diff --git a/.github/workflows/testing.yml b/.github/workflows/testing.yml
index c83a38927..bdbf86193 100644
--- a/.github/workflows/testing.yml
+++ b/.github/workflows/testing.yml
@@ -51,7 +51,7 @@ jobs:
       max-parallel: 6
       matrix:
         os: [ubuntu-latest]
-        python-version: ["3.9", "3.10", "3.11", "3.12"]
+        python-version: ["3.9", "3.10", "3.11"]
 
     runs-on: ${{ matrix.os }}
 
diff --git a/.github/workflows/upgrade-dependencies.yml b/.github/workflows/upgrade-dependencies.yml
index 78d95db29..362a0ce49 100644
--- a/.github/workflows/upgrade-dependencies.yml
+++ b/.github/workflows/upgrade-dependencies.yml
@@ -16,7 +16,7 @@ jobs:
       matrix:
         os: ['ubuntu-latest', 'macos-latest']
         package: ["."]
-        python-version: ["3.9", "3.10", "3.11", "3.12"]
+        python-version: ["3.9", "3.10", "3.11"]
     steps:
       - uses: actions/checkout@v4
         with:
diff --git a/requirements/ubuntu-latest_py3.12.txt b/requirements/ubuntu-latest_py3.12.txt
deleted file mode 100644
index 728e6c17b..000000000
--- a/requirements/ubuntu-latest_py3.12.txt
+++ /dev/null
@@ -1,161 +0,0 @@
-#
-# This file is autogenerated by pip-compile with Python 3.11
-# by the following command:
-#
-#    pip-compile --output-file=requirements/ubuntu-latest_py3.11.txt
-#
-aioitertools==0.11.0
-    # via maggma (setup.py)
-annotated-types==0.6.0
-    # via pydantic
-anyio==3.7.1
-    # via
-    #   fastapi
-    #   starlette
-attrs==23.1.0
-    # via
-    #   jsonschema
-    #   referencing
-bcrypt==4.1.1
-    # via paramiko
-blinker==1.7.0
-    # via flask
-boto3==1.33.11
-    # via maggma (setup.py)
-botocore==1.33.11
-    # via
-    #   boto3
-    #   s3transfer
-certifi==2023.11.17
-    # via requests
-cffi==1.16.0
-    # via
-    #   cryptography
-    #   pynacl
-charset-normalizer==3.3.2
-    # via requests
-click==8.1.7
-    # via
-    #   flask
-    #   mongogrant
-    #   uvicorn
-cryptography==42.0.4
-    # via paramiko
-dnspython==2.6.1
-    # via
-    #   maggma (setup.py)
-    #   pymongo
-fastapi==0.104.1
-    # via maggma (setup.py)
-flask==3.0.0
-    # via mongogrant
-h11==0.14.0
-    # via uvicorn
-idna==3.7
-    # via
-    #   anyio
-    #   requests
-itsdangerous==2.1.2
-    # via flask
-jinja2==3.1.4
-    # via flask
-jmespath==1.0.1
-    # via
-    #   boto3
-    #   botocore
-jsonschema==4.20.0
-    # via maggma (setup.py)
-jsonschema-specifications==2023.11.2
-    # via jsonschema
-markupsafe==2.1.3
-    # via
-    #   jinja2
-    #   werkzeug
-mongogrant==0.3.3
-    # via maggma (setup.py)
-mongomock==4.1.2
-    # via maggma (setup.py)
-monty==2023.11.3
-    # via maggma (setup.py)
-msgpack==1.0.7
-    # via maggma (setup.py)
-numpy==1.26.2
-    # via maggma (setup.py)
-orjson==3.9.15
-    # via maggma (setup.py)
-packaging==23.2
-    # via mongomock
-paramiko==3.3.1
-    # via sshtunnel
-pycparser==2.21
-    # via cffi
-pydantic==2.5.2
-    # via
-    #   fastapi
-    #   maggma (setup.py)
-    #   pydantic-settings
-pydantic-core==2.14.5
-    # via pydantic
-pydantic-settings==2.1.0
-    # via maggma (setup.py)
-pydash==7.0.6
-    # via maggma (setup.py)
-pymongo==4.6.3
-    # via
-    #   maggma (setup.py)
-    #   mongogrant
-pynacl==1.5.0
-    # via paramiko
-python-dateutil==2.8.2
-    # via
-    #   botocore
-    #   maggma (setup.py)
-python-dotenv==1.0.0
-    # via pydantic-settings
-pyzmq==25.1.2
-    # via maggma (setup.py)
-referencing==0.32.0
-    # via
-    #   jsonschema
-    #   jsonschema-specifications
-requests==2.31.0
-    # via mongogrant
-rpds-py==0.13.2
-    # via
-    #   jsonschema
-    #   referencing
-ruamel-yaml==0.17.40
-    # via maggma (setup.py)
-ruamel-yaml-clib==0.2.8
-    # via ruamel-yaml
-s3transfer==0.8.2
-    # via boto3
-sentinels==1.0.0
-    # via mongomock
-six==1.16.0
-    # via python-dateutil
-sniffio==1.3.0
-    # via anyio
-sshtunnel==0.4.0
-    # via maggma (setup.py)
-starlette==0.36.2
-    # via fastapi
-tqdm==4.66.3
-    # via maggma (setup.py)
-typing-extensions==4.9.0
-    # via
-    #   fastapi
-    #   pydantic
-    #   pydantic-core
-    #   pydash
-urllib3==2.0.7
-    # via
-    #   botocore
-    #   requests
-uvicorn==0.24.0.post1
-    # via maggma (setup.py)
-werkzeug==3.0.3
-    # via flask
-
-# The following packages are considered to be unsafe in a requirements file:
-# setuptools
diff --git a/requirements/ubuntu-latest_py3.12_extras.txt b/requirements/ubuntu-latest_py3.12_extras.txt
deleted file mode 100644
index 6fb811b6e..000000000
--- a/requirements/ubuntu-latest_py3.12_extras.txt
+++ /dev/null
@@ -1,451 +0,0 @@
-#
-# This file is autogenerated by pip-compile with Python 3.11
-# by the following command:
-#
-#    pip-compile --all-extras --output-file=requirements/ubuntu-latest_py3.11_extras.txt
-#
-aioitertools==0.11.0
-    # via maggma (setup.py)
-annotated-types==0.6.0
-    # via pydantic
-anyio==3.7.1
-    # via
-    #   fastapi
-    #   httpx
-    #   starlette
-asttokens==2.4.1
-    # via stack-data
-attrs==23.1.0
-    # via
-    #   jsonschema
-    #   referencing
-azure-core==1.29.5
-    # via
-    #   azure-identity
-    #   azure-storage-blob
-azure-identity==1.15.0
-    # via maggma (setup.py)
-azure-storage-blob==12.19.0
-    # via maggma (setup.py)
-babel==2.13.1
-    # via mkdocs-material
-bcrypt==4.1.1
-    # via paramiko
-blinker==1.7.0
-    # via flask
-boto3==1.33.11
-    # via
-    #   maggma (setup.py)
-    #   moto
-botocore==1.33.11
-    # via
-    #   boto3
-    #   moto
-    #   s3transfer
-certifi==2023.11.17
-    # via
-    #   httpcore
-    #   httpx
-    #   requests
-cffi==1.16.0
-    # via
-    #   cryptography
-    #   pynacl
-cfgv==3.4.0
-    # via pre-commit
-charset-normalizer==3.3.2
-    # via requests
-click==8.1.7
-    # via
-    #   flask
-    #   mkdocs
-    #   mkdocstrings
-    #   mongogrant
-    #   uvicorn
-colorama==0.4.6
-    # via
-    #   griffe
-    #   mkdocs-material
-coverage[toml]==7.3.2
-    # via
-    #   coverage
-    #   pytest-cov
-cryptography==42.0.4
-    # via
-    #   azure-identity
-    #   azure-storage-blob
-    #   moto
-    #   msal
-    #   paramiko
-    #   pyjwt
-csscompressor==0.9.5
-    # via mkdocs-minify-plugin
-decorator==5.1.1
-    # via ipython
-distlib==0.3.7
-    # via virtualenv
-dnspython==2.6.1
-    # via
-    #   maggma (setup.py)
-    #   pymongo
-execnet==2.0.2
-    # via pytest-xdist
-executing==2.0.1
-    # via stack-data
-fastapi==0.104.1
-    # via maggma (setup.py)
-fastjsonschema==2.19.0
-    # via nbformat
-filelock==3.13.1
-    # via virtualenv
-flask==3.0.0
-    # via mongogrant
-ghp-import==2.1.0
-    # via mkdocs
-griffe==0.38.1
-    # via mkdocstrings-python
-h11==0.14.0
-    # via
-    #   httpcore
-    #   uvicorn
-htmlmin2==0.1.13
-    # via mkdocs-minify-plugin
-httpcore==1.0.2
-    # via httpx
-httpx==0.25.2
-    # via starlette
-hvac==2.0.0
-    # via maggma (setup.py)
-identify==2.5.33
-    # via pre-commit
-idna==3.7
-    # via
-    #   anyio
-    #   httpx
-    #   requests
-importlib-metadata==7.0.0
-    # via textual
-iniconfig==2.0.0
-    # via pytest
-ipython==8.18.1
-    # via maggma (setup.py)
-isodate==0.6.1
-    # via azure-storage-blob
-itsdangerous==2.1.2
-    # via
-    #   flask
-    #   starlette
-jedi==0.19.1
-    # via ipython
-jinja2==3.1.4
-    # via
-    #   flask
-    #   maggma (setup.py)
-    #   memray
-    #   mkdocs
-    #   mkdocs-material
-    #   mkdocstrings
-    #   moto
-    #   starlette
-jmespath==1.0.1
-    # via
-    #   boto3
-    #   botocore
-jsmin==3.0.1
-    # via mkdocs-minify-plugin
-jsonschema==4.20.0
-    # via
-    #   maggma (setup.py)
-    #   nbformat
-jsonschema-specifications==2023.11.2
-    # via jsonschema
-jupyter-core==5.5.0
-    # via nbformat
-linkify-it-py==2.0.2
-    # via markdown-it-py
-markdown==3.5.1
-    # via
-    #   mkdocs
-    #   mkdocs-autorefs
-    #   mkdocs-material
-    #   mkdocstrings
-    #   pymdown-extensions
-markdown-it-py[linkify,plugins]==3.0.0
-    # via
-    #   mdit-py-plugins
-    #   rich
-    #   textual
-markupsafe==2.1.3
-    # via
-    #   jinja2
-    #   mkdocs
-    #   mkdocstrings
-    #   werkzeug
-matplotlib-inline==0.1.6
-    # via ipython
-mdit-py-plugins==0.4.0
-    # via markdown-it-py
-mdurl==0.1.2
-    # via markdown-it-py
-memray==1.11.0
-    # via maggma (setup.py)
-mergedeep==1.3.4
-    # via mkdocs
-mkdocs==1.5.3
-    # via
-    #   maggma (setup.py)
-    #   mkdocs-autorefs
-    #   mkdocs-material
-    #   mkdocs-minify-plugin
-    #   mkdocstrings
-mkdocs-autorefs==0.5.0
-    # via mkdocstrings
-mkdocs-material==9.5.1
-    # via maggma (setup.py)
-mkdocs-material-extensions==1.3.1
-    # via mkdocs-material
-mkdocs-minify-plugin==0.7.1
-    # via maggma (setup.py)
-mkdocstrings[python]==0.24.0
-    # via
-    #   maggma (setup.py)
-    #   mkdocstrings
-    #   mkdocstrings-python
-mkdocstrings-python==1.7.5
-    # via mkdocstrings
-mongogrant==0.3.3
-    # via maggma (setup.py)
-mongomock==4.1.2
-    # via maggma (setup.py)
-monty==2023.11.3
-    # via maggma (setup.py)
-montydb==2.5.2
-    # via maggma (setup.py)
-moto==4.2.11
-    # via maggma (setup.py)
-msal==1.26.0
-    # via
-    #   azure-identity
-    #   msal-extensions
-msal-extensions==1.1.0
-    # via azure-identity
-msgpack==1.0.7
-    # via maggma (setup.py)
-nbformat==5.9.2
-    # via maggma (setup.py)
-nodeenv==1.8.0
-    # via pre-commit
-numpy==1.26.2
-    # via maggma (setup.py)
-orjson==3.9.15
-    # via maggma (setup.py)
-packaging==23.2
-    # via
-    #   mkdocs
-    #   mongomock
-    #   msal-extensions
-    #   pytest
-paginate==0.5.6
-    # via mkdocs-material
-paramiko==3.3.1
-    # via sshtunnel
-parso==0.8.3
-    # via jedi
-pathspec==0.12.1
-    # via mkdocs
-pexpect==4.9.0
-    # via ipython
-platformdirs==4.1.0
-    # via
-    #   jupyter-core
-    #   mkdocs
-    #   mkdocstrings
-    #   virtualenv
-pluggy==1.3.0
-    # via pytest
-portalocker==2.8.2
-    # via msal-extensions
-pre-commit==3.6.0
-    # via maggma (setup.py)
-prompt-toolkit==3.0.41
-    # via ipython
-ptyprocess==0.7.0
-    # via pexpect
-pure-eval==0.2.2
-    # via stack-data
-pycparser==2.21
-    # via cffi
-pydantic==2.5.2
-    # via
-    #   fastapi
-    #   maggma (setup.py)
-    #   pydantic-settings
-pydantic-core==2.14.5
-    # via pydantic
-pydantic-settings==2.1.0
-    # via maggma (setup.py)
-pydash==7.0.6
-    # via maggma (setup.py)
-pygments==2.17.2
-    # via
-    #   ipython
-    #   mkdocs-material
-    #   rich
-pyjwt[crypto]==2.8.0
-    # via
-    #   msal
-    #   pyjwt
-pymdown-extensions==10.5
-    # via
-    #   mkdocs-material
-    #   mkdocstrings
-pymongo==4.6.3
-    # via
-    #   maggma (setup.py)
-    #   mongogrant
-pynacl==1.5.0
-    # via paramiko
-pytest==7.4.3
-    # via
-    #   maggma (setup.py)
-    #   pytest-asyncio
-    #   pytest-cov
-    #   pytest-mock
-    #   pytest-xdist
-pytest-asyncio==0.23.2
-    # via maggma (setup.py)
-pytest-cov==4.1.0
-    # via maggma (setup.py)
-pytest-mock==3.12.0
-    # via maggma (setup.py)
-pytest-xdist==3.5.0
-    # via maggma (setup.py)
-python-dateutil==2.8.2
-    # via
-    #   botocore
-    #   ghp-import
-    #   maggma (setup.py)
-    #   moto
-python-dotenv==1.0.0
-    # via pydantic-settings
-python-multipart==0.0.7
-    # via starlette
-pyyaml==6.0.1
-    # via
-    #   mkdocs
-    #   pre-commit
-    #   pymdown-extensions
-    #   pyyaml-env-tag
-    #   starlette
-pyyaml-env-tag==0.1
-    # via mkdocs
-pyzmq==25.1.2
-    # via maggma (setup.py)
-referencing==0.32.0
-    # via
-    #   jsonschema
-    #   jsonschema-specifications
-regex==2023.10.3
-    # via
-    #   maggma (setup.py)
-    #   mkdocs-material
-requests==2.31.0
-    # via
-    #   azure-core
-    #   hvac
-    #   mkdocs-material
-    #   mongogrant
-    #   moto
-    #   msal
-    #   responses
-responses==0.21.0
-    # via
-    #   maggma (setup.py)
-    #   moto
-rich==13.7.0
-    # via
-    #   memray
-    #   textual
-rpds-py==0.13.2
-    # via
-    #   jsonschema
-    #   referencing
-ruamel-yaml==0.17.40
-    # via maggma (setup.py)
-ruamel-yaml-clib==0.2.8
-    # via ruamel-yaml
-ruff==0.1.7
-    # via maggma (setup.py)
-s3transfer==0.8.2
-    # via boto3
-sentinels==1.0.0
-    # via mongomock
-six==1.16.0
-    # via
-    #   asttokens
-    #   azure-core
-    #   isodate
-    #   python-dateutil
-sniffio==1.3.0
-    # via
-    #   anyio
-    #   httpx
-sshtunnel==0.4.0
-    # via maggma (setup.py)
-stack-data==0.6.3
-    # via ipython
-starlette[full]==0.27.0
-    # via
-    #   fastapi
-    #   maggma (setup.py)
-textual==0.44.1
-    # via memray
-tqdm==4.66.3
-    # via maggma (setup.py)
-traitlets==5.14.0
-    # via
-    #   ipython
-    #   jupyter-core
-    #   matplotlib-inline
-    #   nbformat
-types-python-dateutil==2.8.19.14
-    # via maggma (setup.py)
-types-pyyaml==6.0.12.12
-    # via maggma (setup.py)
-types-setuptools==69.0.0.0
-    # via maggma (setup.py)
-typing-extensions==4.9.0
-    # via
-    #   azure-core
-    #   azure-storage-blob
-    #   fastapi
-    #   pydantic
-    #   pydantic-core
-    #   pydash
-    #   textual
-uc-micro-py==1.0.2
-    # via linkify-it-py
-urllib3==2.0.7
-    # via
-    #   botocore
-    #   requests
-    #   responses
-uvicorn==0.24.0.post1
-    # via maggma (setup.py)
-virtualenv==20.25.0
-    # via pre-commit
-watchdog==3.0.0
-    # via mkdocs
-wcwidth==0.2.12
-    # via prompt-toolkit
-werkzeug==3.0.3
-    # via
-    #   flask
-    #   moto
-xmltodict==0.13.0
-    # via moto
-zipp==3.17.0
-    # via importlib-metadata
-
-# The following packages are considered to be unsafe in a requirements file:
-# setuptools
diff --git a/setup.py b/setup.py
index c0bcd2300..16cb8946a 100644
--- a/setup.py
+++ b/setup.py
@@ -81,7 +81,6 @@
         "Programming Language :: Python :: 3.9",
         "Programming Language :: Python :: 3.10",
         "Programming Language :: Python :: 3.11",
-        "Programming Language :: Python :: 3.12",
         "Development Status :: 5 - Production/Stable",
         "Intended Audience :: Science/Research",
         "Intended Audience :: System Administrators",