diff --git a/poetry.lock b/poetry.lock
index aaeeac0..0625c1d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -332,6 +332,49 @@ files = [
 [package.extras]
 test = ["coverage", "mypy", "pexpect", "ruff", "wheel"]
 
+[[package]]
+name = "ast-serialize"
+version = "0.6.0"
+description = "Python bindings for mypy AST serialization"
+optional = false
+python-versions = ">=3.7"
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+]
+
 [[package]]
 name = "astropy"
 version = "5.3.4"
@@ -712,63 +755,102 @@ test = ["arviz (>=0.9)", "pytest", "scipy"]
 
 [[package]]
 name = "coverage"
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+version = "7.15.1"
 description = "Code coverage measurement for Python"
 optional = false
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+[[package]]
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 name = "mypy"
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 [package.dependencies]
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-typing-extensions = ">=4.1.0"
+typing_extensions = {version = ">=4.6.0", markers = "python_version < \"3.15\""}
 
 [package.extras]
 dmypy = ["psutil (>=4.0)"]
+faster-cache = ["orjson"]
 install-types = ["pip"]
 mypyc = ["setuptools (>=50)"]
 reports = ["lxml"]
@@ -1774,6 +1979,22 @@ sql-other = ["SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "adbc-d
 test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)"]
 xml = ["lxml (>=4.9.2)"]
 
+[[package]]
+name = "pathspec"
+version = "1.1.1"
+description = "Utility library for gitignore style pattern matching of file paths."
+optional = false
+python-versions = ">=3.9"
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+
+[package.extras]
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+optional = ["typing-extensions (>=4)"]
+re2 = ["google-re2 (>=1.1)"]
+
 [[package]]
 name = "pillow"
 version = "10.3.0"
@@ -1904,13 +2125,13 @@ files = [
 
 [[package]]
 name = "pre-commit"
-version = "3.7.1"
+version = "4.6.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
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 ]
 
 [package.dependencies]
@@ -2082,6 +2303,20 @@ numpy = ">=1.19"
 docs = ["sphinx-astropy (>=1.3)"]
 test = ["pytest", "pytest-doctestplus (>=0.7)"]
 
+[[package]]
+name = "pygments"
+version = "2.20.0"
+description = "Pygments is a syntax highlighting package written in Python."
+optional = false
+python-versions = ">=3.9"
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+
+[package.extras]
+windows-terminal = ["colorama (>=0.4.6)"]
+
 [[package]]
 name = "pymongo"
 version = "4.7.2"
@@ -2179,43 +2414,45 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pytest"
-version = "8.2.1"
+version = "9.1.1"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
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-iniconfig = "*"
-packaging = "*"
-pluggy = ">=1.5,<2.0"
+colorama = {version = ">=0.4", markers = "sys_platform == \"win32\""}
+exceptiongroup = {version = ">=1", markers = "python_version < \"3.11\""}
+iniconfig = ">=1.0.1"
+packaging = ">=22"
+pluggy = ">=1.5,<2"
+pygments = ">=2.7.2"
 tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests", "setuptools", "xmlschema"]
 
 [[package]]
 name = "pytest-cov"
-version = "5.0.0"
+version = "7.1.0"
 description = "Pytest plugin for measuring coverage."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "pytest-cov-5.0.0.tar.gz", hash = "sha256:5837b58e9f6ebd335b0f8060eecce69b662415b16dc503883a02f45dfeb14857"},
-    {file = "pytest_cov-5.0.0-py3-none-any.whl", hash = "sha256:4f0764a1219df53214206bf1feea4633c3b558a2925c8b59f144f682861ce652"},
+    {file = "pytest_cov-7.1.0-py3-none-any.whl", hash = "sha256:a0461110b7865f9a271aa1b51e516c9a95de9d696734a2f71e3e78f46e1d4678"},
+    {file = "pytest_cov-7.1.0.tar.gz", hash = "sha256:30674f2b5f6351aa09702a9c8c364f6a01c27aae0c1366ae8016160d1efc56b2"},
 ]
 
 [package.dependencies]
-coverage = {version = ">=5.2.1", extras = ["toml"]}
-pytest = ">=4.6"
+coverage = {version = ">=7.10.6", extras = ["toml"]}
+pluggy = ">=1.2"
+pytest = ">=7"
 
 [package.extras]
-testing = ["fields", "hunter", "process-tests", "pytest-xdist", "virtualenv"]
+testing = ["process-tests", "pytest-xdist", "virtualenv"]
 
 [[package]]
 name = "pytest-mock"
@@ -2362,6 +2599,7 @@ optional = false
 python-versions = ">=3.7"
 files = [
     {file = "schedule-1.2.2-py3-none-any.whl", hash = "sha256:5bef4a2a0183abf44046ae0d164cadcac21b1db011bdd8102e4a0c1e91e06a7d"},
+    {file = "schedule-1.2.2.tar.gz", hash = "sha256:15fe9c75fe5fd9b9627f3f19cc0ef1420508f9f9a46f45cd0769ef75ede5f0b7"},
 ]
 
 [package.extras]
@@ -3094,4 +3332,4 @@ tests = ["build", "coverage", "mypy", "ruff", "wheel"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<3.12"
-content-hash = "349d924a2688f669d526b5c455fa37503fb7fb1aaf83c1c52247defea5011869"
+content-hash = "ed615a9c3dec0698c3da0421858247c0fef6c7f702886d13fd524bc225526437"
diff --git a/pyproject.toml b/pyproject.toml
index f97a670..c3ea8bf 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -41,13 +41,13 @@ dropbox = "^12.0.0"
 corner = "^2.2.1"
 
 [tool.poetry.dev-dependencies]
-mypy = "^1.3.0"
-pytest = "^8.0.2"
-pytest-cov = "^5.0.0"
+mypy = "^2.3.0"
+pytest = "^9.1.1"
+pytest-cov = "^7.1.0"
 pytest-mock = "^3.10.0"
 types-requests = "^2.25.9"
 types-pytz = "^2022.1.2"
-pre-commit = "^3.3.2"
+pre-commit = "^4.6.0"
 # duplicate to add a dev extra
 ampel-ztf = {version = "*", source = "pypi", extras = ["kafka"]}