working correctly: table 'backup_table_1' doesn't exist in {new_unit_name}"
+        )
         cursor.execute(
             "SELECT EXISTS (SELECT FROM information_schema.tables"
             " WHERE table_schema = 'public' AND table_name = 'backup_table_2');"
         )
-        assert not cursor.fetchone()[
-            0
-        ], f"replication isn't working correctly: table 'backup_table_2' exists in {new_unit_name}"
+        assert not cursor.fetchone()[0], (
+            f"replication isn't working correctly: table 'backup_table_2' exists in {new_unit_name}"
+        )
     connection.close()
 
     old_primary = await get_primary(ops_test, new_unit_name)
@@ -289,9 +289,9 @@ async def test_restore_on_new_cluster(ops_test: OpsTest, github_secrets, charm)
             "SELECT EXISTS (SELECT FROM information_schema.tables"
             " WHERE table_schema = 'public' AND table_name = 'backup_table_1');"
         )
-        assert cursor.fetchone()[
-            0
-        ], "backup wasn't correctly restored: table 'backup_table_1' doesn't exist"
+        assert cursor.fetchone()[0], (
+            "backup wasn't correctly restored: table 'backup_table_1' doesn't exist"
+        )
     connection.close()
 
 
diff --git a/tests/integration/test_backups_pitr.py b/tests/integration/test_backups_pitr.py
index ce7042e111..9a76ad3a5a 100644
--- a/tests/integration/test_backups_pitr.py
+++ b/tests/integration/test_backups_pitr.py
@@ -189,9 +189,9 @@ async def pitr_backup_operations(
         "restore", **{"backup-id": backup_b1, "restore-to-time": "bad data"}
     )
     await action.wait()
-    assert (
-        action.status == "failed"
-    ), "1: restore must fail with bad restore-to-time parameter, but that action succeeded"
+    assert action.status == "failed", (
+        "1: restore must fail with bad restore-to-time parameter, but that action succeeded"
+    )
 
     logger.info("1: restoring the backup b1 with unreachable restore-to-time parameter")
     action = await remaining_unit.run_action(
@@ -231,9 +231,9 @@ async def pitr_backup_operations(
     assert _check_test_data("test_data_td1", address, password), "2: test data td1 should exist"
 
     logger.info("2: checking not test data td2")
-    assert not _check_test_data(
-        "test_data_td2", address, password
-    ), "2: test data td2 shouldn't exist"
+    assert not _check_test_data("test_data_td2", address, password), (
+        "2: test data td2 shouldn't exist"
+    )
 
     logger.info("2: creating test data td3")
     _insert_test_data("test_data_td3", address, password)
@@ -267,9 +267,9 @@ async def pitr_backup_operations(
     primary = await get_primary(ops_test, remaining_unit.name)
     address = get_unit_address(ops_test, primary)
     timeline_t3 = await _get_most_recent_backup(ops_test, remaining_unit)
-    assert (
-        backup_b1 != timeline_t3 and timeline_t2 != timeline_t3
-    ), "3: timeline 3 do not exist in list-backups action or bad"
+    assert backup_b1 != timeline_t3 and timeline_t2 != timeline_t3, (
+        "3: timeline 3 do not exist in list-backups action or bad"
+    )
 
     logger.info("3: checking test data td1")
     assert _check_test_data("test_data_td1", address, password), "3: test data td1 should exist"
@@ -278,14 +278,14 @@ async def pitr_backup_operations(
     assert _check_test_data("test_data_td2", address, password), "3: test data td2 should exist"
 
     logger.info("3: checking not test data td3")
-    assert not _check_test_data(
-        "test_data_td3", address, password
-    ), "3: test data td3 shouldn't exist"
+    assert not _check_test_data("test_data_td3", address, password), (
+        "3: test data td3 shouldn't exist"
+    )
 
     logger.info("3: checking not test data td4")
-    assert not _check_test_data(
-        "test_data_td4", address, password
-    ), "3: test data td4 shouldn't exist"
+    assert not _check_test_data("test_data_td4", address, password), (
+        "3: test data td4 shouldn't exist"
+    )
 
     logger.info("3: switching wal")
     _switch_wal(address, password)
@@ -315,9 +315,9 @@ async def pitr_backup_operations(
     assert _check_test_data("test_data_td1", address, password), "4: test data td1 should exist"
 
     logger.info("4: checking not test data td2")
-    assert not _check_test_data(
-        "test_data_td2", address, password
-    ), "4: test data td2 shouldn't exist"
+    assert not _check_test_data("test_data_td2", address, password), (
+        "4: test data td2 shouldn't exist"
+    )
 
     logger.info("4: checking test data td3")
     assert _check_test_data("test_data_td3", address, password), "4: test data td3 should exist"
@@ -356,17 +356,17 @@ async def pitr_backup_operations(
     assert _check_test_data("test_data_td1", address, password), "5: test data td1 should exist"
 
     logger.info("5: checking not test data td2")
-    assert not _check_test_data(
-        "test_data_td2", address, password
-    ), "5: test data td2 shouldn't exist"
+    assert not _check_test_data("test_data_td2", address, password), (
+        "5: test data td2 shouldn't exist"
+    )
 
     logger.info("5: checking test data td3")
     assert _check_test_data("test_data_td3", address, password), "5: test data td3 should exist"
 
     logger.info("5: checking not test data td4")
-    assert not _check_test_data(
-        "test_data_td4", address, password
-    ), "5: test data td4 shouldn't exist"
+    assert not _check_test_data("test_data_td4", address, password), (
+        "5: test data td4 shouldn't exist"
+    )
 
     # Remove the database app.
     await ops_test.model.remove_application(database_app_name, block_until_done=True)
diff --git a/tests/integration/test_charm.py b/tests/integration/test_charm.py
index 0e8a8d8b9b..943e521cef 100644
--- a/tests/integration/test_charm.py
+++ b/tests/integration/test_charm.py
@@ -79,9 +79,9 @@ async def test_exporter_is_up(ops_test: OpsTest, unit_id: int):
     host = get_unit_address(ops_test, f"{DATABASE_APP_NAME}/{unit_id}")
     result = requests.get(f"http://{host}:9187/metrics")
     assert result.status_code == 200
-    assert "pg_exporter_last_scrape_error 0" in result.content.decode(
-        "utf8"
-    ), "Scrape error in postgresql_prometheus_exporter"
+    assert "pg_exporter_last_scrape_error 0" in result.content.decode("utf8"), (
+        "Scrape error in postgresql_prometheus_exporter"
+    )
 
 
 @pytest.mark.group(1)
diff --git a/tests/integration/test_password_rotation.py b/tests/integration/test_password_rotation.py
index 23bb435c10..0cf2f6c26c 100644
--- a/tests/integration/test_password_rotation.py
+++ b/tests/integration/test_password_rotation.py
@@ -196,6 +196,6 @@ async def test_no_password_exposed_on_logs(ops_test: OpsTest) -> None:
             continue
         regex = re.compile("(PASSWORD )(?!<REDACTED>)")
         logs_without_false_positives = regex.findall(logs)
-        assert (
-            len(logs_without_false_positives) == 0
-        ), f"Sensitive information detected on {unit.name} logs"
+        assert len(logs_without_false_positives) == 0, (
+            f"Sensitive information detected on {unit.name} logs"
+        )