diff --git a/.github/workflows/build_and_test.yml b/.github/workflows/build_and_test.yml
index 88e33eb..ed2b2cd 100644
--- a/.github/workflows/build_and_test.yml
+++ b/.github/workflows/build_and_test.yml
@@ -15,7 +15,7 @@ jobs:
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
-          pip install pytest build
+          pip install build
       - name: Build distribution
         run: |
           python -m build
@@ -29,7 +29,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ["3.8", "3.9", "3.10", "3.11"]
+        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12"]
 
     steps:
       - uses: actions/checkout@v3
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 78e5e45..d3cab11 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -34,3 +34,11 @@ repos:
     - types-requests
     - types-pkg_resources
     - types-pyyaml
+
+- repo: https://github.com/python-poetry/poetry
+  rev: 1.8.0
+  additional_dependencies: ["poetry-plugin-export"]
+  hooks:
+    - id: poetry-lock
+    - id: poetry-export
+      args: [-o, requirements_dev.txt, --with=dev, --without-hashes]
\ No newline at end of file
diff --git a/HISTORY.rst b/HISTORY.rst
index c8f0785..6c640d8 100644
--- a/HISTORY.rst
+++ b/HISTORY.rst
@@ -4,6 +4,7 @@ History
 
 Unreleased
 ----------
+- Switch python packaging backend to poetry.
 
 0.32.0 (2024-04-05)
 -------------------
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..31868ae
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,1010 @@
+# This file is automatically @generated by Poetry 1.8.0 and should not be changed by hand.
+
+[[package]]
+name = "alabaster"
+version = "0.7.13"
+description = "A configurable sidebar-enabled Sphinx theme"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "alabaster-0.7.13-py3-none-any.whl", hash = "sha256:1ee19aca801bbabb5ba3f5f258e4422dfa86f82f3e9cefb0859b283cdd7f62a3"},
+    {file = "alabaster-0.7.13.tar.gz", hash = "sha256:a27a4a084d5e690e16e01e03ad2b2e552c61a65469419b907243193de1a84ae2"},
+]
+
+[[package]]
+name = "babel"
+version = "2.15.0"
+description = "Internationalization utilities"
+optional = false
+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"},
+]
+
+[package.dependencies]
+pytz = {version = ">=2015.7", markers = "python_version < \"3.9\""}
+
+[package.extras]
+dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
+
+[[package]]
+name = "bidict"
+version = "0.23.1"
+description = "The bidirectional mapping library for Python."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "bidict-0.23.1-py3-none-any.whl", hash = "sha256:5dae8d4d79b552a71cbabc7deb25dfe8ce710b17ff41711e13010ead2abfc3e5"},
+    {file = "bidict-0.23.1.tar.gz", hash = "sha256:03069d763bc387bbd20e7d49914e75fc4132a41937fa3405417e1a5a2d006d71"},
+]
+
+[[package]]
+name = "certifi"
+version = "2024.7.4"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
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+]
+
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+version = "3.3.2"
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diff --git a/pyproject.toml b/pyproject.toml
index 8437f0d..4203174 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,51 +1,68 @@
-[build-system]
-requires = ["setuptools>=68.0"]
-build-backend = "setuptools.build_meta"
-
-[project]
+[tool.poetry]
 name = "zocalo"
 version = "0.32.0"
 description = "Infrastructure components for automated data processing at Diamond Light Source"
+authors = ["Nicholas Devenish <ndevenish@gmail.com>"]
 readme = "README.rst"
-requires-python = ">=3.8"
-license = { file = "LICENSE" }
-authors = [
-    { name = "Diamond Light Source - Data Analysis Group", email = "dataanalysis@diamond.ac.uk" },
-]
 classifiers = [
-    "Development Status :: 4 - Beta",
+    "Development Status :: 5 - Production/Stable",
     "Intended Audience :: Developers",
     "License :: OSI Approved :: BSD License",
     "Programming Language :: Python :: 3",
-    "Programming Language :: Python :: 3.8",
-    "Programming Language :: Python :: 3.9",
-    "Programming Language :: Python :: 3.10",
-    "Programming Language :: Python :: 3.11",
     "Operating System :: OS Independent",
     "Topic :: Software Development :: Libraries :: Python Modules",
 ]
-dependencies = [
-    "PyYAML",
-    "graypy>=1.0",
-    "marshmallow",
-    "requests",
-    "pydantic<2",
-    "setuptools",
-    "workflows>=2.14",
-]
 
-[project.urls]
+[tool.poetry.dependencies]
+python = "^3.8"
+pyyaml = "^6.0"
+graypy = "^2.0"
+marshmallow = "^3.19"
+requests = "^2.31"
+pydantic = "<2"
+workflows = "^2.27"
+
+[tool.poetry.group.dev.dependencies]
+pytest = "^8.2.2"
+pytest-mock = "^3.14.0"
+pytest-cov = "^5.0.0"
+requests-mock = "^1.12.1"
+
+[tool.poetry.group.docs]
+optional = true
+
+[tool.poetry.group.docs.dependencies]
+sphinx = "^6"
+sphinx-rtd-theme = "^1.2"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
+
+[tool.poetry.urls]
 Bug-Tracker = "https://github.com/DiamondLightSource/python-zocalo/issues"
 Changelog = "https://github.com/DiamondLightSource/python-zocalo/blob/main/HISTORY.rst"
 Documentation = "https://github.com/DiamondLightSource/python-zocalo"
 Download = "https://github.com/DiamondLightSource/python-zocalo/releases"
 GitHub = "https://github.com/DiamondLightSource/python-zocalo"
 
-[project.entry-points]
+[tool.poetry.scripts]
+"zocalo.configure_rabbitmq" = "zocalo.cli.configure_rabbitmq:run"
+"zocalo.dlq_check" = "zocalo.cli.dlq_check:run"
+"zocalo.dlq_purge" = "zocalo.cli.dlq_purge:run"
+"zocalo.dlq_reinject" = "zocalo.cli.dlq_reinject:run"
+"zocalo.go" = "zocalo.cli.go:run"
+"zocalo.pickup" = "zocalo.cli.pickup:run"
+"zocalo.queue_drain" = "zocalo.cli.queue_drain:run"
+"zocalo.service" = "zocalo.service:start_service"
+"zocalo.shutdown" = "zocalo.cli.shutdown:run"
+"zocalo.wrap" = "zocalo.cli.wrap:run"
+
+[tool.poetry.plugins]
 "libtbx.precommit" = { zocalo = "zocalo" }
 "zocalo.wrappers" = { dummy = "zocalo.wrapper:DummyWrapper" }
 
-[project.entry-points."libtbx.dispatcher.script"]
+[tool.poetry.plugins."libtbx.dispatcher.script"]
 "zocalo.configure_rabbitmq" = "zocalo.configure_rabbitmq"
 "zocalo.dlq_check" = "zocalo.dlq_check"
 "zocalo.dlq_purge" = "zocalo.dlq_purge"
@@ -56,13 +73,13 @@ GitHub = "https://github.com/DiamondLightSource/python-zocalo"
 "zocalo.shutdown" = "zocalo.shutdown"
 "zocalo.wrap" = "zocalo.wrap"
 
-[project.entry-points."workflows.services"]
+[tool.poetry.plugins."workflows.services"]
 Dispatcher = "zocalo.service.dispatcher:Dispatcher"
 JSONLines = "zocalo.service.jsonlines:JSONLines"
 Mailer = "zocalo.service.mailer:Mailer"
 Schlockmeister = "zocalo.service.schlockmeister:Schlockmeister"
 
-[project.entry-points."zocalo.configuration.plugins"]
+[tool.poetry.plugins."zocalo.configuration.plugins"]
 graylog = "zocalo.configuration.plugin_graylog:Graylog"
 jmx = "zocalo.configuration.plugin_jmx:JMX"
 logging = "zocalo.configuration.plugin_logging:Logging"
@@ -72,31 +89,17 @@ iris = "zocalo.configuration.plugin_slurm:Slurm"
 smtp = "zocalo.configuration.plugin_smtp:SMTP"
 storage = "zocalo.configuration.plugin_storage:Storage"
 
-[project.scripts]
-"zocalo.configure_rabbitmq" = "zocalo.cli.configure_rabbitmq:run"
-"zocalo.dlq_check" = "zocalo.cli.dlq_check:run"
-"zocalo.dlq_purge" = "zocalo.cli.dlq_purge:run"
-"zocalo.dlq_reinject" = "zocalo.cli.dlq_reinject:run"
-"zocalo.go" = "zocalo.cli.go:run"
-"zocalo.pickup" = "zocalo.cli.pickup:run"
-"zocalo.queue_drain" = "zocalo.cli.queue_drain:run"
-"zocalo.service" = "zocalo.service:start_service"
-"zocalo.shutdown" = "zocalo.cli.shutdown:run"
-"zocalo.wrap" = "zocalo.cli.wrap:run"
-
 [tool.isort]
 profile = "black"
 
 [tool.pytest.ini_options]
 required_plugins = "pytest-mock requests-mock"
-testpaths = [
-    "tests",
-]
+testpaths = ["tests"]
 
 [tool.ruff]
 line-length = 88
 ignore = ["E501", "E741"]
-select = ["C4",  "E", "F", "W", "I"]
+select = ["C4", "E", "F", "W", "I"]
 unfixable = ["F841"]
 
 [tool.ruff.isort]
@@ -105,10 +108,6 @@ required-imports = ["from __future__ import annotations"]
 [tool.mypy]
 mypy_path = "src"
 
-
 [[tool.mypy.overrides]]
-module = [
-    "graypy",
-    "graypy.handler",
-]
+module = ["graypy", "graypy.handler"]
 ignore_missing_imports = true
diff --git a/requirements_dev.txt b/requirements_dev.txt
index ba03c95..01042f9 100644
--- a/requirements_dev.txt
+++ b/requirements_dev.txt
@@ -1,10 +1,28 @@
-PyYAML==6.0
-graypy==2.1.0
-marshmallow==3.19.0
-pydantic==1.10.12
-pytest-cov==4.1.0
-pytest-mock==3.11.1
-pytest==7.4.0
-requests==2.31.0
-requests_mock==1.11.0
-workflows==2.26
+bidict==0.23.1 ; python_version >= "3.8" and python_version < "4.0"
+certifi==2024.7.4 ; python_version >= "3.8" and python_version < "4.0"
+charset-normalizer==3.3.2 ; python_version >= "3.8" and python_version < "4.0"
+colorama==0.4.6 ; python_version >= "3.8" and python_version < "4.0" and sys_platform == "win32"
+coverage[toml]==7.6.0 ; python_version >= "3.8" and python_version < "4.0"
+docopt==0.6.2 ; python_version >= "3.8" and python_version < "4.0"
+exceptiongroup==1.2.2 ; python_version >= "3.8" and python_version < "3.11"
+graypy==2.1.0 ; python_version >= "3.8" and python_version < "4.0"
+idna==3.7 ; python_version >= "3.8" and python_version < "4.0"
+iniconfig==2.0.0 ; python_version >= "3.8" and python_version < "4.0"
+marshmallow==3.21.3 ; python_version >= "3.8" and python_version < "4.0"
+packaging==24.1 ; python_version >= "3.8" and python_version < "4.0"
+pika==1.3.2 ; python_version >= "3.8" and python_version < "4.0"
+pluggy==1.5.0 ; python_version >= "3.8" and python_version < "4.0"
+pydantic==1.10.17 ; python_version >= "3.8" and python_version < "4.0"
+pytest-cov==5.0.0 ; python_version >= "3.8" and python_version < "4.0"
+pytest-mock==3.14.0 ; python_version >= "3.8" and python_version < "4.0"
+pytest==8.2.2 ; python_version >= "3.8" and python_version < "4.0"
+pyyaml==6.0.1 ; python_version >= "3.8" and python_version < "4.0"
+requests-mock==1.12.1 ; python_version >= "3.8" and python_version < "4.0"
+requests==2.32.3 ; python_version >= "3.8" and python_version < "4.0"
+setuptools==71.0.3 ; python_version >= "3.8" and python_version < "4.0"
+stomp-py==8.1.2 ; python_version >= "3.8" and python_version < "4.0"
+tomli==2.0.1 ; python_version >= "3.8" and python_full_version <= "3.11.0a6"
+typing-extensions==4.12.2 ; python_version >= "3.8" and python_version < "4.0"
+urllib3==2.2.2 ; python_version >= "3.8" and python_version < "4.0"
+websocket-client==1.8.0 ; python_version >= "3.8" and python_version < "4.0"
+workflows==2.27 ; python_version >= "3.8" and python_version < "4.0"
diff --git a/requirements_doc.txt b/requirements_doc.txt
deleted file mode 100644
index 2540854..0000000
--- a/requirements_doc.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-Sphinx==6.2.1
-sphinx-rtd-theme==1.2.2