diff --git a/SECURITY.md b/SECURITY.md
new file mode 100644
index 0000000..1146c59
--- /dev/null
+++ b/SECURITY.md
@@ -0,0 +1,6 @@
+# Security Policy
+
+## Reporting a Vulnerability
+
+If you find a security vulnerability in this project, we encourage you to let us know immediately. Please report it privately via [reporting security vulnerabilities](https://github.com/alan-turing-institute/rctab-api/security/advisories).
+We will investigate all legitimate reports and provide a fix as quickly as possible.
diff --git a/poetry.lock b/poetry.lock
index 3015af4..8fdf06c 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 1.8.5 and should not be changed by hand.
 
 [[package]]
 name = "alabaster"
@@ -13,13 +13,13 @@ files = [
 
 [[package]]
 name = "alembic"
-version = "1.13.2"
+version = "1.14.0"
 description = "A database migration tool for SQLAlchemy."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "alembic-1.13.2-py3-none-any.whl", hash = "sha256:6b8733129a6224a9a711e17c99b08462dbf7cc9670ba8f2e2ae9af860ceb1953"},
-    {file = "alembic-1.13.2.tar.gz", hash = "sha256:1ff0ae32975f4fd96028c39ed9bb3c867fe3af956bd7bb37343b54c9fe7445ef"},
+    {file = "alembic-1.14.0-py3-none-any.whl", hash = "sha256:99bd884ca390466db5e27ffccff1d179ec5c05c965cfefc0607e69f9e411cb25"},
+    {file = "alembic-1.14.0.tar.gz", hash = "sha256:b00892b53b3642d0b8dbedba234dbf1924b69be83a9a769d5a624b01094e304b"},
 ]
 
 [package.dependencies]
@@ -32,13 +32,13 @@ tz = ["backports.zoneinfo"]
 
 [[package]]
 name = "amqp"
-version = "5.2.0"
+version = "5.3.1"
 description = "Low-level AMQP client for Python (fork of amqplib)."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "amqp-5.2.0-py3-none-any.whl", hash = "sha256:827cb12fb0baa892aad844fd95258143bce4027fdac4fccddbc43330fd281637"},
-    {file = "amqp-5.2.0.tar.gz", hash = "sha256:a1ecff425ad063ad42a486c902807d1482311481c8ad95a72694b2975e75f7fd"},
+    {file = "amqp-5.3.1-py3-none-any.whl", hash = "sha256:43b3319e1b4e7d1251833a93d672b4af1e40f3d632d479b98661a95f117880a2"},
+    {file = "amqp-5.3.1.tar.gz", hash = "sha256:cddc00c725449522023bad949f70fff7b48f0b1ade74d170a6f10ab044739432"},
 ]
 
 [package.dependencies]
@@ -57,25 +57,25 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.4.0"
+version = "4.8.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "anyio-4.4.0-py3-none-any.whl", hash = "sha256:c1b2d8f46a8a812513012e1107cb0e68c17159a7a594208005a57dc776e1bdc7"},
-    {file = "anyio-4.4.0.tar.gz", hash = "sha256:5aadc6a1bbb7cdb0bede386cac5e2940f5e2ff3aa20277e991cf028e0585ce94"},
+    {file = "anyio-4.8.0-py3-none-any.whl", hash = "sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a"},
+    {file = "anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a"},
 ]
 
 [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)", "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 (>=0.17)"]
-trio = ["trio (>=0.23)"]
+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)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
+trio = ["trio (>=0.26.1)"]
 
 [[package]]
 name = "application-properties"
@@ -154,13 +154,13 @@ files = [
 
 [[package]]
 name = "async-timeout"
-version = "4.0.3"
+version = "5.0.1"
 description = "Timeout context manager for asyncio programs"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
-    {file = "async_timeout-4.0.3-py3-none-any.whl", hash = "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"},
+    {file = "async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c"},
+    {file = "async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3"},
 ]
 
 [[package]]
@@ -215,32 +215,32 @@ test = ["flake8 (>=5.0.4,<5.1.0)", "uvloop (>=0.15.3)"]
 
 [[package]]
 name = "attrs"
-version = "23.2.0"
+version = "24.3.0"
 description = "Classes Without Boilerplate"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
-    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
+    {file = "attrs-24.3.0-py3-none-any.whl", hash = "sha256:ac96cd038792094f438ad1f6ff80837353805ac950cd2aa0e0625ef19850c308"},
+    {file = "attrs-24.3.0.tar.gz", hash = "sha256:8f5c07333d543103541ba7be0e2ce16eeee8130cb0b3f9238ab904ce1e85baff"},
 ]
 
 [package.extras]
-cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[tests]", "pre-commit"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
-tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
-tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
+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-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"]
 
 [[package]]
 name = "authlib"
-version = "1.3.1"
+version = "1.4.0"
 description = "The ultimate Python library in building OAuth and OpenID Connect servers and clients."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "Authlib-1.3.1-py2.py3-none-any.whl", hash = "sha256:d35800b973099bbadc49b42b256ecb80041ad56b7fe1216a362c7943c088f377"},
-    {file = "authlib-1.3.1.tar.gz", hash = "sha256:7ae843f03c06c5c0debd63c9db91f9fda64fa62a42a77419fa15fbb7e7a58917"},
+    {file = "Authlib-1.4.0-py2.py3-none-any.whl", hash = "sha256:4bb20b978c8b636222b549317c1815e1fe62234fc1c5efe8855d84aebf3a74e3"},
+    {file = "authlib-1.4.0.tar.gz", hash = "sha256:1c1e6608b5ed3624aeeee136ca7f8c120d6f51f731aa152b153d54741840e1f2"},
 ]
 
 [package.dependencies]
@@ -248,13 +248,13 @@ cryptography = "*"
 
 [[package]]
 name = "azure-core"
-version = "1.30.2"
+version = "1.32.0"
 description = "Microsoft Azure Core Library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "azure-core-1.30.2.tar.gz", hash = "sha256:a14dc210efcd608821aa472d9fb8e8d035d29b68993819147bc290a8ac224472"},
-    {file = "azure_core-1.30.2-py3-none-any.whl", hash = "sha256:cf019c1ca832e96274ae85abd3d9f752397194d9fea3b41487290562ac8abe4a"},
+    {file = "azure_core-1.32.0-py3-none-any.whl", hash = "sha256:eac191a0efb23bfa83fddf321b27b122b4ec847befa3091fa736a5c32c50d7b4"},
+    {file = "azure_core-1.32.0.tar.gz", hash = "sha256:22b3c35d6b2dae14990f6c1be2912bf23ffe50b220e708a28ab1bb92b1c730e5"},
 ]
 
 [package.dependencies]
@@ -267,31 +267,31 @@ aio = ["aiohttp (>=3.0)"]
 
 [[package]]
 name = "azure-identity"
-version = "1.17.1"
+version = "1.19.0"
 description = "Microsoft Azure Identity Library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "azure-identity-1.17.1.tar.gz", hash = "sha256:32ecc67cc73f4bd0595e4f64b1ca65cd05186f4fe6f98ed2ae9f1aa32646efea"},
-    {file = "azure_identity-1.17.1-py3-none-any.whl", hash = "sha256:db8d59c183b680e763722bfe8ebc45930e6c57df510620985939f7f3191e0382"},
+    {file = "azure_identity-1.19.0-py3-none-any.whl", hash = "sha256:e3f6558c181692d7509f09de10cca527c7dce426776454fb97df512a46527e81"},
+    {file = "azure_identity-1.19.0.tar.gz", hash = "sha256:500144dc18197d7019b81501165d4fa92225f03778f17d7ca8a2a180129a9c83"},
 ]
 
 [package.dependencies]
-azure-core = ">=1.23.0"
+azure-core = ">=1.31.0"
 cryptography = ">=2.5"
-msal = ">=1.24.0"
-msal-extensions = ">=0.3.0"
+msal = ">=1.30.0"
+msal-extensions = ">=1.2.0"
 typing-extensions = ">=4.0.0"
 
 [[package]]
 name = "babel"
-version = "2.15.0"
+version = "2.16.0"
 description = "Internationalization utilities"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "Babel-2.15.0-py3-none-any.whl", hash = "sha256:08706bdad8d0a3413266ab61bd6c34d0c28d6e1e7badf40a2cebe67644e2e1fb"},
-    {file = "babel-2.15.0.tar.gz", hash = "sha256:8daf0e265d05768bc6c7a314cf1321e9a123afc328cc635c18622a2f30a04413"},
+    {file = "babel-2.16.0-py3-none-any.whl", hash = "sha256:368b5b98b37c06b7daf6696391c3240c938b37767d4584413e8438c5c435fa8b"},
+    {file = "babel-2.16.0.tar.gz", hash = "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316"},
 ]
 
 [package.extras]
@@ -299,44 +299,44 @@ dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 
 [[package]]
 name = "billiard"
-version = "4.2.0"
+version = "4.2.1"
 description = "Python multiprocessing fork with improvements and bugfixes"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "billiard-4.2.0-py3-none-any.whl", hash = "sha256:07aa978b308f334ff8282bd4a746e681b3513db5c9a514cbdd810cbbdc19714d"},
-    {file = "billiard-4.2.0.tar.gz", hash = "sha256:9a3c3184cb275aa17a732f93f65b20c525d3d9f253722d26a82194803ade5a2c"},
+    {file = "billiard-4.2.1-py3-none-any.whl", hash = "sha256:40b59a4ac8806ba2c2369ea98d876bc6108b051c227baffd928c644d15d8f3cb"},
+    {file = "billiard-4.2.1.tar.gz", hash = "sha256:12b641b0c539073fc8d3f5b8b7be998956665c4233c7c1fcd66a7e677c4fb36f"},
 ]
 
 [[package]]
 name = "black"
-version = "24.4.2"
+version = "24.10.0"
 description = "The uncompromising code formatter."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 [package.dependencies]
@@ -350,19 +350,19 @@ typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
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-d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
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 uvloop = ["uvloop (>=0.15.2)"]
 
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 name = "cachetools"
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 [[package]]
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 [[package]]
 name = "certifi"
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+version = "2024.12.14"
 description = "Python package for providing Mozilla's CA Bundle."
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 [package.dependencies]
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 [package.dependencies]
@@ -714,63 +731,73 @@ test = ["pytest"]
 
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@@ -778,56 +805,51 @@ toml = ["tomli"]
 
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+    {file = "debugpy-1.8.11-py2.py3-none-any.whl", hash = "sha256:0e22f846f4211383e6a416d04b4c13ed174d24cc5d43f5fd52e7821d0ebc8920"},
+    {file = "debugpy-1.8.11.tar.gz", hash = "sha256:6ad2688b69235c43b020e04fecccdf6a96c8943ca9c2fb340b8adc103c655e57"},
 ]
 
 [[package]]
@@ -929,13 +955,13 @@ pygments = ["Pygments (>=2.2.0)"]
 
 [[package]]
 name = "dill"
-version = "0.3.8"
+version = "0.3.9"
 description = "serialize all of Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "dill-0.3.8-py3-none-any.whl", hash = "sha256:c36ca9ffb54365bdd2f8eb3eff7d2a21237f8452b57ace88b1ac615b7e815bd7"},
-    {file = "dill-0.3.8.tar.gz", hash = "sha256:3ebe3c479ad625c4553aca177444d89b486b1d84982eeacded644afc0cf797ca"},
+    {file = "dill-0.3.9-py3-none-any.whl", hash = "sha256:468dff3b89520b474c0397703366b7b95eebe6303f108adf9b19da1f702be87a"},
+    {file = "dill-0.3.9.tar.gz", hash = "sha256:81aa267dddf68cbfe8029c42ca9ec6a4ab3b22371d1c450abc54422577b4512c"},
 ]
 
 [package.extras]
@@ -944,32 +970,32 @@ profile = ["gprof2dot (>=2022.7.29)"]
 
 [[package]]
 name = "distlib"
-version = "0.3.8"
+version = "0.3.9"
 description = "Distribution utilities"
 optional = false
 python-versions = "*"
 files = [
-    {file = "distlib-0.3.8-py2.py3-none-any.whl", hash = "sha256:034db59a0b96f8ca18035f36290806a9a6e6bd9d1ff91e45a7f172eb17e51784"},
-    {file = "distlib-0.3.8.tar.gz", hash = "sha256:1530ea13e350031b6312d8580ddb6b27a104275a31106523b8f123787f494f64"},
+    {file = "distlib-0.3.9-py2.py3-none-any.whl", hash = "sha256:47f8c22fd27c27e25a65601af709b38e4f0a45ea4fc2e710f65755fa8caaaf87"},
+    {file = "distlib-0.3.9.tar.gz", hash = "sha256:a60f20dea646b8a33f3e7772f74dc0b2d0772d2837ee1342a00645c81edf9403"},
 ]
 
 [[package]]
 name = "dnspython"
-version = "2.6.1"
+version = "2.7.0"
 description = "DNS toolkit"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "dnspython-2.6.1-py3-none-any.whl", hash = "sha256:5ef3b9680161f6fa89daf8ad451b5f1a33b18ae8a1c6778cdf4b43f08c0a6e50"},
-    {file = "dnspython-2.6.1.tar.gz", hash = "sha256:e8f0f9c23a7b7cb99ded64e6c3a6f3e701d78f50c55e002b839dea7225cff7cc"},
+    {file = "dnspython-2.7.0-py3-none-any.whl", hash = "sha256:b4c34b7d10b51bcc3a5071e7b8dee77939f1e878477eeecc965e9835f63c6c86"},
+    {file = "dnspython-2.7.0.tar.gz", hash = "sha256:ce9c432eda0dc91cf618a5cedf1a4e142651196bbcd2c80e89ed5a907e5cfaf1"},
 ]
 
 [package.extras]
-dev = ["black (>=23.1.0)", "coverage (>=7.0)", "flake8 (>=7)", "mypy (>=1.8)", "pylint (>=3)", "pytest (>=7.4)", "pytest-cov (>=4.1.0)", "sphinx (>=7.2.0)", "twine (>=4.0.0)", "wheel (>=0.42.0)"]
-dnssec = ["cryptography (>=41)"]
+dev = ["black (>=23.1.0)", "coverage (>=7.0)", "flake8 (>=7)", "hypercorn (>=0.16.0)", "mypy (>=1.8)", "pylint (>=3)", "pytest (>=7.4)", "pytest-cov (>=4.1.0)", "quart-trio (>=0.11.0)", "sphinx (>=7.2.0)", "sphinx-rtd-theme (>=2.0.0)", "twine (>=4.0.0)", "wheel (>=0.42.0)"]
+dnssec = ["cryptography (>=43)"]
 doh = ["h2 (>=4.1.0)", "httpcore (>=1.0.0)", "httpx (>=0.26.0)"]
-doq = ["aioquic (>=0.9.25)"]
-idna = ["idna (>=3.6)"]
+doq = ["aioquic (>=1.0.0)"]
+idna = ["idna (>=3.7)"]
 trio = ["trio (>=0.23)"]
 wmi = ["wmi (>=1.5.1)"]
 
@@ -986,13 +1012,13 @@ files = [
 
 [[package]]
 name = "dparse"
-version = "0.6.4b0"
+version = "0.6.4"
 description = "A parser for Python dependency files"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "dparse-0.6.4b0-py3-none-any.whl", hash = "sha256:592ff183348b8a5ea0a18442a7965e29445d3a26063654ec2c7e8ef42cd5753c"},
-    {file = "dparse-0.6.4b0.tar.gz", hash = "sha256:f8d49b41a527f3d16a269f854e6665245b325e50e41d2c213810cb984553e5c8"},
+    {file = "dparse-0.6.4-py3-none-any.whl", hash = "sha256:fbab4d50d54d0e739fbb4dedfc3d92771003a5b9aa8545ca7a7045e3b174af57"},
+    {file = "dparse-0.6.4.tar.gz", hash = "sha256:90b29c39e3edc36c6284c82c4132648eaf28a01863eb3c231c2512196132201a"},
 ]
 
 [package.dependencies]
@@ -1000,7 +1026,7 @@ packaging = "*"
 tomli = {version = "*", markers = "python_version < \"3.11\""}
 
 [package.extras]
-all = ["dparse[conda]", "dparse[pipenv]", "dparse[poetry]"]
+all = ["pipenv", "poetry", "pyyaml"]
 conda = ["pyyaml"]
 pipenv = ["pipenv"]
 poetry = ["poetry"]
@@ -1040,13 +1066,13 @@ idna = ">=2.0.0"
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.1"
+version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "exceptiongroup-1.2.1-py3-none-any.whl", hash = "sha256:5258b9ed329c5bbdd31a309f53cbfb0b155341807f6ff7606a1e801a891b29ad"},
-    {file = "exceptiongroup-1.2.1.tar.gz", hash = "sha256:a4785e48b045528f5bfe627b6ad554ff32def154f42372786903b7abcfe1aa16"},
+    {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
+    {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
 ]
 
 [package.extras]
@@ -1065,13 +1091,13 @@ files = [
 
 [[package]]
 name = "fastapi"
-version = "0.111.0"
+version = "0.111.1"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "fastapi-0.111.0-py3-none-any.whl", hash = "sha256:97ecbf994be0bcbdadedf88c3150252bed7b2087075ac99735403b1b76cc8fc0"},
-    {file = "fastapi-0.111.0.tar.gz", hash = "sha256:b9db9dd147c91cb8b769f7183535773d8741dd46f9dc6676cd82eab510228cd7"},
+    {file = "fastapi-0.111.1-py3-none-any.whl", hash = "sha256:4f51cfa25d72f9fbc3280832e84b32494cf186f50158d364a8765aabf22587bf"},
+    {file = "fastapi-0.111.1.tar.gz", hash = "sha256:ddd1ac34cb1f76c2e2d7f8545a4bcb5463bce4834e81abf0b189e0c359ab2413"},
 ]
 
 [package.dependencies]
@@ -1079,12 +1105,10 @@ email_validator = ">=2.0.0"
 fastapi-cli = ">=0.0.2"
 httpx = ">=0.23.0"
 jinja2 = ">=2.11.2"
-orjson = ">=3.2.1"
 pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0 || >2.0.0,<2.0.1 || >2.0.1,<2.1.0 || >2.1.0,<3.0.0"
 python-multipart = ">=0.0.7"
 starlette = ">=0.37.2,<0.38.0"
 typing-extensions = ">=4.8.0"
-ujson = ">=4.0.1,<4.0.2 || >4.0.2,<4.1.0 || >4.1.0,<4.2.0 || >4.2.0,<4.3.0 || >4.3.0,<5.0.0 || >5.0.0,<5.1.0 || >5.1.0"
 uvicorn = {version = ">=0.12.0", extras = ["standard"]}
 
 [package.extras]
@@ -1092,20 +1116,22 @@ all = ["email_validator (>=2.0.0)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)"
 
 [[package]]
 name = "fastapi-cli"
-version = "0.0.4"
+version = "0.0.7"
 description = "Run and manage FastAPI apps from the command line with FastAPI CLI. 🚀"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "fastapi_cli-0.0.4-py3-none-any.whl", hash = "sha256:a2552f3a7ae64058cdbb530be6fa6dbfc975dc165e4fa66d224c3d396e25e809"},
-    {file = "fastapi_cli-0.0.4.tar.gz", hash = "sha256:e2e9ffaffc1f7767f488d6da34b6f5a377751c996f397902eb6abb99a67bde32"},
+    {file = "fastapi_cli-0.0.7-py3-none-any.whl", hash = "sha256:d549368ff584b2804336c61f192d86ddea080c11255f375959627911944804f4"},
+    {file = "fastapi_cli-0.0.7.tar.gz", hash = "sha256:02b3b65956f526412515907a0793c9094abd4bfb5457b389f645b0ea6ba3605e"},
 ]
 
 [package.dependencies]
+rich-toolkit = ">=0.11.1"
 typer = ">=0.12.3"
+uvicorn = {version = ">=0.15.0", extras = ["standard"]}
 
 [package.extras]
-standard = ["fastapi", "uvicorn[standard] (>=0.15.0)"]
+standard = ["uvicorn[standard] (>=0.15.0)"]
 
 [[package]]
 name = "fastapimsal"
@@ -1136,19 +1162,19 @@ resolved_reference = "5e063a695474359c14ac8f8e099fc8fc14556012"
 
 [[package]]
 name = "filelock"
-version = "3.15.4"
+version = "3.16.1"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "filelock-3.15.4-py3-none-any.whl", hash = "sha256:6ca1fffae96225dab4c6eaf1c4f4f28cd2568d3ec2a44e15a08520504de468e7"},
-    {file = "filelock-3.15.4.tar.gz", hash = "sha256:2207938cbc1844345cb01a5a95524dae30f0ce089eba5b00378295a17e3e90cb"},
+    {file = "filelock-3.16.1-py3-none-any.whl", hash = "sha256:2082e5703d51fbf98ea75855d9d5527e33d8ff23099bec374a134febee6946b0"},
+    {file = "filelock-3.16.1.tar.gz", hash = "sha256:c249fbfcd5db47e5e2d6d62198e565475ee65e4831e2561c8e313fa7eb961435"},
 ]
 
 [package.extras]
-docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-asyncio (>=0.21)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)", "virtualenv (>=20.26.2)"]
-typing = ["typing-extensions (>=4.8)"]
+docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4.1)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "pytest (>=8.3.3)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.4)"]
+typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
 name = "flake8"
@@ -1191,13 +1217,13 @@ tests = ["defusedxml"]
 
 [[package]]
 name = "google-api-core"
-version = "2.19.1"
+version = "2.24.0"
 description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "google-api-core-2.19.1.tar.gz", hash = "sha256:f4695f1e3650b316a795108a76a1c416e6afb036199d1c1f1f110916df479ffd"},
-    {file = "google_api_core-2.19.1-py3-none-any.whl", hash = "sha256:f12a9b8309b5e21d92483bbd47ce2c445861ec7d269ef6784ecc0ea8c1fa6125"},
+    {file = "google_api_core-2.24.0-py3-none-any.whl", hash = "sha256:10d82ac0fca69c82a25b3efdeefccf6f28e02ebb97925a8cce8edbfe379929d9"},
+    {file = "google_api_core-2.24.0.tar.gz", hash = "sha256:e255640547a597a4da010876d333208ddac417d60add22b6851a0c66a831fcaf"},
 ]
 
 [package.dependencies]
@@ -1208,19 +1234,20 @@ protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4
 requests = ">=2.18.0,<3.0.0.dev0"
 
 [package.extras]
+async-rest = ["google-auth[aiohttp] (>=2.35.0,<3.0.dev0)"]
 grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev)", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0)"]
 grpcgcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-auth"
-version = "2.31.0"
+version = "2.37.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "google-auth-2.31.0.tar.gz", hash = "sha256:87805c36970047247c8afe614d4e3af8eceafc1ebba0c679fe75ddd1d575e871"},
-    {file = "google_auth-2.31.0-py2.py3-none-any.whl", hash = "sha256:042c4702efa9f7d3c48d3a69341c209381b125faa6dbf3ebe56bc7e40ae05c23"},
+    {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]
@@ -1230,20 +1257,21 @@ 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 (==36.0.2)", "pyopenssl (==22.0.0)"]
+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)"]
 
 [[package]]
 name = "googleapis-common-protos"
-version = "1.63.2"
+version = "1.66.0"
 description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "googleapis-common-protos-1.63.2.tar.gz", hash = "sha256:27c5abdffc4911f28101e635de1533fb4cfd2c37fbaa9174587c799fac90aa87"},
-    {file = "googleapis_common_protos-1.63.2-py2.py3-none-any.whl", hash = "sha256:27a2499c7e8aff199665b22741997e485eccc8645aa9176c7c988e6fae507945"},
+    {file = "googleapis_common_protos-1.66.0-py2.py3-none-any.whl", hash = "sha256:d7abcd75fabb2e0ec9f74466401f6c119a0b498e27370e9be4c94cb7e382b8ed"},
+    {file = "googleapis_common_protos-1.66.0.tar.gz", hash = "sha256:c3e7b33d15fdca5374cc0a7346dd92ffa847425cc4ea941d970f13680052ec8c"},
 ]
 
 [package.dependencies]
@@ -1254,69 +1282,84 @@ grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 
 [[package]]
 name = "greenlet"
-version = "3.0.3"
+version = "3.1.1"
 description = "Lightweight in-process concurrent programming"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "greenlet-3.0.3-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:9da2bd29ed9e4f15955dd1595ad7bc9320308a3b766ef7f837e23ad4b4aac31a"},
-    {file = "greenlet-3.0.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d353cadd6083fdb056bb46ed07e4340b0869c305c8ca54ef9da3421acbdf6881"},
-    {file = "greenlet-3.0.3-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:dca1e2f3ca00b84a396bc1bce13dd21f680f035314d2379c4160c98153b2059b"},
-    {file = "greenlet-3.0.3-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3ed7fb269f15dc662787f4119ec300ad0702fa1b19d2135a37c2c4de6fadfd4a"},
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 [[package]]
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 [package.extras]
-test = ["Cython (>=0.29.24,<0.30.0)"]
+test = ["Cython (>=0.29.24)"]
 
 [[package]]
 name = "httpx"
@@ -1587,13 +1637,13 @@ socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "hypothesis"
-version = "6.104.2"
+version = "6.123.9"
 description = "A library for property-based testing"
 optional = false
-python-versions = ">=3.8"
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 files = [
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 ]
 
 [package.dependencies]
@@ -1602,31 +1652,31 @@ exceptiongroup = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
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 [package.extras]
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 codemods = ["libcst (>=0.3.16)"]
-crosshair = ["crosshair-tool (>=0.0.55)", "hypothesis-crosshair (>=0.0.4)"]
+crosshair = ["crosshair-tool (>=0.0.81)", "hypothesis-crosshair (>=0.0.18)"]
 dateutil = ["python-dateutil (>=1.4)"]
-django = ["django (>=3.2)"]
+django = ["django (>=4.2)"]
 dpcontracts = ["dpcontracts (>=0.4)"]
 ghostwriter = ["black (>=19.10b0)"]
 lark = ["lark (>=0.10.1)"]
-numpy = ["numpy (>=1.17.3)"]
+numpy = ["numpy (>=1.19.3)"]
 pandas = ["pandas (>=1.1)"]
 pytest = ["pytest (>=4.6)"]
 pytz = ["pytz (>=2014.1)"]
 redis = ["redis (>=3.0.0)"]
-zoneinfo = ["backports.zoneinfo (>=0.2.1)", "tzdata (>=2024.1)"]
+zoneinfo = ["tzdata (>=2024.2)"]
 
 [[package]]
 name = "identify"
-version = "2.5.36"
+version = "2.6.5"
 description = "File identification library for Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
@@ -1634,15 +1684,18 @@ license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "3.7"
+version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
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 ]
 
+[package.extras]
+all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
+
 [[package]]
 name = "imagesize"
 version = "1.4.1"
@@ -1700,13 +1753,13 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
 
 [[package]]
 name = "ipython"
-version = "8.26.0"
+version = "8.31.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
 files = [
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-    {file = "ipython-8.26.0.tar.gz", hash = "sha256:1cec0fbba8404af13facebe83d04436a7434c7400e59f47acf467c64abd0956c"},
+    {file = "ipython-8.31.0-py3-none-any.whl", hash = "sha256:46ec58f8d3d076a61d128fe517a51eb730e3aaf0c184ea8c17d16e366660c6a6"},
+    {file = "ipython-8.31.0.tar.gz", hash = "sha256:b6a2274606bec6166405ff05e54932ed6e5cfecaca1fc05f2cacde7bb074d70b"},
 ]
 
 [package.dependencies]
@@ -1716,16 +1769,16 @@ 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"]
@@ -1763,32 +1816,32 @@ files = [
 
 [[package]]
 name = "jedi"
-version = "0.19.1"
+version = "0.19.2"
 description = "An autocompletion tool for Python that can be used for text editors."
 optional = false
 python-versions = ">=3.6"
 files = [
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-    {file = "jedi-0.19.1.tar.gz", hash = "sha256:cf0496f3651bc65d7174ac1b7d043eff454892c708a87d1b683e57b569927ffd"},
+    {file = "jedi-0.19.2-py2.py3-none-any.whl", hash = "sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9"},
+    {file = "jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0"},
 ]
 
 [package.dependencies]
-parso = ">=0.8.3,<0.9.0"
+parso = ">=0.8.4,<0.9.0"
 
 [package.extras]
 docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
 qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
-testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
+testing = ["Django", "attrs", "colorama", "docopt", "pytest (<9.0.0)"]
 
 [[package]]
 name = "jinja2"
-version = "3.1.4"
+version = "3.1.5"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
 files = [
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-    {file = "jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369"},
+    {file = "jinja2-3.1.5-py3-none-any.whl", hash = "sha256:aba0f4dc9ed8013c424088f68a5c226f7d6097ed89b246d7749c2ec4175c6adb"},
+    {file = "jinja2-3.1.5.tar.gz", hash = "sha256:8fefff8dc3034e27bb80d67c671eb8a9bc424c0ef4c0826edbff304cceff43bb"},
 ]
 
 [package.dependencies]
@@ -1799,13 +1852,13 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "jupyter-client"
-version = "8.6.2"
+version = "8.6.3"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "jupyter_client-8.6.3-py3-none-any.whl", hash = "sha256:e8a19cc986cc45905ac3362915f410f3af85424b4c0905e94fa5f2cb08e8f23f"},
+    {file = "jupyter_client-8.6.3.tar.gz", hash = "sha256:35b3a0947c4a6e9d589eb97d7d4cd5e90f910ee73101611f01283732bd6d9419"},
 ]
 
 [package.dependencies]
@@ -1841,28 +1894,29 @@ test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"
 
 [[package]]
 name = "kombu"
-version = "5.3.7"
+version = "5.4.2"
 description = "Messaging library for Python."
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "kombu-5.4.2.tar.gz", hash = "sha256:eef572dd2fd9fc614b37580e3caeafdd5af46c1eff31e7fba89138cdb406f2cf"},
 ]
 
 [package.dependencies]
 amqp = ">=5.1.1,<6.0.0"
-vine = "*"
+tzdata = {version = "*", markers = "python_version >= \"3.9\""}
+vine = "5.1.0"
 
 [package.extras]
 azureservicebus = ["azure-servicebus (>=7.10.0)"]
 azurestoragequeues = ["azure-identity (>=1.12.0)", "azure-storage-queue (>=12.6.0)"]
 confluentkafka = ["confluent-kafka (>=2.2.0)"]
-consul = ["python-consul2"]
+consul = ["python-consul2 (==0.1.5)"]
 librabbitmq = ["librabbitmq (>=2.0.0)"]
 mongodb = ["pymongo (>=4.1.1)"]
-msgpack = ["msgpack"]
-pyro = ["pyro4"]
+msgpack = ["msgpack (==1.1.0)"]
+pyro = ["pyro4 (==4.82)"]
 qpid = ["qpid-python (>=0.26)", "qpid-tools (>=0.26)"]
 redis = ["redis (>=4.5.2,!=4.5.5,!=5.0.2)"]
 slmq = ["softlayer-messaging (>=1.0.3)"]
@@ -1919,13 +1973,13 @@ files = [
 
 [[package]]
 name = "mako"
-version = "1.3.5"
+version = "1.3.8"
 description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "Mako-1.3.5.tar.gz", hash = "sha256:48dbc20568c1d276a2698b36d968fa76161bf127194907ea6fc594fa81f943bc"},
+    {file = "Mako-1.3.8-py3-none-any.whl", hash = "sha256:42f48953c7eb91332040ff567eb7eea69b22e7a4affbc5ba8e845e8f730f6627"},
+    {file = "mako-1.3.8.tar.gz", hash = "sha256:577b97e414580d3e088d47c2dbbe9594aa7a5146ed2875d4dfa9075af2dd3cc8"},
 ]
 
 [package.dependencies]
@@ -1962,91 +2016,92 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
 name = "markupsafe"
-version = "2.1.5"
+version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 files = [
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 [[package]]
 name = "marshmallow"
-version = "3.21.3"
+version = "3.24.1"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
 packaging = ">=17.0"
 
 [package.extras]
-dev = ["marshmallow[tests]", "pre-commit (>=3.5,<4.0)", "tox"]
-docs = ["alabaster (==0.7.16)", "autodocsumm (==0.2.12)", "sphinx (==7.3.7)", "sphinx-issues (==4.1.0)", "sphinx-version-warning (==1.1.2)"]
-tests = ["pytest", "pytz", "simplejson"]
+dev = ["marshmallow[tests]", "pre-commit (>=3.5,<5.0)", "tox"]
+docs = ["alabaster (==1.0.0)", "autodocsumm (==0.2.14)", "sphinx (==8.1.3)", "sphinx-issues (==5.0.0)"]
+tests = ["pytest", "simplejson"]
 
 [[package]]
 name = "matplotlib-inline"
@@ -2075,13 +2130,13 @@ files = [
 
 [[package]]
 name = "mdit-py-plugins"
-version = "0.4.1"
+version = "0.4.2"
 description = "Collection of plugins for markdown-it-py"
 optional = true
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2105,22 +2160,22 @@ files = [
 
 [[package]]
 name = "msal"
-version = "1.29.0"
+version = "1.31.1"
 description = "The Microsoft Authentication Library (MSAL) for Python library enables your app to access the Microsoft Cloud by supporting authentication of users with Microsoft Azure Active Directory accounts (AAD) and Microsoft Accounts (MSA) using industry standard OAuth2 and OpenID Connect."
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 python-versions = ">=3.7"
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+    {file = "msal-1.31.1.tar.gz", hash = "sha256:11b5e6a3f802ffd3a72107203e20c4eac6ef53401961b880af2835b723d80578"},
 ]
 
 [package.dependencies]
-cryptography = ">=2.5,<45"
+cryptography = ">=2.5,<46"
 PyJWT = {version = ">=1.0.0,<3", extras = ["crypto"]}
 requests = ">=2.0.0,<3"
 
 [package.extras]
-broker = ["pymsalruntime (>=0.13.2,<0.17)"]
+broker = ["pymsalruntime (>=0.14,<0.18)", "pymsalruntime (>=0.17,<0.18)"]
 
 [[package]]
 name = "msal-extensions"
@@ -2139,146 +2194,163 @@ portalocker = ">=1.4,<3"
 
 [[package]]
 name = "multidict"
-version = "6.0.5"
+version = "6.1.0"
 description = "multidict implementation"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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+typing_extensions = ">=4.6.0"
 
 [package.extras]
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 install-types = ["pip"]
 mypyc = ["setuptools (>=50)"]
 reports = ["lxml"]
@@ -2416,13 +2488,13 @@ files = [
 
 [[package]]
 name = "opencensus-ext-azure"
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 description = "OpenCensus Azure Monitor Exporter"
 optional = false
 python-versions = "*"
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 ]
 
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 psutil = ">=5.6.3"
 requests = ">=2.19.0"
 
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 name = "platformdirs"
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+version = "4.3.6"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
 files = [
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-type = ["mypy (>=1.8)"]
+docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.2)", "pytest-cov (>=5)", "pytest-mock (>=3.14)"]
+type = ["mypy (>=1.11.2)"]
 
 [[package]]
 name = "plotly"
-version = "5.22.0"
+version = "5.24.1"
 description = "An open-source, interactive data visualization library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2755,13 +2763,13 @@ six = ">=1.5.2"
 
 [[package]]
 name = "portalocker"
-version = "2.10.0"
+version = "2.10.1"
 description = "Wraps the portalocker recipe for easy usage"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2792,13 +2800,13 @@ virtualenv = ">=20.10.0"
 
 [[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 = [
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 ]
 
 [package.dependencies]
@@ -2806,13 +2814,13 @@ wcwidth = "*"
 
 [[package]]
 name = "proto-plus"
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+version = "1.25.0"
 description = "Beautiful, Pythonic protocol buffers."
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 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -2823,129 +2831,129 @@ testing = ["google-api-core (>=1.31.5)"]
 
 [[package]]
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 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
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 [package.extras]
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+test = ["pytest", "pytest-xdist", "setuptools"]
 
 [[package]]
 name = "psycopg2-binary"
-version = "2.9.9"
+version = "2.9.10"
 description = "psycopg2 - Python-PostgreSQL Database Adapter"
 optional = false
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 [[package]]
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 [package.extras]
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 [package.dependencies]
@@ -3142,13 +3152,13 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
 [[package]]
 name = "pydantic-settings"
-version = "2.3.4"
+version = "2.7.1"
 description = "Settings management using Pydantic"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3156,6 +3166,7 @@ pydantic = ">=2.7.0"
 python-dotenv = ">=0.21.0"
 
 [package.extras]
+azure-key-vault = ["azure-identity (>=1.16.0)", "azure-keyvault-secrets (>=4.8.0)"]
 toml = ["tomli (>=2.0.1)"]
 yaml = ["pyyaml (>=6.0.1)"]
 
@@ -3189,13 +3200,13 @@ files = [
 
 [[package]]
 name = "pygments"
-version = "2.18.0"
+version = "2.19.1"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -3203,13 +3214,13 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pyjwt"
-version = "2.8.0"
+version = "2.10.1"
 description = "JSON Web Token implementation in Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -3217,8 +3228,8 @@ cryptography = {version = ">=3.4.0", optional = true, markers = "extra == \"cryp
 
 [package.extras]
 crypto = ["cryptography (>=3.4.0)"]
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-docs = ["sphinx (>=4.5.0,<5.0.0)", "sphinx-rtd-theme", "zope.interface"]
+dev = ["coverage[toml] (==5.0.4)", "cryptography (>=3.4.0)", "pre-commit", "pytest (>=6.0.0,<7.0.0)", "sphinx", "sphinx-rtd-theme", "zope.interface"]
+docs = ["sphinx", "sphinx-rtd-theme", "zope.interface"]
 tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 
 [[package]]
@@ -3265,13 +3276,13 @@ pylint = ">=2.5.0,<4"
 
 [[package]]
 name = "pymarkdownlnt"
-version = "0.9.21"
+version = "0.9.26"
 description = "A GitHub Flavored Markdown compliant Markdown linter."
 optional = false
 python-versions = ">=3.8.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -3429,219 +3440,272 @@ pycryptodome = ["pyasn1", "pycryptodome (>=3.3.1,<4.0.0)"]
 
 [[package]]
 name = "python-multipart"
-version = "0.0.9"
+version = "0.0.20"
 description = "A streaming multipart parser for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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+ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==23.2.1)", "requests (>=2.31.0)"]
 
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 name = "requests"
@@ -3698,22 +3762,39 @@ idna2008 = ["idna"]
 
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 ]
 
 [[package]]
 name = "safety"
-version = "3.2.3"
+version = "3.2.14"
 description = "Checks installed dependencies for known vulnerabilities and licenses."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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-    {file = "safety-3.2.3.tar.gz", hash = "sha256:414154934f1727daf8a6473493944fecb380540c3f00875dc1ae377382f7d83f"},
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+    {file = "safety-3.2.14.tar.gz", hash = "sha256:7a45d88b1903c5b7c370eaeb6ca131a52f147e0b8a0b302265f82824ef92adc7"},
 ]
 
 [package.dependencies]
 Authlib = ">=1.2.0"
 Click = ">=8.0.2"
-dparse = ">=0.6.4b0"
+dparse = ">=0.6.4"
+filelock = ">=3.16.1,<3.17.0"
 jinja2 = ">=3.1.0"
 marshmallow = ">=3.15.0"
 packaging = ">=21.0"
-pydantic = ">=1.10.12"
+psutil = ">=6.1.0,<6.2.0"
+pydantic = ">=2.6.0,<2.10.0"
 requests = "*"
 rich = "*"
 "ruamel.yaml" = ">=0.17.21"
-safety-schemas = ">=0.0.2"
+safety_schemas = "0.0.10"
 setuptools = ">=65.5.1"
-typer = "*"
+typer = ">=0.12.1"
 typing-extensions = ">=4.7.1"
 urllib3 = ">=1.26.5"
 
@@ -3826,19 +3919,19 @@ spdx = ["spdx-tools (>=0.8.2)"]
 
 [[package]]
 name = "safety-schemas"
-version = "0.0.2"
+version = "0.0.10"
 description = "Schemas for Safety tools"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "safety_schemas-0.0.10.tar.gz", hash = "sha256:5ec83bb19e17003748d2a4b11e43e1f2b4471c9434329e9a0d80d1069966b96c"},
 ]
 
 [package.dependencies]
-dparse = ">=0.6.4b0"
+dparse = ">=0.6.4"
 packaging = ">=21.0"
-pydantic = "*"
+pydantic = ">=2.6.0,<2.10.0"
 ruamel-yaml = ">=0.17.21"
 typing-extensions = ">=4.7.1"
 
@@ -3870,18 +3963,23 @@ starkbank-ecdsa = ">=2.0.1"
 
 [[package]]
 name = "setuptools"
-version = "70.2.0"
+version = "75.7.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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+    {file = "setuptools-75.7.0-py3-none-any.whl", hash = "sha256:84fb203f278ebcf5cd08f97d3fb96d3fbed4b629d500b29ad60d11e00769b183"},
+    {file = "setuptools-75.7.0.tar.gz", hash = "sha256:886ff7b16cd342f1d1defc16fc98c9ce3fde69e087a4e1983d7ab634e5f41f4f"},
 ]
 
 [package.extras]
-doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.10.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.8.0)"]
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+cover = ["pytest-cov"]
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 [package.dependencies]
@@ -4692,162 +4734,154 @@ files = [
 
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 description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
 optional = false
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+    {file = "wrapt-1.17.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:2dfb7cff84e72e7bf975b06b4989477873dcf160b2fd89959c629535df53d4e0"},
+    {file = "wrapt-1.17.0-cp39-cp39-win32.whl", hash = "sha256:2399408ac33ffd5b200480ee858baa58d77dd30e0dd0cab6a8a9547135f30a88"},
+    {file = "wrapt-1.17.0-cp39-cp39-win_amd64.whl", hash = "sha256:4f763a29ee6a20c529496a20a7bcb16a73de27f5da6a843249c7047daf135977"},
+    {file = "wrapt-1.17.0-py3-none-any.whl", hash = "sha256:d2c63b93548eda58abf5188e505ffed0229bf675f7c3090f8e36ad55b8cbc371"},
+    {file = "wrapt-1.17.0.tar.gz", hash = "sha256:16187aa2317c731170a88ef35e8937ae0f533c402872c1ee5e6d079fcf320801"},
 ]
 
 [extras]
@@ -4856,4 +4890,4 @@ docs = ["myst-parser", "sphinx-rtd-theme", "sphinxcontrib-napoleon"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10 <3.12"
-content-hash = "427bd8b6f28faa6d40293f4cd0b6ce104bdbbd1d563127b206cbf59d8b2febe7"
+content-hash = "a438b955a18c6a02a72813b2a0418994ec60c406f8552244c219492db66b9819"
diff --git a/pyproject.toml b/pyproject.toml
index 6a795e8..105b22a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "RCTab"
-version = "1.4.0"
+version = "1.5.0"
 description = "The RCTab API. Manage Azure budgets and usage"
 authors = []
 
@@ -25,6 +25,7 @@ pydantic = { extras = ["email"], version = "^2.7.1" }
 pydantic-settings = "^2.3.4"
 PyJWT = { extras = ["crypto"], version = "^2.4.0" }
 python-dotenv = "^1.0.1"
+rctab_models = { git = "https://github.com/alan-turing-institute/rctab-models", tag = "0.1.0" }
 redis = {extras = ["hiredis"], version = "^5.0.1"}
 requests = "^2.32.3"
 sendgrid = "^6.9.1"
diff --git a/rctab/crud/__init__.py b/rctab/crud/__init__.py
index b0b80a8..3fe7ba4 100644
--- a/rctab/crud/__init__.py
+++ b/rctab/crud/__init__.py
@@ -1,9 +1,8 @@
 """The SQLAlchemy models, Pydantic models and database logic."""
 
-from rctab.crud import accounting_models, models, schema
+from rctab.crud import accounting_models, models
 
 __all__ = [
     "models",
     "accounting_models",
-    "schema",
 ]
diff --git a/rctab/crud/auth.py b/rctab/crud/auth.py
index 8977d12..38ff155 100644
--- a/rctab/crud/auth.py
+++ b/rctab/crud/auth.py
@@ -6,11 +6,11 @@
 import msal
 from asyncpg.exceptions import UniqueViolationError
 from fastapi import Depends, HTTPException
+from rctab_models.models import UserRBAC
 from sqlalchemy.dialects.postgresql import insert
 from sqlalchemy.sql import select
 
 from rctab.crud.models import database, user_cache, user_rbac
-from rctab.crud.schema import UserRBAC
 
 
 # Define cache functions
diff --git a/rctab/crud/schema.py b/rctab/crud/schema.py
deleted file mode 100644
index 6c11d98..0000000
--- a/rctab/crud/schema.py
+++ /dev/null
@@ -1,274 +0,0 @@
-"""Pydantic models for the RCTab API."""
-
-import datetime
-from enum import Enum
-from typing import Dict, List, Optional, Tuple
-from uuid import UUID
-
-from pydantic import BaseModel, confloat
-
-
-# pylint: disable=W0613
-class HashBaseModel(BaseModel):
-    """BaseModel with hash.
-
-    This allows unique data generation for property based tests.
-    """
-
-    def __hash__(self) -> int:
-        """Hash the object."""
-        return hash((type(self),) + tuple(self.__dict__.values()))
-
-
-class UserRBAC(BaseModel):
-    """The access that a user has to RCTab."""
-
-    oid: UUID
-    username: Optional[str] = None
-    has_access: bool
-    is_admin: bool
-
-
-class Usage(HashBaseModel):
-    """A usage object from the Azure usage API."""
-
-    # See https://docs.microsoft.com/en-us/rest/api/consumption/usage-details/list#legacyusagedetail
-    id: str
-    name: Optional[str] = None
-    type: Optional[str] = None
-    tags: Optional[Dict[str, str]] = None
-    billing_account_id: Optional[str] = None
-    billing_account_name: Optional[str] = None
-    billing_period_start_date: Optional[datetime.date] = None
-    billing_period_end_date: Optional[datetime.date] = None
-    billing_profile_id: Optional[str] = None
-    billing_profile_name: Optional[str] = None
-    account_owner_id: Optional[str] = None
-    account_name: Optional[str] = None
-    subscription_id: UUID
-    subscription_name: Optional[str] = None
-    date: datetime.date
-    product: Optional[str] = None
-    part_number: Optional[str] = None
-    meter_id: Optional[str] = None
-    quantity: Optional[float] = None
-    effective_price: Optional[float] = None
-    cost: Optional[float] = None
-    amortised_cost: Optional[float] = None
-    total_cost: float
-    unit_price: Optional[float] = None
-    billing_currency: Optional[str] = None
-    resource_location: Optional[str] = None
-    consumed_service: Optional[str] = None
-    resource_id: Optional[str] = None
-    resource_name: Optional[str] = None
-    service_info1: Optional[str] = None
-    service_info2: Optional[str] = None
-    additional_info: Optional[str] = None
-    invoice_section: Optional[str] = None
-    cost_center: Optional[str] = None
-    resource_group: Optional[str] = None
-    reservation_id: Optional[str] = None
-    reservation_name: Optional[str] = None
-    product_order_id: Optional[str] = None
-    offer_id: Optional[str] = None
-    is_azure_credit_eligible: Optional[bool] = None
-    term: Optional[str] = None
-    publisher_name: Optional[str] = None
-    publisher_type: Optional[str] = None
-    plan_name: Optional[str] = None
-    charge_type: Optional[str] = None
-    frequency: Optional[str] = None
-    monthly_upload: Optional[datetime.date] = None
-
-
-class AllUsage(BaseModel):
-    """A wrapper for a list of Usage objects."""
-
-    usage_list: List[Usage]
-
-
-class CMUsage(HashBaseModel):
-    """A usage object from the Azure cost management API."""
-
-    subscription_id: UUID
-    name: Optional[str] = None
-    start_datetime: datetime.date
-    end_datetime: datetime.date
-    cost: confloat(ge=0.0)  # type: ignore
-    billing_currency: str
-
-
-class AllCMUsage(BaseModel):
-    """A wrapper for a list of CMUsage objects."""
-
-    cm_usage_list: List[CMUsage]
-
-
-class RoleAssignment(HashBaseModel):
-    """A role assignment on Azure."""
-
-    role_definition_id: str
-    role_name: str
-    principal_id: str
-    display_name: str
-    mail: Optional[str] = None
-    scope: Optional[str] = None
-
-
-class SubscriptionState(str, Enum):
-    """The current state of a subscription."""
-
-    # See https://docs.microsoft.com/en-us/azure/cost-management-billing/manage/subscription-states
-    DELETED = "Deleted"
-    DISABLED = "Disabled"
-    ENABLED = "Enabled"
-    PASTDUE = "PastDue"
-    WARNED = "Warned"
-    EXPIRED = "Expired"
-
-
-class SubscriptionStatus(HashBaseModel):
-    """The current status of a subscription."""
-
-    # See https://docs.microsoft.com/en-us/rest/api/resources/subscriptions/list#subscription
-    subscription_id: UUID
-    display_name: str
-    state: SubscriptionState
-    role_assignments: Tuple[RoleAssignment, ...]
-
-
-class DesiredState(HashBaseModel):
-    """The desired state of a subscription."""
-
-    subscription_id: UUID
-    desired_state: SubscriptionState
-
-
-class AllSubscriptionStatus(HashBaseModel):
-    """A wrapper for a list of SubscriptionStatus."""
-
-    status_list: List[SubscriptionStatus]
-
-
-class BillingStatus(str, Enum):
-    """The reason for a subscription being disabled."""
-
-    OVER_BUDGET = "OVER_BUDGET"
-    EXPIRED = "EXPIRED"
-    OVER_BUDGET_AND_EXPIRED = "OVER_BUDGET_AND_EXPIRED"
-
-
-class SubscriptionDetails(HashBaseModel):
-    """A summary of a subscription."""
-
-    subscription_id: UUID
-    name: Optional[str] = None
-    role_assignments: Optional[Tuple[RoleAssignment, ...]] = None
-    status: Optional[SubscriptionState] = None
-    approved_from: Optional[datetime.date] = None
-    approved_to: Optional[datetime.date] = None
-    always_on: Optional[bool] = None
-    approved: Optional[float] = None
-    allocated: Optional[float] = None
-    cost: Optional[float] = None
-    amortised_cost: Optional[float] = None
-    total_cost: Optional[float] = None
-    remaining: Optional[float] = None
-    first_usage: Optional[datetime.date] = None
-    latest_usage: Optional[datetime.date] = None
-    desired_status_info: Optional[BillingStatus]
-    abolished: bool
-
-
-DEFAULT_CURRENCY = "GBP"
-
-
-class Allocation(BaseModel):
-    """An amount that a subscription can spend from an approved budget."""
-
-    sub_id: UUID
-    ticket: str
-    amount: float
-    currency: str = DEFAULT_CURRENCY
-
-
-class AllocationListItem(BaseModel):
-    """A list of allocations with a time_created field."""
-
-    ticket: str
-    amount: float
-    currency: str = DEFAULT_CURRENCY
-    time_created: datetime.datetime
-
-
-class Approval(BaseModel):
-    """An amount that a subscription can spend in a given time period."""
-
-    sub_id: UUID
-    ticket: str
-    amount: float
-    currency: str = DEFAULT_CURRENCY
-    allocate: bool = False
-    date_from: datetime.date
-    date_to: datetime.date
-    force: bool = False
-
-
-class ApprovalListItem(BaseModel):
-    """An Approval with a time_created field."""
-
-    ticket: str
-    amount: float
-    currency: str = DEFAULT_CURRENCY
-    date_from: datetime.date
-    date_to: datetime.date
-    time_created: datetime.datetime
-
-
-class Finance(BaseModel):
-    """An amount that can be billed to finance_code in a given time period."""
-
-    subscription_id: UUID
-    ticket: str
-    amount: float
-    priority: int
-    finance_code: str
-    date_from: datetime.date
-    date_to: datetime.date
-
-
-class FinanceListItem(BaseModel):
-    """A Finance with a time_created field."""
-
-    ticket: str
-    amount: float
-    priority: int
-    finance_code: str
-    date_from: datetime.date
-    date_to: datetime.date
-    time_created: datetime.datetime
-
-
-class FinanceWithID(Finance):
-    """A Finance with a Finance ID."""
-
-    id: int
-
-
-class CostRecovery(BaseModel):
-    """Costs that should, be recovered from finance_code."""
-
-    finance_id: int
-    subscription_id: UUID
-    month: datetime.date
-    finance_code: str
-    amount: float
-    date_recovered: Optional[datetime.date] = None
-
-
-class Currency(str, Enum):
-    """Recognised currencies."""
-
-    USD = "USD"
-    GBP = "GBP"
diff --git a/rctab/main.py b/rctab/main.py
index 5d22dea..28eeb56 100644
--- a/rctab/main.py
+++ b/rctab/main.py
@@ -1,8 +1,9 @@
 """The entrypoint of the FastAPI application."""
 
 import logging
+from contextlib import asynccontextmanager
 from pathlib import Path
-from typing import Any, Callable, Dict, Final
+from typing import Any, AsyncIterator, Callable, Dict, Final
 
 import fastapimsal
 import secure
@@ -34,6 +35,29 @@
 
 templates = Jinja2Templates(directory=Path("rctab/templates"))
 
+
+@asynccontextmanager
+async def lifespan(_: FastAPI) -> AsyncIterator[None]:
+    """Handle setup and teardown."""
+    await database.connect()
+    settings = get_settings()
+    logging.basicConfig(level=settings.log_level)
+    set_log_handler()
+    if not settings.ignore_whitelist:
+        logger = logging.getLogger(__name__)
+        logger.warning(
+            "Starting server with subscription whitelist: %s", settings.whitelist
+        )
+
+    yield
+
+    logger = logging.getLogger(__name__)
+    logger.warning("Shutting down server...")
+
+    logger.info("Disconnecting from database")
+    await database.disconnect()
+
+
 app = FastAPI(
     title="RCTab API",
     description="API for RCTab",
@@ -41,6 +65,7 @@
     docs_url=None,
     redoc_url=None,
     openapi_url=None,
+    lifespan=lifespan,
 )
 
 server = secure.Server().set("Secure")
@@ -76,30 +101,6 @@ async def set_secure_headers(request: Any, call_next: Callable[[Any], Any]) -> A
 )
 
 
-@app.on_event("startup")
-async def startup() -> None:
-    """Start the server up."""
-    await database.connect()
-    settings = get_settings()
-    logging.basicConfig(level=settings.log_level)
-    set_log_handler()
-    if not settings.ignore_whitelist:
-        logger = logging.getLogger(__name__)
-        logger.warning(
-            "Starting server with subscription whitelist: %s", settings.whitelist
-        )
-
-
-@app.on_event("shutdown")
-async def shutdown() -> None:
-    """Shut the server down."""
-    logger = logging.getLogger(__name__)
-    logger.warning("Shutting down server...")
-
-    logger.info("Disconnecting from database")
-    await database.disconnect()
-
-
 @app.exception_handler(UniqueViolationError)
 async def unicorn_exception_handler(
     _: Request, exc: UniqueViolationError
diff --git a/rctab/routers/accounting/abolishment.py b/rctab/routers/accounting/abolishment.py
index 78f4a72..37cf074 100644
--- a/rctab/routers/accounting/abolishment.py
+++ b/rctab/routers/accounting/abolishment.py
@@ -5,6 +5,7 @@
 from typing import List, Optional
 from uuid import UUID
 
+from rctab_models.models import DEFAULT_CURRENCY, SubscriptionState
 from sqlalchemy import and_, func, insert, select
 
 from rctab.constants import ABOLISHMENT_ADJUSTMENT_MSG, ADJUSTMENT_DELTA
@@ -14,7 +15,6 @@
 from rctab.crud.accounting_models import subscription as subscription_table
 from rctab.crud.accounting_models import subscription_details
 from rctab.crud.models import database
-from rctab.crud.schema import DEFAULT_CURRENCY, SubscriptionState
 from rctab.routers.accounting.routes import get_subscriptions_summary
 from rctab.routers.accounting.send_emails import (
     MissingEmailParamsError,
diff --git a/rctab/routers/accounting/allocations.py b/rctab/routers/accounting/allocations.py
index c41de9a..bfce91a 100644
--- a/rctab/routers/accounting/allocations.py
+++ b/rctab/routers/accounting/allocations.py
@@ -3,12 +3,12 @@
 from typing import Any, List
 
 from fastapi import Depends, HTTPException
+from rctab_models.models import Allocation, AllocationListItem, UserRBAC
 from sqlalchemy import insert
 
 from rctab.crud import accounting_models
 from rctab.crud.auth import token_admin_verified
 from rctab.crud.models import database
-from rctab.crud.schema import Allocation, AllocationListItem, UserRBAC
 from rctab.routers.accounting import send_emails
 from rctab.routers.accounting.desired_states import refresh_desired_states
 from rctab.routers.accounting.routes import (
diff --git a/rctab/routers/accounting/approvals.py b/rctab/routers/accounting/approvals.py
index 464a384..f856928 100644
--- a/rctab/routers/accounting/approvals.py
+++ b/rctab/routers/accounting/approvals.py
@@ -5,13 +5,13 @@
 from typing import Any, List
 
 from fastapi import Depends, HTTPException
+from rctab_models.models import Approval, ApprovalListItem, UserRBAC
 from sqlalchemy import insert
 
 from rctab.constants import EMAIL_TYPE_SUB_APPROVAL
 from rctab.crud import accounting_models
 from rctab.crud.auth import token_admin_verified
 from rctab.crud.models import database
-from rctab.crud.schema import Approval, ApprovalListItem, UserRBAC
 from rctab.routers.accounting import send_emails
 from rctab.routers.accounting.desired_states import refresh_desired_states
 from rctab.routers.accounting.routes import (
diff --git a/rctab/routers/accounting/cost_recovery.py b/rctab/routers/accounting/cost_recovery.py
index b4b8b5f..affec4f 100644
--- a/rctab/routers/accounting/cost_recovery.py
+++ b/rctab/routers/accounting/cost_recovery.py
@@ -7,6 +7,7 @@
 import sqlalchemy
 from fastapi import Depends, HTTPException
 from pydantic import BaseModel
+from rctab_models.models import CostRecovery, UserRBAC
 from sqlalchemy import and_, between, desc, func, insert, select
 
 from rctab.constants import ADMIN_OID
@@ -18,7 +19,6 @@
 )
 from rctab.crud.auth import token_admin_verified
 from rctab.crud.models import database
-from rctab.crud.schema import CostRecovery, UserRBAC
 from rctab.routers.accounting.routes import router
 from rctab.routers.accounting.usage import authenticate_usage_app
 
diff --git a/rctab/routers/accounting/desired_states.py b/rctab/routers/accounting/desired_states.py
index 59cd460..5166ce7 100644
--- a/rctab/routers/accounting/desired_states.py
+++ b/rctab/routers/accounting/desired_states.py
@@ -9,6 +9,12 @@
 from fastapi import Depends, HTTPException, status
 from fastapi.security import OAuth2PasswordBearer
 from pydantic import BaseModel
+from rctab_models.models import (
+    DEFAULT_CURRENCY,
+    BillingStatus,
+    DesiredState,
+    SubscriptionState,
+)
 from sqlalchemy import Enum, and_, case, cast, func, literal_column, not_, or_, select
 
 from rctab.constants import ADJUSTMENT_DELTA, ADMIN_OID, EXPIRY_ADJUSTMENT_MSG
@@ -16,12 +22,6 @@
 from rctab.crud.accounting_models import approvals as approvals_table
 from rctab.crud.accounting_models import status as status_table
 from rctab.crud.models import database
-from rctab.crud.schema import (
-    DEFAULT_CURRENCY,
-    BillingStatus,
-    DesiredState,
-    SubscriptionState,
-)
 from rctab.routers.accounting import send_emails
 from rctab.routers.accounting.routes import get_subscriptions_summary, router
 from rctab.settings import get_settings
diff --git a/rctab/routers/accounting/finances.py b/rctab/routers/accounting/finances.py
index 9885081..4a81e5b 100644
--- a/rctab/routers/accounting/finances.py
+++ b/rctab/routers/accounting/finances.py
@@ -6,13 +6,13 @@
 
 from asyncpg import ForeignKeyViolationError
 from fastapi import Depends, HTTPException
+from rctab_models.models import Finance, FinanceWithID, UserRBAC
 from sqlalchemy import delete, desc, insert, select, update
 
 from rctab.crud import accounting_models
 from rctab.crud.accounting_models import cost_recovery, cost_recovery_log, finance
 from rctab.crud.auth import token_admin_verified
 from rctab.crud.models import database
-from rctab.crud.schema import Finance, FinanceWithID, UserRBAC
 from rctab.routers.accounting.routes import SubscriptionItem, router
 
 
diff --git a/rctab/routers/accounting/persistence.py b/rctab/routers/accounting/persistence.py
index f3c0d97..4044984 100644
--- a/rctab/routers/accounting/persistence.py
+++ b/rctab/routers/accounting/persistence.py
@@ -5,12 +5,12 @@
 
 from fastapi import Depends
 from pydantic import BaseModel
+from rctab_models.models import UserRBAC
 from sqlalchemy import insert
 
 from rctab.crud import accounting_models
 from rctab.crud.auth import token_admin_verified
 from rctab.crud.models import database
-from rctab.crud.schema import UserRBAC
 from rctab.routers.accounting import send_emails
 from rctab.routers.accounting.routes import router
 
diff --git a/rctab/routers/accounting/send_emails.py b/rctab/routers/accounting/send_emails.py
index 63513d5..f39cd2b 100644
--- a/rctab/routers/accounting/send_emails.py
+++ b/rctab/routers/accounting/send_emails.py
@@ -10,6 +10,7 @@
 
 from databases import Database
 from jinja2 import Environment, PackageLoader, exceptions
+from rctab_models.models import SubscriptionState, SubscriptionStatus
 from sendgrid import Mail, SendGridAPIClient
 from sqlalchemy import asc, desc, func, insert, or_, select
 from sqlalchemy.sql import Select
@@ -30,7 +31,6 @@
     subscription,
     subscription_details,
 )
-from rctab.crud.schema import SubscriptionState, SubscriptionStatus
 from rctab.routers.accounting.routes import (
     get_subscription_details,
     get_subscriptions,
diff --git a/rctab/routers/accounting/status.py b/rctab/routers/accounting/status.py
index 4401be7..d8bd475 100644
--- a/rctab/routers/accounting/status.py
+++ b/rctab/routers/accounting/status.py
@@ -8,12 +8,12 @@
 from fastapi.logger import logger
 from fastapi.security import OAuth2PasswordBearer
 from pydantic import BaseModel
+from rctab_models.models import AllSubscriptionStatus, SubscriptionStatus
 from sqlalchemy import and_, desc, insert, select
 
 from rctab.constants import ADMIN_OID, EMAIL_TYPE_SUB_WELCOME
 from rctab.crud.accounting_models import emails, subscription_details
 from rctab.crud.models import database
-from rctab.crud.schema import AllSubscriptionStatus, SubscriptionStatus
 from rctab.crud.utils import insert_subscriptions_if_not_exists
 from rctab.routers.accounting import send_emails
 from rctab.routers.accounting.desired_states import refresh_desired_states
diff --git a/rctab/routers/accounting/subscription.py b/rctab/routers/accounting/subscription.py
index e03c845..349fd9b 100644
--- a/rctab/routers/accounting/subscription.py
+++ b/rctab/routers/accounting/subscription.py
@@ -4,12 +4,12 @@
 from uuid import UUID
 
 from fastapi import Depends
+from rctab_models.models import SubscriptionDetails, UserRBAC
 from sqlalchemy import insert
 
 from rctab.crud import accounting_models
 from rctab.crud.auth import token_admin_verified
 from rctab.crud.models import database
-from rctab.crud.schema import SubscriptionDetails, UserRBAC
 from rctab.routers.accounting.routes import (
     SubscriptionItem,
     get_subscriptions_with_disable,
diff --git a/rctab/routers/accounting/usage.py b/rctab/routers/accounting/usage.py
index 5237d15..7561a8e 100644
--- a/rctab/routers/accounting/usage.py
+++ b/rctab/routers/accounting/usage.py
@@ -1,6 +1,5 @@
 """Set and get usage data."""
 
-import calendar
 import datetime
 import logging
 from typing import Dict, List
@@ -10,6 +9,7 @@
 from fastapi import Depends, HTTPException, status
 from fastapi.security import OAuth2PasswordBearer
 from pydantic import BaseModel
+from rctab_models.models import AllCMUsage, AllUsage, CMUsage, Usage, UserRBAC
 from sqlalchemy import select
 from sqlalchemy.dialects.postgresql import insert
 from sqlalchemy.inspection import inspect
@@ -19,7 +19,6 @@
 from rctab.crud.accounting_models import refresh_materialised_view, usage_view
 from rctab.crud.auth import token_admin_verified
 from rctab.crud.models import database, executemany
-from rctab.crud.schema import AllCMUsage, AllUsage, CMUsage, Usage, UserRBAC
 from rctab.crud.utils import insert_subscriptions_if_not_exists
 from rctab.routers.accounting.desired_states import refresh_desired_states
 from rctab.routers.accounting.routes import router
@@ -109,19 +108,24 @@ async def post_monthly_usage(
     """Inserts monthly usage data into the database."""
     logger.info("Post monthly usage called")
 
-    post_start = datetime.datetime.now()
+    if len(all_usage.usage_list) == 0:
+        raise HTTPException(
+            status_code=400,
+            detail="Monthly usage data must have at least one record.",
+        )
 
-    date_min = datetime.date.today() + datetime.timedelta(days=4000)
-    date_max = datetime.date.today() - datetime.timedelta(days=4000)
-    monthly_usage = True
+    post_start = datetime.datetime.now()
 
     for usage in all_usage.usage_list:
-        if usage.date < date_min:
-            date_min = usage.date
-        if usage.date > date_max:
-            date_max = usage.date
         if usage.monthly_upload is None:
-            monthly_usage = False
+            raise HTTPException(
+                status_code=400,
+                detail="Post monthly usage data must have the monthly_upload column populated.",
+            )
+
+    dates = sorted([x.date for x in all_usage.usage_list])
+    date_min = dates[0]
+    date_max = dates[-1]
 
     logger.info(
         "Post monthly usage received data for %s - %s containing %d records",
@@ -130,79 +134,36 @@ async def post_monthly_usage(
         len(all_usage.usage_list),
     )
 
-    if date_min.year != date_max.year or date_min.month != date_max.month:
-        raise HTTPException(
-            status_code=400,
-            detail=f"Post monthly usage data should contain usage only for one month. Min, Max usage date: ({str(date_min)}), ({str(date_max)}).",
-        )
+    async with database.transaction():
 
-    if not monthly_usage:
-        raise HTTPException(
-            status_code=400,
-            detail="Post monthly usage data must have the monthly_upload column populated.",
+        logger.info(
+            "Post monthly usage deleting existing usage data for %s - %s",
+            date_min,
+            date_max,
         )
 
-    month_start = datetime.date(date_min.year, date_min.month, 1)
-    month_end = datetime.date(
-        date_min.year,
-        date_min.month,
-        calendar.monthrange(date_min.year, date_min.month)[1],
-    )
-
-    logger.info(
-        "Post monthly usage checks if data for %s - %s has already been posted",
-        month_start,
-        month_end,
-    )
-
-    # Check if monthly usage has already been posted for the month
-    query = select([accounting_models.usage])
-    query = query.where(accounting_models.usage.c.date >= month_start)
-    query = query.where(accounting_models.usage.c.date <= month_end)
-    query = query.where(accounting_models.usage.c.monthly_upload.isnot(None))
-
-    query_result = await database.fetch_all(query)
-
-    if query_result is not None and len(query_result) > 0:
-        raise HTTPException(
-            status_code=400,
-            detail=f"Post monthly usage data for {str(month_start)}-{str(month_end)} has already been posted.",
+        # Delete all usage for the time period to have a blank slate.
+        query_del = (
+            accounting_models.usage.delete()
+            .where(accounting_models.usage.c.date >= date_min)
+            .where(accounting_models.usage.c.date <= date_max)
         )
+        await database.execute(query_del)
 
-    async with UsageEmailContextManager(database):
-
-        async with database.transaction():
-
-            logger.info(
-                "Post monthly usage deleting existing usage data for %s - %s",
-                month_start,
-                month_end,
-            )
-
-            # delete al the usage for the month
-            query_del = accounting_models.usage.delete().where(
-                accounting_models.usage.c.date >= month_start
-            )
-            query_del = query_del.where(accounting_models.usage.c.date <= month_end)
-            await database.execute(query_del)
-
-            logger.info(
-                "Post monthly usage inserting new subscriptions if they don't exist"
-            )
-
-            unique_subscriptions = list(
-                {i.subscription_id for i in all_usage.usage_list}
-            )
+        logger.info(
+            "Post monthly usage inserting new subscriptions if they don't exist"
+        )
 
-            await insert_subscriptions_if_not_exists(unique_subscriptions)
+        unique_subscriptions = list({i.subscription_id for i in all_usage.usage_list})
 
-            logger.info("Post monthly usage inserting monthly usage data")
+        await insert_subscriptions_if_not_exists(unique_subscriptions)
 
-            await insert_usage(all_usage)
+        logger.info("Post monthly usage inserting monthly usage data")
 
-    logger.info("Post monthly usage refreshing desired states")
+        await insert_usage(all_usage)
 
-    await refresh_desired_states(UUID(ADMIN_OID), unique_subscriptions)
+    # Note that we don't refresh the desired states here as we don't
+    # want to trigger excess emails.
 
     logger.info("Post monthly usage data took %s", datetime.datetime.now() - post_start)
 
diff --git a/rctab/routers/frontend.py b/rctab/routers/frontend.py
index 851ab56..ff5e0c1 100644
--- a/rctab/routers/frontend.py
+++ b/rctab/routers/frontend.py
@@ -12,11 +12,7 @@
 from jinja2 import Environment, PackageLoader, select_autoescape
 from jose import jwt
 from pydantic import BaseModel, EmailStr, ValidationError
-from starlette.templating import Jinja2Templates, _TemplateResponse
-
-from rctab.constants import __version__
-from rctab.crud.auth import check_user_access, user_authenticated_no_error
-from rctab.crud.schema import (
+from rctab_models.models import (
     AllocationListItem,
     ApprovalListItem,
     CostRecovery,
@@ -25,6 +21,10 @@
     SubscriptionDetails,
     Usage,
 )
+from starlette.templating import Jinja2Templates, _TemplateResponse
+
+from rctab.constants import __version__
+from rctab.crud.auth import check_user_access, user_authenticated_no_error
 from rctab.routers.accounting.routes import (
     get_allocations,
     get_approvals,
diff --git a/tests/data/example-monthly-wrong.json b/tests/data/example-monthly-wrong.json
index 1011426..971278f 100644
--- a/tests/data/example-monthly-wrong.json
+++ b/tests/data/example-monthly-wrong.json
@@ -206,7 +206,7 @@
     "account_name": "JDoe",
     "subscription_id": "ce0f6ae0-2032-11ec-9621-0242ac130002",
     "subscription_name": "JDoe",
-    "date": "2021-10-01",
+    "date": "2021-09-30",
     "product": "Azure Defender for Resource Manager - Standard - Events",
     "part_number": "AAH-05467",
     "meter_id": "f71b1ea3-c809-4ecb-b9d9-ae6b6fa67bd3",
diff --git a/tests/data/example-monthly-wrong2.json b/tests/data/example-monthly-wrong2.json
deleted file mode 100644
index 971278f..0000000
--- a/tests/data/example-monthly-wrong2.json
+++ /dev/null
@@ -1,242 +0,0 @@
-[
-  {
-    "id": "/subscriptions/ce0f6ae0-2032-11ec-9621-0242ac130002/providers/Microsoft.Billing/billingPeriods/20210801/providers/Microsoft.Consumption/usageDetails/24607b19-d663-8843-97b9-75effac9fb39",
-    "name": "24607b19-d663-8843-97b9-75effac9fb39",
-    "type": "Microsoft.Consumption/usageDetails",
-    "tags": null,
-    "billing_account_id": "53246346",
-    "billing_account_name": "Institute",
-    "billing_period_start_date": "2021-09-01",
-    "billing_period_end_date": "2021-09-30",
-    "billing_profile_id": "53246346",
-    "billing_profile_name": "Institute",
-    "account_owner_id": "jdoe@domain.ac.uk",
-    "account_name": "JDoe",
-    "subscription_id": "ce0f6ae0-2032-11ec-9621-0242ac130002",
-    "subscription_name": "JDoe",
-    "date": "2021-09-02",
-    "product": "Azure Defender for Resource Manager - Standard - Events",
-    "part_number": "AAH-05467",
-    "meter_id": "f71b1ea3-c809-4ecb-b9d9-ae6b6fa67bd3",
-    "quantity": 0.000059,
-    "effective_price": 1.23342584027135,
-    "cost": 0.000072772124576,
-    "amortised_cost": 0.0,
-    "total_cost": 0.000072772124576,
-    "unit_price": 2.9810000000000003,
-    "billing_currency": "GBP",
-    "resource_location": "Unassigned",
-    "consumed_service": "Microsoft.Security",
-    "resource_id": "/subscriptions/ce0f6ae0-2032-11ec-9621-0242ac130002/providers/Microsoft.Security/pricings/Arm",
-    "resource_name": "Arm",
-    "service_info1": null,
-    "service_info2": null,
-    "additional_info": null,
-    "invoice_section": "ASG (SPF EPSRC)",
-    "cost_center": null,
-    "resource_group": null,
-    "reservation_id": null,
-    "reservation_name": null,
-    "product_order_id": null,
-    "offer_id": "MS-AZR-00184",
-    "is_azure_credit_eligible": true,
-    "term": null,
-    "publisher_name": null,
-    "publisher_type": "Azure",
-    "plan_name": null,
-    "charge_type": "Usage",
-    "frequency": "UsageBased"
-  },
-  {
-    "id": "/subscriptions/ce0f6ae0-2032-11ec-9621-0242ac130002/providers/Microsoft.Billing/billingPeriods/20210801/providers/Microsoft.Consumption/usageDetails/1538963a-0c4b-d98b-304b-3462b47dee3a",
-    "name": "1538963a-0c4b-d98b-304b-3462b47dee3a",
-    "type": "Microsoft.Consumption/usageDetails",
-    "tags": null,
-    "billing_account_id": "53246346",
-    "billing_account_name": "Institute",
-    "billing_period_start_date": "2021-09-01",
-    "billing_period_end_date": "2021-09-30",
-    "billing_profile_id": "53246346",
-    "billing_profile_name": "Institute",
-    "account_owner_id": "jdoe@domain.ac.uk",
-    "account_name": "JDoe",
-    "subscription_id": "ce0f6ae0-2032-11ec-9621-0242ac130002",
-    "subscription_name": "JDoe",
-    "date": "2021-09-05",
-    "product": "Azure Defender for Resource Manager - Standard - Events",
-    "part_number": "AAH-05467",
-    "meter_id": "f71b1ea3-c809-4ecb-b9d9-ae6b6fa67bd3",
-    "quantity": 0.000094,
-    "effective_price": 1.23342584027135,
-    "cost": 0.000115942028986,
-    "amortised_cost": 0.0,
-    "total_cost": 0.000115942028986,
-    "unit_price": 2.9810000000000003,
-    "billing_currency": "GBP",
-    "resource_location": "Unassigned",
-    "consumed_service": "Microsoft.Security",
-    "resource_id": "/subscriptions/ce0f6ae0-2032-11ec-9621-0242ac130002/providers/Microsoft.Security/pricings/Arm",
-    "resource_name": "Arm",
-    "service_info1": null,
-    "service_info2": null,
-    "additional_info": null,
-    "invoice_section": "ASG (SPF EPSRC)",
-    "cost_center": null,
-    "resource_group": null,
-    "reservation_id": null,
-    "reservation_name": null,
-    "product_order_id": null,
-    "offer_id": "MS-AZR-00184",
-    "is_azure_credit_eligible": true,
-    "term": null,
-    "publisher_name": null,
-    "publisher_type": "Azure",
-    "plan_name": null,
-    "charge_type": "Usage",
-    "frequency": "UsageBased"
-  },
-  {
-    "id": "/subscriptions/ce0f6ae0-2032-11ec-9621-0242ac130002/providers/Microsoft.Billing/billingPeriods/20210801/providers/Microsoft.Consumption/usageDetails/a9fd329b-43ff-bc29-54ae-f3972876ed54",
-    "name": "a9fd329b-43ff-bc29-54ae-f3972876ed54",
-    "type": "Microsoft.Consumption/usageDetails",
-    "tags": null,
-    "billing_account_id": "53246346",
-    "billing_account_name": "Institute",
-    "billing_period_start_date": "2021-09-01",
-    "billing_period_end_date": "2021-09-30",
-    "billing_profile_id": "53246346",
-    "billing_profile_name": "Institute",
-    "account_owner_id": "jdoe@domain.ac.uk",
-    "account_name": "JDoe",
-    "subscription_id": "ce0f6ae0-2032-11ec-9621-0242ac130002",
-    "subscription_name": "JDoe",
-    "date": "2021-09-15",
-    "product": "Azure Defender for Resource Manager - Standard - Events",
-    "part_number": "AAH-05467",
-    "meter_id": "f71b1ea3-c809-4ecb-b9d9-ae6b6fa67bd3",
-    "quantity": 0.000059,
-    "effective_price": 1.23342584027135,
-    "cost": 0.000072772124576,
-    "amortised_cost": 0.0,
-    "total_cost": 0.000072772124576,
-    "unit_price": 2.9810000000000003,
-    "billing_currency": "GBP",
-    "resource_location": "Unassigned",
-    "consumed_service": "Microsoft.Security",
-    "resource_id": "/subscriptions/ce0f6ae0-2032-11ec-9621-0242ac130002/providers/Microsoft.Security/pricings/Arm",
-    "resource_name": "Arm",
-    "service_info1": null,
-    "service_info2": null,
-    "additional_info": null,
-    "invoice_section": "ASG (SPF EPSRC)",
-    "cost_center": null,
-    "resource_group": null,
-    "reservation_id": null,
-    "reservation_name": null,
-    "product_order_id": null,
-    "offer_id": "MS-AZR-00184",
-    "is_azure_credit_eligible": true,
-    "term": null,
-    "publisher_name": null,
-    "publisher_type": "Azure",
-    "plan_name": null,
-    "charge_type": "Usage",
-    "frequency": "UsageBased"
-  },
-  {
-    "id": "/subscriptions/ce0f6ae0-2032-11ec-9621-0242ac130002/providers/Microsoft.Billing/billingPeriods/20210901/providers/Microsoft.Consumption/usageDetails/0496ffbc-d5d9-a8f6-400d-4ba2c8286270",
-    "name": "0496ffbc-d5d9-a8f6-400d-4ba2c8286270",
-    "type": "Microsoft.Consumption/usageDetails",
-    "tags": null,
-    "billing_account_id": "53246346",
-    "billing_account_name": "Institute",
-    "billing_period_start_date": "2021-09-01",
-    "billing_period_end_date": "2021-09-30",
-    "billing_profile_id": "53246346",
-    "billing_profile_name": "Institute",
-    "account_owner_id": "jdoe@domain.ac.uk",
-    "account_name": "JDoe",
-    "subscription_id": "ce0f6ae0-2032-11ec-9621-0242ac130002",
-    "subscription_name": "JDoe",
-    "date": "2021-09-30",
-    "product": "Azure Defender for DNS - Standard - Queries",
-    "part_number": "AAH-05446",
-    "meter_id": "58d180f0-a0c8-551f-a33b-7e576895e61a",
-    "quantity": 0.00007599999999999999,
-    "effective_price": 0.0,
-    "cost": 0.0,
-    "amortised_cost": 0.0,
-    "total_cost": 0.0,
-    "unit_price": 0.5217,
-    "billing_currency": "GBP",
-    "resource_location": "Unassigned",
-    "consumed_service": "Microsoft.Security",
-    "resource_id": "/subscriptions/ce0f6ae0-2032-11ec-9621-0242ac130002/providers/Microsoft.Security/pricings/Dns",
-    "resource_name": "Dns",
-    "service_info1": null,
-    "service_info2": null,
-    "additional_info": null,
-    "invoice_section": "ASG (SPF EPSRC)",
-    "cost_center": null,
-    "resource_group": null,
-    "reservation_id": null,
-    "reservation_name": null,
-    "product_order_id": null,
-    "offer_id": "MS-AZR-00184",
-    "is_azure_credit_eligible": true,
-    "term": null,
-    "publisher_name": null,
-    "publisher_type": "Azure",
-    "plan_name": null,
-    "charge_type": "Usage",
-    "frequency": "UsageBased"
-  },
-  {
-    "id": "/subscriptions/ce0f6ae0-2032-11ec-9621-0242ac130002/providers/Microsoft.Billing/billingPeriods/20210901/providers/Microsoft.Consumption/usageDetails/f7b3299d-6379-8de3-3e27-fe03ec7fdb82",
-    "name": "f7b3299d-6379-8de3-3e27-fe03ec7fdb82",
-    "type": "Microsoft.Consumption/usageDetails",
-    "tags": null,
-    "billing_account_id": "53246346",
-    "billing_account_name": "Institute",
-    "billing_period_start_date": "2021-09-01",
-    "billing_period_end_date": "2021-09-30",
-    "billing_profile_id": "53246346",
-    "billing_profile_name": "Institute",
-    "account_owner_id": "jdoe@domain.ac.uk",
-    "account_name": "JDoe",
-    "subscription_id": "ce0f6ae0-2032-11ec-9621-0242ac130002",
-    "subscription_name": "JDoe",
-    "date": "2021-09-30",
-    "product": "Azure Defender for Resource Manager - Standard - Events",
-    "part_number": "AAH-05467",
-    "meter_id": "f71b1ea3-c809-4ecb-b9d9-ae6b6fa67bd3",
-    "quantity": 0.000126,
-    "effective_price": 1.7299840841464302,
-    "cost": 0.000217977994602,
-    "amortised_cost": 0.0,
-    "total_cost": 0.000217977994602,
-    "unit_price": 2.9810000000000003,
-    "billing_currency": "GBP",
-    "resource_location": "Unassigned",
-    "consumed_service": "Microsoft.Security",
-    "resource_id": "/subscriptions/ce0f6ae0-2032-11ec-9621-0242ac130002/providers/Microsoft.Security/pricings/Arm",
-    "resource_name": "Arm",
-    "service_info1": null,
-    "service_info2": null,
-    "additional_info": null,
-    "invoice_section": "ASG (SPF EPSRC)",
-    "cost_center": null,
-    "resource_group": null,
-    "reservation_id": null,
-    "reservation_name": null,
-    "product_order_id": null,
-    "offer_id": "MS-AZR-00184",
-    "is_azure_credit_eligible": true,
-    "term": null,
-    "publisher_name": null,
-    "publisher_type": "Azure",
-    "plan_name": null,
-    "charge_type": "Usage",
-    "frequency": "UsageBased"
-  }
-]
diff --git a/tests/test_routes/api_calls.py b/tests/test_routes/api_calls.py
index 3176475..c289c30 100644
--- a/tests/test_routes/api_calls.py
+++ b/tests/test_routes/api_calls.py
@@ -5,8 +5,7 @@
 from devtools import debug
 from fastapi.testclient import TestClient
 from httpx import Response
-
-from rctab.crud.schema import (
+from rctab_models.models import (
     AllSubscriptionStatus,
     AllUsage,
     RoleAssignment,
@@ -15,6 +14,7 @@
     SubscriptionStatus,
     Usage,
 )
+
 from rctab.routers.accounting.routes import PREFIX
 
 # pylint: disable=too-many-arguments
@@ -71,7 +71,7 @@ def create_subscription_detail(
                     role_assignments=role_assignments,
                 )
             ]
-        ).json(),
+        ).model_dump_json(),
         headers={"authorization": "Bearer " + token},
     )
 
@@ -177,6 +177,6 @@ def create_usage(
 
     return client.post(
         "usage/all-usage",
-        content=post_data.json(),
+        content=post_data.model_dump_json(),
         headers={"authorization": "Bearer " + token},
     )
diff --git a/tests/test_routes/test_abolishment.py b/tests/test_routes/test_abolishment.py
index 02642af..1292f4f 100644
--- a/tests/test_routes/test_abolishment.py
+++ b/tests/test_routes/test_abolishment.py
@@ -4,10 +4,10 @@
 import pytest
 from databases import Database
 from pytest_mock import MockerFixture
+from rctab_models.models import SubscriptionState
 from sqlalchemy import select
 
 from rctab.crud.accounting_models import subscription_details
-from rctab.crud.schema import SubscriptionState
 from rctab.routers.accounting.abolishment import (
     adjust_budgets_to_zero,
     get_inactive_subs,
diff --git a/tests/test_routes/test_allocations.py b/tests/test_routes/test_allocations.py
index 3c52676..2422f36 100644
--- a/tests/test_routes/test_allocations.py
+++ b/tests/test_routes/test_allocations.py
@@ -6,9 +6,9 @@
 from devtools import debug
 from fastapi import FastAPI
 from fastapi.testclient import TestClient
+from rctab_models.models import SubscriptionDetails
 
 from rctab.crud.models import database
-from rctab.crud.schema import SubscriptionDetails
 from tests.test_routes import api_calls, constants
 
 date_from = datetime.date.today()
diff --git a/tests/test_routes/test_approvals.py b/tests/test_routes/test_approvals.py
index 0b0a59d..c9d83d4 100644
--- a/tests/test_routes/test_approvals.py
+++ b/tests/test_routes/test_approvals.py
@@ -6,10 +6,10 @@
 from fastapi import FastAPI
 from fastapi.testclient import TestClient
 from pytest_mock import MockerFixture
+from rctab_models.models import Approval, SubscriptionDetails
 
 from rctab.constants import EMAIL_TYPE_SUB_APPROVAL
 from rctab.crud.models import database
-from rctab.crud.schema import Approval, SubscriptionDetails
 from rctab.routers.accounting.routes import PREFIX
 from tests.test_routes import api_calls, constants
 from tests.test_routes.test_routes import test_db  # pylint: disable=unused-import
diff --git a/tests/test_routes/test_cost_recovery.py b/tests/test_routes/test_cost_recovery.py
index 7449ebb..3be047d 100644
--- a/tests/test_routes/test_cost_recovery.py
+++ b/tests/test_routes/test_cost_recovery.py
@@ -9,12 +9,12 @@
 from fastapi import FastAPI, HTTPException
 from fastapi.testclient import TestClient
 from pytest_mock import MockerFixture
+from rctab_models.models import CostRecovery, Finance, Usage
 from sqlalchemy import insert, select
 
 from rctab.constants import ADMIN_OID
 from rctab.crud import accounting_models
 from rctab.crud.accounting_models import usage
-from rctab.crud.schema import CostRecovery, Finance, Usage
 from rctab.routers.accounting.cost_recovery import (
     CostRecoveryMonth,
     calc_cost_recovery,
@@ -43,7 +43,7 @@ def test_cost_recovery_app_route(
         recovery_period = CostRecoveryMonth(first_day=date(year=2001, month=1, day=1))
         result = client.post(
             PREFIX + "/app-cost-recovery",
-            content=recovery_period.json(),
+            content=recovery_period.model_dump_json(),
             headers={"authorization": "Bearer " + token},
         )
 
@@ -73,7 +73,7 @@ def test_cost_recovery_cli_route(
         recovery_period = CostRecoveryMonth(first_day=date(year=2001, month=1, day=1))
         result = client.post(
             PREFIX + "/cli-cost-recovery",
-            content=recovery_period.json(),
+            content=recovery_period.model_dump_json(),
         )
 
         mock.assert_called_once_with(
@@ -99,7 +99,7 @@ def test_cost_recovery_cli_route_dry_run(
         result = client.request(
             "GET",
             PREFIX + "/cli-cost-recovery",
-            content=recovery_period.json(),
+            content=recovery_period.model_dump_json(),
         )
 
         mock.assert_called_once_with(
diff --git a/tests/test_routes/test_desired_states.py b/tests/test_routes/test_desired_states.py
index 92776cf..8653f1e 100644
--- a/tests/test_routes/test_desired_states.py
+++ b/tests/test_routes/test_desired_states.py
@@ -8,6 +8,7 @@
 from fastapi import FastAPI
 from fastapi.testclient import TestClient
 from pytest_mock import MockerFixture
+from rctab_models.models import BillingStatus, DesiredState, SubscriptionState
 from sqlalchemy import select
 
 from rctab.crud.accounting_models import refresh_materialised_view
@@ -15,7 +16,6 @@
 from rctab.crud.accounting_models import usage as usage_table
 from rctab.crud.accounting_models import usage_view
 from rctab.crud.models import database
-from rctab.crud.schema import BillingStatus, DesiredState, SubscriptionState
 from rctab.routers.accounting import desired_states
 from rctab.routers.accounting.desired_states import refresh_desired_states
 from rctab.routers.accounting.routes import PREFIX, get_subscriptions_summary
diff --git a/tests/test_routes/test_email_templates.py b/tests/test_routes/test_email_templates.py
index b2aa3d1..d3f9eb1 100644
--- a/tests/test_routes/test_email_templates.py
+++ b/tests/test_routes/test_email_templates.py
@@ -7,10 +7,7 @@
 import pytest
 from databases import Database
 from jinja2 import Environment, PackageLoader, StrictUndefined
-
-from rctab.constants import EMAIL_TYPE_SUB_WELCOME, EMAIL_TYPE_USAGE_ALERT
-from rctab.crud import accounting_models
-from rctab.crud.schema import (
+from rctab_models.models import (
     Allocation,
     Approval,
     BillingStatus,
@@ -19,6 +16,9 @@
     SubscriptionState,
     SubscriptionStatus,
 )
+
+from rctab.constants import EMAIL_TYPE_SUB_WELCOME, EMAIL_TYPE_USAGE_ALERT
+from rctab.crud import accounting_models
 from rctab.routers.accounting import send_emails
 from rctab.routers.accounting.routes import get_subscriptions_summary
 from tests.test_routes.constants import ADMIN_DICT, ADMIN_UUID
diff --git a/tests/test_routes/test_finances.py b/tests/test_routes/test_finances.py
index 09e363c..074610b 100644
--- a/tests/test_routes/test_finances.py
+++ b/tests/test_routes/test_finances.py
@@ -7,6 +7,7 @@
 from fastapi import FastAPI, HTTPException
 from fastapi.testclient import TestClient
 from pytest_mock import MockerFixture
+from rctab_models.models import Finance, FinanceWithID
 from sqlalchemy import insert, select
 
 from rctab.crud.accounting_models import (
@@ -16,7 +17,6 @@
     finance_history,
 )
 from rctab.crud.models import user_rbac
-from rctab.crud.schema import Finance, FinanceWithID
 from rctab.routers.accounting.cost_recovery import CostRecoveryMonth
 from rctab.routers.accounting.finances import (
     check_create_finance,
@@ -46,7 +46,9 @@ def test_finance_route(auth_app: FastAPI) -> None:
         result = client.request(
             "GET",
             PREFIX + "/finance",
-            content=SubscriptionItem(sub_id=UUID(int=33)).json(),
+            content=SubscriptionItem(sub_id=UUID(int=33))
+            .model_dump_json()
+            .encode("utf-8"),
         )
 
         assert result.status_code == 200
@@ -117,7 +119,7 @@ def test_finances_route(auth_app: FastAPI) -> None:
             finance_code="test_finance",
             priority=1,
         )
-        result = client.post(PREFIX + "/finances", content=f_a.json())
+        result = client.post(PREFIX + "/finances", content=f_a.model_dump_json())
 
         assert result.status_code == 201
 
@@ -364,13 +366,14 @@ def test_finance_post_get_put_delete(auth_app: FastAPI) -> None:
             finance_code="test_finance",
             priority=1,
         )
-        result = client.post(PREFIX + "/finances", content=f_a.json())
+        result = client.post(PREFIX + "/finances", content=f_a.model_dump_json())
         assert result.status_code == 201
         f_a_returned = FinanceWithID.parse_raw(result.content)
 
         f_a_returned.amount = 10.0
         result = client.put(
-            PREFIX + f"/finances/{f_a_returned.id}", content=f_a_returned.json()
+            PREFIX + f"/finances/{f_a_returned.id}",
+            content=f_a_returned.model_dump_json(),
         )
         assert result.status_code == 200
 
@@ -381,7 +384,7 @@ def test_finance_post_get_put_delete(auth_app: FastAPI) -> None:
         result = client.request(
             "DELETE",
             PREFIX + f"/finances/{f_a_returned.id}",
-            content=SubscriptionItem(sub_id=constants.TEST_SUB_UUID).json(),
+            content=SubscriptionItem(sub_id=constants.TEST_SUB_UUID).model_dump_json(),
         )
         assert result.status_code == 200
 
@@ -545,19 +548,20 @@ def test_finance_can_update(auth_app: FastAPI) -> None:
             finance_code="test_finance",
             priority=1,
         )
-        result = client.post(PREFIX + "/finances", content=f_a.json())
+        result = client.post(PREFIX + "/finances", content=f_a.model_dump_json())
         assert result.status_code == 201
         f_a_returned = FinanceWithID.parse_raw(result.content)
 
         result = client.post(
             PREFIX + "/cli-cost-recovery",
-            content=CostRecoveryMonth(first_day="2022-09-01").json(),
+            content=CostRecoveryMonth(first_day="2022-09-01").model_dump_json(),
         )
         assert result.status_code == 200
 
         f_a_returned.amount = 10.0
         result = client.put(
-            PREFIX + f"/finances/{f_a_returned.id}", content=f_a_returned.json()
+            PREFIX + f"/finances/{f_a_returned.id}",
+            content=f_a_returned.model_dump_json(),
         )
         assert result.status_code == 200
 
diff --git a/tests/test_routes/test_frontend.py b/tests/test_routes/test_frontend.py
index ef2c8b0..2ae7b81 100644
--- a/tests/test_routes/test_frontend.py
+++ b/tests/test_routes/test_frontend.py
@@ -10,10 +10,10 @@
 from fastapi.templating import Jinja2Templates
 from jinja2 import Environment, PackageLoader, StrictUndefined, select_autoescape
 from pytest_mock import MockerFixture
+from rctab_models.models import RoleAssignment, SubscriptionState, UserRBAC
 
 import rctab
 from rctab.crud.accounting_models import subscription, subscription_details
-from rctab.crud.schema import RoleAssignment, SubscriptionState, UserRBAC
 from rctab.routers.frontend import check_user_on_subscription, home
 from rctab.routers.frontend import subscription_details as subscription_details_page
 from tests.test_routes import constants
diff --git a/tests/test_routes/test_persistence.py b/tests/test_routes/test_persistence.py
index 2688569..852317c 100644
--- a/tests/test_routes/test_persistence.py
+++ b/tests/test_routes/test_persistence.py
@@ -3,9 +3,9 @@
 import pytest_mock
 from fastapi import FastAPI
 from fastapi.testclient import TestClient
+from rctab_models.models import SubscriptionDetails
 
 from rctab.crud.models import database
-from rctab.crud.schema import SubscriptionDetails
 from tests.test_routes import api_calls, constants
 
 
diff --git a/tests/test_routes/test_routes.py b/tests/test_routes/test_routes.py
index 64daab4..3591ef0 100644
--- a/tests/test_routes/test_routes.py
+++ b/tests/test_routes/test_routes.py
@@ -1,7 +1,7 @@
 # pylint: disable=redefined-outer-name,
 import random
 from datetime import date, timedelta
-from typing import Any, AsyncGenerator, Callable, Coroutine, Dict, Optional, Tuple
+from typing import Any, AsyncGenerator, Callable, Coroutine, Optional, Tuple
 from unittest.mock import AsyncMock
 from uuid import UUID
 
@@ -9,6 +9,12 @@
 from databases import Database
 from mypy_extensions import KwArg, VarArg
 from pytest_mock import MockerFixture
+from rctab_models.models import (
+    RoleAssignment,
+    SubscriptionState,
+    SubscriptionStatus,
+    Usage,
+)
 from sqlalchemy import and_, func, select
 from sqlalchemy.engine import ResultProxy
 from sqlalchemy.engine.base import Engine
@@ -25,12 +31,6 @@
     usage_view,
 )
 from rctab.crud.models import database
-from rctab.crud.schema import (
-    RoleAssignment,
-    SubscriptionState,
-    SubscriptionStatus,
-    Usage,
-)
 from rctab.routers.accounting.desired_states import refresh_desired_states
 from tests.test_routes import constants
 
@@ -145,15 +145,11 @@ async def create_subscription(
 
 def make_async_execute(
     connection: Engine,
-) -> Callable[
-    [VarArg(Tuple[Any, ...]), KwArg(Dict[str, Any])], Coroutine[Any, Any, ResultProxy]
-]:
+) -> Callable[[VarArg(Any), KwArg(Any)], Coroutine[Any, Any, ResultProxy]]:
     """We need an async function to patch database.execute() with
     but connection.execute() is synchronous so make a wrapper for it."""
 
-    async def async_execute(
-        *args: Tuple[Any, ...], **kwargs: Dict[str, Any]
-    ) -> ResultProxy:
+    async def async_execute(*args: Any, **kwargs: Any) -> ResultProxy:
         """An async wrapper around connection.execute()."""
         return connection.execute(*args, **kwargs)  # type: ignore
 
diff --git a/tests/test_routes/test_send_emails.py b/tests/test_routes/test_send_emails.py
index 343c086..224a5da 100644
--- a/tests/test_routes/test_send_emails.py
+++ b/tests/test_routes/test_send_emails.py
@@ -11,6 +11,7 @@
 from databases import Database
 from jinja2 import Environment, PackageLoader, StrictUndefined
 from pytest_mock import MockerFixture
+from rctab_models.models import AllUsage, RoleAssignment, SubscriptionState, Usage
 from sqlalchemy import insert, select
 from sqlalchemy.sql import Select
 
@@ -33,7 +34,6 @@
     usage,
     usage_view,
 )
-from rctab.crud.schema import AllUsage, RoleAssignment, SubscriptionState, Usage
 from rctab.routers.accounting import send_emails
 from rctab.routers.accounting.send_emails import (
     MissingEmailParamsError,
diff --git a/tests/test_routes/test_status.py b/tests/test_routes/test_status.py
index 46bc210..e828bef 100644
--- a/tests/test_routes/test_status.py
+++ b/tests/test_routes/test_status.py
@@ -11,17 +11,17 @@
 from fastapi.testclient import TestClient
 from hypothesis import given, settings
 from hypothesis import strategies as st
-from sqlalchemy import select
-
-from rctab.constants import ADMIN_OID
-from rctab.crud.accounting_models import subscription_details
-from rctab.crud.schema import (
+from rctab_models.models import (
     AllSubscriptionStatus,
     Approval,
     RoleAssignment,
     SubscriptionState,
     SubscriptionStatus,
 )
+from sqlalchemy import select
+
+from rctab.constants import ADMIN_OID
+from rctab.crud.accounting_models import subscription_details
 from rctab.routers.accounting import status
 from rctab.routers.accounting.approvals import post_approval
 from rctab.routers.accounting.routes import get_subscriptions_summary
@@ -58,7 +58,7 @@ def test_post_status(
 
         resp = client.post(
             "accounting/all-status",
-            content=all_status.json(),
+            content=all_status.model_dump_json().encode("utf-8"),
             headers={"authorization": "Bearer " + token},
         )
         assert resp.status_code == 200
@@ -72,7 +72,7 @@ def test_post_status(
         # Check that we can POST the same status again without issue (idempotency).
         resp = client.post(
             "accounting/all-status",
-            content=all_status.json(),
+            content=all_status.model_dump_json(),
             headers={"authorization": "Bearer " + token},
         )
         assert resp.status_code == 200
diff --git a/tests/test_routes/test_subscription.py b/tests/test_routes/test_subscription.py
index 04531e5..609af3f 100644
--- a/tests/test_routes/test_subscription.py
+++ b/tests/test_routes/test_subscription.py
@@ -2,8 +2,8 @@
 
 from fastapi import FastAPI
 from fastapi.testclient import TestClient
+from rctab_models.models import BillingStatus, SubscriptionDetails, SubscriptionState
 
-from rctab.crud.schema import BillingStatus, SubscriptionDetails, SubscriptionState
 from rctab.routers.accounting.routes import PREFIX
 from tests.test_routes import api_calls, constants
 
diff --git a/tests/test_routes/test_usage.py b/tests/test_routes/test_usage.py
index 716db83..5570fcb 100644
--- a/tests/test_routes/test_usage.py
+++ b/tests/test_routes/test_usage.py
@@ -13,20 +13,24 @@
 from fastapi import FastAPI
 from fastapi.testclient import TestClient
 from pytest_mock import MockerFixture
-
-from rctab.constants import ADMIN_OID, EMAIL_TYPE_USAGE_ALERT
-from rctab.crud.accounting_models import usage_view
-from rctab.crud.models import database
-from rctab.crud.schema import (
+from rctab_models.models import (
     AllCMUsage,
     AllUsage,
     BillingStatus,
     CMUsage,
     SubscriptionDetails,
+    Usage,
 )
-from rctab.routers.accounting.usage import post_usage
+
+from rctab.constants import ADMIN_OID, EMAIL_TYPE_USAGE_ALERT
+from rctab.crud.accounting_models import usage_view
+from rctab.crud.models import database
+from rctab.routers.accounting.usage import get_usage, post_monthly_usage, post_usage
 from tests.test_routes import api_calls, constants
-from tests.test_routes.test_routes import test_db  # pylint: disable=unused-import
+from tests.test_routes.test_routes import (  # pylint: disable=unused-import
+    create_subscription,
+    test_db,
+)
 from tests.utils import print_list_diff
 
 date_from = datetime.date.today()
@@ -53,7 +57,7 @@ def test_post_usage(
 
         resp = client.post(
             "usage/all-usage",
-            content=post_data.json(),
+            content=post_data.model_dump_json().encode("utf-8"),
             headers={"authorization": "Bearer " + token},
         )
 
@@ -221,7 +225,7 @@ def _post_costmanagement(
     post_client = client.post(
         "/usage/all-cm-usage",
         headers={"authorization": "Bearer " + token},
-        content=all_usage.json(),
+        content=all_usage.model_dump_json().encode("utf-8"),
     )  # type: ignore
     return post_client  # type: ignore
 
@@ -279,18 +283,15 @@ def test_post_monthly_usage(
     mocker: pytest_mock.MockerFixture,
 ) -> None:
     auth_app, token = app_with_signed_billing_token
+
     example_1_file = Path("tests/data/example-monthly-wrong.json")
     example_1_data = json.loads(example_1_file.read_text(encoding="utf-8"))
 
-    example_2_file = Path("tests/data/example-monthly-wrong2.json")
+    example_2_file = Path("tests/data/example-monthly-correct.json")
     example_2_data = json.loads(example_2_file.read_text(encoding="utf-8"))
 
-    example_3_file = Path("tests/data/example-monthly-correct.json")
-    example_3_data = json.loads(example_3_file.read_text(encoding="utf-8"))
-
     post_example_1_data = AllUsage(usage_list=example_1_data)
     post_example_2_data = AllUsage(usage_list=example_2_data)
-    post_example_3_data = AllUsage(usage_list=example_3_data)
 
     with TestClient(auth_app) as client:
         mock_refresh = AsyncMock()
@@ -298,37 +299,33 @@ def test_post_monthly_usage(
             "rctab.routers.accounting.usage.refresh_desired_states", mock_refresh
         )
 
+        # Should error if there is no data.
         resp = client.post(
             "usage/monthly-usage",
-            content=post_example_1_data.json(),
+            content=AllUsage(usage_list=[]).model_dump_json().encode("utf-8"),
             headers={"authorization": "Bearer " + token},
         )
 
         assert resp.status_code == 400
+        assert "must have at least one record" in resp.text
 
         resp = client.post(
             "usage/monthly-usage",
-            content=post_example_2_data.json(),
+            content=post_example_1_data.model_dump_json().encode("utf-8"),
             headers={"authorization": "Bearer " + token},
         )
 
         assert resp.status_code == 400
+        assert "data must have the monthly_upload column" in resp.text
 
         resp = client.post(
             "usage/monthly-usage",
-            content=post_example_3_data.json(),
+            content=post_example_2_data.model_dump_json().encode("utf-8"),
             headers={"authorization": "Bearer " + token},
         )
 
         assert resp.status_code == 200
 
-        # Posting the usage data should have the side effect of
-        # refreshing the desired states
-        mock_refresh.assert_called_once_with(
-            UUID(ADMIN_OID),
-            list({x.subscription_id for x in post_example_3_data.usage_list}),
-        )
-
         get_resp = client.get(
             "usage/all-usage",
             headers={"authorization": "Bearer " + token},
@@ -339,10 +336,97 @@ def test_post_monthly_usage(
         resp_data = get_resp.json()
         assert np.isclose(
             sum(i["total_cost"] for i in resp_data),
-            sum(i.total_cost for i in post_example_3_data.usage_list),
+            sum(i.total_cost for i in post_example_2_data.usage_list),
         )
 
 
+@pytest.mark.asyncio
+async def test_monthly_usage_2(
+    test_db: Database,  # pylint: disable=redefined-outer-name
+) -> None:
+    sub1 = await create_subscription(test_db)
+    sub2 = await create_subscription(test_db)
+
+    await post_usage(
+        AllUsage(
+            usage_list=[
+                Usage(
+                    id=str(UUID(int=0)),
+                    subscription_id=sub1,
+                    date="2024-04-01",
+                    total_cost=1.0,
+                    invoice_section="-",
+                ),
+                Usage(
+                    id=str(UUID(int=1)),
+                    subscription_id=sub2,
+                    date="2024-04-02",
+                    total_cost=2.0,
+                    invoice_section="-",
+                ),
+                Usage(
+                    id=str(UUID(int=2)),
+                    subscription_id=sub1,
+                    date="2024-04-03",
+                    total_cost=4.0,
+                    invoice_section="-",
+                ),
+            ]
+        ),
+        {"mock": "authentication"},
+    )
+
+    await post_monthly_usage(
+        AllUsage(
+            usage_list=[
+                Usage(
+                    id=str(UUID(int=3)),
+                    subscription_id=sub1,
+                    date="2024-04-01",
+                    total_cost=10.0,
+                    invoice_section="-",
+                    monthly_upload=datetime.date.today(),
+                ),
+                Usage(
+                    id=str(UUID(int=4)),
+                    subscription_id=sub1,
+                    date="2024-04-02",
+                    total_cost=0.5,
+                    invoice_section="-",
+                    monthly_upload=datetime.date.today(),
+                ),
+            ]
+        ),
+        {"mock": "authentication"},
+    )
+    all_usage = await get_usage()
+    assert all_usage == [
+        Usage(
+            id=str(UUID(int=2)),
+            subscription_id=sub1,
+            date="2024-04-03",
+            total_cost=4.0,
+            invoice_section="-",
+        ),
+        Usage(
+            id=str(UUID(int=3)),
+            subscription_id=sub1,
+            date="2024-04-01",
+            total_cost=10.0,
+            invoice_section="-",
+            monthly_upload=datetime.date.today(),
+        ),
+        Usage(
+            id=str(UUID(int=4)),
+            subscription_id=sub1,
+            date="2024-04-02",
+            total_cost=0.5,
+            invoice_section="-",
+            monthly_upload=datetime.date.today(),
+        ),
+    ]
+
+
 @pytest.mark.asyncio
 async def test_post_usage_refreshes_view(
     test_db: Database, mocker: MockerFixture  # pylint: disable=redefined-outer-name
@@ -383,7 +467,7 @@ def test_post_usage_emails(
 
         resp = client.post(
             "usage/all-usage",
-            content=post_data.json(),
+            content=post_data.model_dump_json().encode("utf-8"),
             headers={"authorization": "Bearer " + token},
         )
         assert resp.status_code == 200