diff --git a/poetry.lock b/poetry.lock
index 9d57ec40a5..73f606d84f 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -52,13 +52,13 @@ pluggy = ">=0.4.0"
 
 [[package]]
 name = "anyio"
-version = "4.5.0"
+version = "4.6.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "anyio-4.5.0-py3-none-any.whl", hash = "sha256:fdeb095b7cc5a5563175eedd926ec4ae55413bb4be5770c424af0ba46ccb4a78"},
-    {file = "anyio-4.5.0.tar.gz", hash = "sha256:c5a275fe5ca0afd788001f58fca1e69e29ce706d746e317d660e21f70c530ef9"},
+    {file = "anyio-4.6.0-py3-none-any.whl", hash = "sha256:c7d2e9d63e31599eeb636c8c5c03a7e108d73b345f064f1c19fdc87b79036a9a"},
+    {file = "anyio-4.6.0.tar.gz", hash = "sha256:137b4559cbb034c477165047febb6ff83f390fc3b20bf181c1fc0a728cb8beeb"},
 ]
 
 [package.dependencies]
@@ -162,17 +162,17 @@ typecheck = ["mypy"]
 
 [[package]]
 name = "boto3"
-version = "1.35.23"
+version = "1.35.27"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.35.23-py3-none-any.whl", hash = "sha256:ecba4362f82e23ef775c72b3e6fdef3ef68443629b79e88886d5088302ffc050"},
-    {file = "boto3-1.35.23.tar.gz", hash = "sha256:3fbf1d5b749c92ed43aa190650979dff9f83790a42522e1e9eefa54c8e44bc4b"},
+    {file = "boto3-1.35.27-py3-none-any.whl", hash = "sha256:3da139ca038032e92086e26d23833b557f0c257520162bfd3d6f580bf8032c86"},
+    {file = "boto3-1.35.27.tar.gz", hash = "sha256:10d0fe15670b83a3f26572ab20d9152a064cee4c54b5ea9a1eeb1f0c3b807a7b"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.23,<1.36.0"
+botocore = ">=1.35.27,<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 = "1.35.23"
+version = "1.35.27"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.35.23-py3-none-any.whl", hash = "sha256:cab9ec4e0367b9f33f0bc02c5a29f587b0119ecffd6d125bacee085dcbc8817d"},
-    {file = "botocore-1.35.23.tar.gz", hash = "sha256:25b17a9ccba6ad32bb5bf7ba4f52656aa03c1cb29f6b4e438050ee4ad1967a3b"},
+    {file = "botocore-1.35.27-py3-none-any.whl", hash = "sha256:c299c70b5330a8634e032883ce8a72c2c6d9fdbc985d8191199cb86b92e7cbbd"},
+    {file = "botocore-1.35.27.tar.gz", hash = "sha256:f68875c26cd57a9d22c0f7a981ecb1636d7ce4d0e35797e04765b53e7bfed3e7"},
 ]
 
 [package.dependencies]
@@ -609,6 +609,16 @@ wrapt = ">=1.10,<2"
 [package.extras]
 dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
 
+[[package]]
+name = "durationpy"
+version = "0.7"
+description = "Module for converting between datetime.timedelta and Go's Duration strings."
+optional = false
+python-versions = "*"
+files = [
+    {file = "durationpy-0.7.tar.gz", hash = "sha256:8447c43df4f1a0b434e70c15a38d77f5c9bd17284bfc1ff1d430f233d5083732"},
+]
+
 [[package]]
 name = "exceptiongroup"
 version = "1.2.2"
@@ -956,17 +966,18 @@ websockets = ">=8.1"
 
 [[package]]
 name = "kubernetes"
-version = "30.1.0"
+version = "31.0.0"
 description = "Kubernetes python client"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "kubernetes-30.1.0-py2.py3-none-any.whl", hash = "sha256:e212e8b7579031dd2e512168b617373bc1e03888d41ac4e04039240a292d478d"},
-    {file = "kubernetes-30.1.0.tar.gz", hash = "sha256:41e4c77af9f28e7a6c314e3bd06a8c6229ddd787cad684e0ab9f69b498e98ebc"},
+    {file = "kubernetes-31.0.0-py2.py3-none-any.whl", hash = "sha256:bf141e2d380c8520eada8b351f4e319ffee9636328c137aa432bc486ca1200e1"},
+    {file = "kubernetes-31.0.0.tar.gz", hash = "sha256:28945de906c8c259c1ebe62703b56a03b714049372196f854105afe4e6d014c0"},
 ]
 
 [package.dependencies]
 certifi = ">=14.05.14"
+durationpy = ">=0.7"
 google-auth = ">=1.0.1"
 oauthlib = ">=3.2.2"
 python-dateutil = ">=2.5.3"
@@ -1268,13 +1279,13 @@ files = [
 
 [[package]]
 name = "ops"
-version = "2.16.1"
+version = "2.17.0"
 description = "The Python library behind great charms"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "ops-2.16.1-py3-none-any.whl", hash = "sha256:11b0466ebb8c80f2a3a11752b63f5ab3b145d7520bc743281d7e7b19c12ac79d"},
-    {file = "ops-2.16.1.tar.gz", hash = "sha256:64315cd114cd5f445ce0f382ecebe431dd05620a7917f76eb2d77632fdea8cbb"},
+    {file = "ops-2.17.0-py3-none-any.whl", hash = "sha256:b6b7cebd1897bc1ea26312f1ddece693fbb5b392d5a395d5deef59204b98925e"},
+    {file = "ops-2.17.0.tar.gz", hash = "sha256:04f298bed94bfde3dd38ba39d309cda03d595273e815add6d0affb110cacb77b"},
 ]
 
 [package.dependencies]
@@ -1282,7 +1293,8 @@ PyYAML = "==6.*"
 websocket-client = "==1.*"
 
 [package.extras]
-docs = ["canonical-sphinx-extensions", "furo", "linkify-it-py", "myst-parser", "pyspelling", "sphinx (>=8.0.0,<8.1.0)", "sphinx-autobuild", "sphinx-copybutton", "sphinx-design", "sphinx-notfound-page", "sphinx-tabs", "sphinxcontrib-jquery", "sphinxext-opengraph"]
+docs = ["canonical-sphinx-extensions", "furo", "linkify-it-py", "myst-parser", "ops-scenario (>=7.0.5,<8)", "pyspelling", "sphinx (>=8.0.0,<8.1.0)", "sphinx-autobuild", "sphinx-copybutton", "sphinx-design", "sphinx-notfound-page", "sphinx-tabs", "sphinxcontrib-jquery", "sphinxext-opengraph"]
+testing = ["ops-scenario (>=7.0.5,<8)"]
 
 [[package]]
 name = "packaging"
@@ -1398,13 +1410,13 @@ files = [
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.47"
+version = "3.0.48"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
 files = [
-    {file = "prompt_toolkit-3.0.47-py3-none-any.whl", hash = "sha256:0d7bfa67001d5e39d02c224b663abc33687405033a8c422d0d675a5a13361d10"},
-    {file = "prompt_toolkit-3.0.47.tar.gz", hash = "sha256:1e1b29cb58080b1e69f207c893a1a7bf16d127a5c30c9d17a25a5d77792e5360"},
+    {file = "prompt_toolkit-3.0.48-py3-none-any.whl", hash = "sha256:f49a827f90062e411f1ce1f854f2aedb3c23353244f8108b89283587397ac10e"},
+    {file = "prompt_toolkit-3.0.48.tar.gz", hash = "sha256:d6623ab0477a80df74e646bdbc93621143f5caf104206aa29294d53de1a03d90"},
 ]
 
 [package.dependencies]
@@ -1798,13 +1810,13 @@ subdirectory = "python/pytest_plugins/github_secrets"
 
 [[package]]
 name = "pytest-operator"
-version = "0.36.0"
+version = "0.37.0"
 description = "Fixtures for Operators"
 optional = false
 python-versions = "*"
 files = [
-    {file = "pytest_operator-0.36.0-py3-none-any.whl", hash = "sha256:edab65d9d80b19fc85acddeda4a1fd3bb55a781f43ffbb6e9c4002aeeada6ad2"},
-    {file = "pytest_operator-0.36.0.tar.gz", hash = "sha256:041eeabd4c9590614f78b7568c74b0d42f768815a6b5c183da8ccfc23345bea9"},
+    {file = "pytest_operator-0.37.0-py3-none-any.whl", hash = "sha256:da5f6f527115c70676c29a0f5422551b066f9693ff3cbcf968b6b1cd93eaf33c"},
+    {file = "pytest_operator-0.37.0.tar.gz", hash = "sha256:9c03202c31e8434ac3fee21b955b32f64c7b9b440ab7bb4b2a51321cb23489da"},
 ]
 
 [package.dependencies]
@@ -2122,29 +2134,29 @@ pyasn1 = ">=0.1.3"
 
 [[package]]
 name = "ruff"
-version = "0.6.5"
+version = "0.6.8"
 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-0.6.5-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:932cd69eefe4daf8c7d92bd6689f7e8182571cb934ea720af218929da7bd7d69"},
-    {file = "ruff-0.6.5-py3-none-macosx_11_0_arm64.whl", hash = "sha256:3a8d42d11fff8d3143ff4da41742a98f8f233bf8890e9fe23077826818f8d680"},
-    {file = "ruff-0.6.5-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a50af6e828ee692fb10ff2dfe53f05caecf077f4210fae9677e06a808275754f"},
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 ]
 
 [[package]]
@@ -2329,97 +2341,97 @@ test = ["websockets"]
 
 [[package]]
 name = "websockets"
-version = "13.0.1"
+version = "13.1"
 description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "websockets-13.0.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:1841c9082a3ba4a05ea824cf6d99570a6a2d8849ef0db16e9c826acb28089e8f"},
-    {file = "websockets-13.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c5870b4a11b77e4caa3937142b650fbbc0914a3e07a0cf3131f35c0587489c1c"},
-    {file = "websockets-13.0.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f1d3d1f2eb79fe7b0fb02e599b2bf76a7619c79300fc55f0b5e2d382881d4f7f"},
-    {file = "websockets-13.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:15c7d62ee071fa94a2fc52c2b472fed4af258d43f9030479d9c4a2de885fd543"},
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 ]
 
 [[package]]
@@ -2523,4 +2535,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "dd9765d024338d8f0f845fc0596f602230a33493dbefd9a3dd7ec8478f7baf83"
+content-hash = "68911483fb62dc7da5ec3f6d9db9cc7455c5851d61df1b4c7917b50334a16e17"
diff --git a/pyproject.toml b/pyproject.toml
index d314251e3b..9b24b3e773 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,9 +6,9 @@ package-mode = false
 
 [tool.poetry.dependencies]
 python = "^3.10"
-ops = "^2.16.1"
+ops = "^2.17.0"
 cryptography = "^43.0.1"
-boto3 = "^1.35.23"
+boto3 = "^1.35.27"
 pgconnstr = "^1.0.1"
 requests = "^2.32.3"
 tenacity = "^9.0.0"
@@ -38,7 +38,7 @@ opentelemetry-exporter-otlp-proto-http = "1.21.0"
 optional = true
 
 [tool.poetry.group.format.dependencies]
-ruff = "^0.6.5"
+ruff = "^0.6.8"
 
 [tool.poetry.group.lint]
 optional = true
@@ -62,7 +62,7 @@ optional = true
 [tool.poetry.group.integration.dependencies]
 pytest = "^8.3.3"
 pytest-github-secrets = {git = "https://github.com/canonical/data-platform-workflows", tag = "v22.0.0", subdirectory = "python/pytest_plugins/github_secrets"}
-pytest-operator = "^0.36.0"
+pytest-operator = "^0.37.0"
 pytest-operator-cache = {git = "https://github.com/canonical/data-platform-workflows", tag = "v22.0.0", subdirectory = "python/pytest_plugins/pytest_operator_cache"}
 pytest-operator-groups = {git = "https://github.com/canonical/data-platform-workflows", tag = "v22.0.0", subdirectory = "python/pytest_plugins/pytest_operator_groups"}
 # renovate caret doesn't work: https://github.com/renovatebot/renovate/issues/26940