diff --git a/.github/workflows/lint.yaml b/.github/workflows/lint.yaml
index 9e9cbbb..e9a0087 100644
--- a/.github/workflows/lint.yaml
+++ b/.github/workflows/lint.yaml
@@ -19,15 +19,12 @@ jobs:
       PIP_NO_CACHE_DIR: false
       PIP_USER: 1
 
-      # Hide the graphical elements from pipenv's output
-      PIPENV_HIDE_EMOJIS: 1
-      PIPENV_NOSPIN: 1
-
-      # Make sure pipenv does not try reuse an environment it's running in
-      PIPENV_IGNORE_VIRTUALENVS: 1
+      # Make sure package manager does not use virtualenv
+      POETRY_VIRTUALENVS_CREATE: false
 
       # Specify explicit paths for python dependencies and the pre-commit
       # environment so we know which directories to cache
+      POETRY_CACHE_DIR: ${{ github.workspace }}/.cache/py-user-base
       PYTHONUSERBASE: ${{ github.workspace }}/.cache/py-user-base
       PRE_COMMIT_HOME: ${{ github.workspace }}/.cache/pre-commit-cache
 
@@ -42,7 +39,7 @@ jobs:
         id: python
         uses: actions/setup-python@v2
         with:
-          python-version: '3.8'
+          python-version: '3.9'
 
       # This step caches our Python dependencies. To make sure we
       # only restore a cache when the dependencies, the python version,
@@ -57,14 +54,14 @@ jobs:
           path: ${{ env.PYTHONUSERBASE }}
           key: "python-0-${{ runner.os }}-${{ env.PYTHONUSERBASE }}-\
           ${{ steps.python.outputs.python-version }}-\
-          ${{ hashFiles('./Pipfile', './Pipfile.lock') }}"
+          ${{ hashFiles('./pyproject.toml', './poetry.lock') }}"
 
       # Install our dependencies if we did not restore a dependency cache
-      - name: Install dependencies using pipenv
+      - name: Install dependencies using poetry
         if: steps.python_cache.outputs.cache-hit != 'true'
         run: |
-          pip install pipenv
-          pipenv install --dev --deploy --system
+          pip install poetry
+          poetry install
 
       # This step caches our pre-commit environment. To make sure we
       # do create a new environment when our pre-commit setup changes,
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 52500a2..a9412f0 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -17,8 +17,8 @@ repos:
     hooks:
       - id: flake8
         name: Flake8
-        description: This hook runs flake8 within our project's pipenv environment.
-        entry: pipenv run flake8
+        description: This hook runs flake8 within our project's environment.
+        entry: poetry run flake8
         language: system
         types: [python]
         require_serial: true
diff --git a/Dockerfile b/Dockerfile
index eb415a7..a8056d0 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,19 +1,25 @@
-FROM tiangolo/uvicorn-gunicorn-fastapi:python3.8-slim
+FROM python:3.9.5-slim
 
-# Set pip to have cleaner logs and no saved cache
+# Set pip to have no saved cache
 ENV PIP_NO_CACHE_DIR=false \
-    PIPENV_HIDE_EMOJIS=1 \
-    PIPENV_IGNORE_VIRTUALENVS=1 \
-    PIPENV_NOSPIN=1 \
+    POETRY_VIRTUALENVS_CREATE=false \
     MODULE_NAME="pixels" \
     MAX_WORKERS=10
 
-# Install pipenv
-RUN pip install -U pipenv
+# Install poetry
+RUN pip install -U poetry
+
+# Create the working directory
+WORKDIR /pixels
 
 # Install project dependencies
-COPY Pipfile* ./
-RUN pipenv install --system --deploy
+COPY pyproject.toml poetry.lock ./
+RUN poetry install --no-dev
+
+# Copy in start script and config
+COPY ./start.sh /start.sh
+RUN chmod +x /start.sh
+COPY ./gunicorn_conf.py /gunicorn_conf.py
 
 # Define Git SHA build argument
 ARG git_sha="development"
@@ -22,4 +28,10 @@ ARG git_sha="development"
 ENV GIT_SHA=$git_sha
 
 # Copy the source code in last to optimize rebuilding the image
-COPY . /app
+COPY . .
+
+EXPOSE 80
+
+# Run the start script, it will check for an /app/prestart.sh script (e.g. for migrations)
+# And then will start Gunicorn with Uvicorn
+CMD ["/start.sh"]
diff --git a/Pipfile b/Pipfile
deleted file mode 100644
index c8567c8..0000000
--- a/Pipfile
+++ /dev/null
@@ -1,40 +0,0 @@
-[[source]]
-url = "https://pypi.python.org/simple"
-verify_ssl = true
-name = "pypi"
-
-[packages]
-asyncpg = "~=0.22"
-uvicorn = "~=0.13.4"
-fastapi = "~=0.63.0"
-python-decouple = "*"
-httpx = "*"
-python-jose = {extras = ["cryptography"],version = "*"}
-jinja2 = "*"
-aioredis = "*"
-aiofiles = "*"
-pillow = "*"
-
-[dev-packages]
-coverage = "~=5.0"
-flake8 = "~=3.8"
-flake8-annotations = "~=2.0"
-flake8-bugbear = "~=20.1"
-flake8-docstrings = "~=1.4"
-flake8-import-order = "~=0.18"
-flake8-string-format = "~=0.2"
-flake8-tidy-imports = "~=4.0"
-flake8-todo = "~=0.7"
-pep8-naming = "~=0.9"
-pre-commit = "~=2.1"
-requests = "~=2.25.1"
-click = "~=8.0.1"
-
-[requires]
-python_version = "3.8"
-
-[scripts]
-start = "uvicorn pixels.pixels:app"
-reload = "uvicorn pixels.pixels:app --reload"
-lint = "pre-commit run --all-files"
-precommit = "pre-commit install"
diff --git a/Pipfile.lock b/Pipfile.lock
deleted file mode 100644
index 271a5b3..0000000
--- a/Pipfile.lock
+++ /dev/null
@@ -1,813 +0,0 @@
-{
-    "_meta": {
-        "hash": {
-            "sha256": "d1dd77a3044fa8f8c918d1f07fd70d641a254f35a88f5ecb399df22b4be03daf"
-        },
-        "pipfile-spec": 6,
-        "requires": {
-            "python_version": "3.8"
-        },
-        "sources": [
-            {
-                "name": "pypi",
-                "url": "https://pypi.python.org/simple",
-                "verify_ssl": true
-            }
-        ]
-    },
-    "default": {
-        "aiofiles": {
-            "hashes": [
-                "sha256:a1c4fc9b2ff81568c83e21392a82f344ea9d23da906e4f6a52662764545e19d4",
-                "sha256:c67a6823b5f23fcab0a2595a289cec7d8c863ffcb4322fb8cd6b90400aedfdbc"
-            ],
-            "index": "pypi",
-            "version": "==0.7.0"
-        },
-        "aioredis": {
-            "hashes": [
-                "sha256:15f8af30b044c771aee6787e5ec24694c048184c7b9e54c3b60c750a4b93273a",
-                "sha256:b61808d7e97b7cd5a92ed574937a079c9387fdadd22bfbfa7ad2fd319ecc26e3"
-            ],
-            "index": "pypi",
-            "version": "==1.3.1"
-        },
-        "async-timeout": {
-            "hashes": [
-                "sha256:0c3c816a028d47f659d6ff5c745cb2acf1f966da1fe5c19c77a70282b25f4c5f",
-                "sha256:4291ca197d287d274d0b6cb5d6f8f8f82d434ed288f962539ff18cc9012f9ea3"
-            ],
-            "markers": "python_full_version >= '3.5.3'",
-            "version": "==3.0.1"
-        },
-        "asyncpg": {
-            "hashes": [
-                "sha256:11102ac2febbc208427f39e4555537ecf188bd70ef7b285fc92c6c16b748b4c6",
-                "sha256:255839c8c52ebd72d6d0159564d7eb8f70fcf6cc9ce7cdc7e98328fd3279bf52",
-                "sha256:2710b5740cbd572e0fddc20986a44707f05d3f84e29fab72abe87fb8c2fc6885",
-                "sha256:43c44d323c3bd6514fbe6a892ccfdc551259bd92e98dd34ad1a52bad8c7974f3",
-                "sha256:812dafa4c9e264d430adcc0f5899f0dc5413155a605088af696f952d72d36b5e",
-                "sha256:98bef539326408da0c2ed0714432e4c79e345820697914318013588ff235b581",
-                "sha256:a19429d480a387346ae74b38da20e8da004337f14e5066f4bd6a10a8bbe74d3c",
-                "sha256:a2031df7573c80186339039cc2c4e684648fea5eaa9537c24f18c509bda2cd3f",
-                "sha256:a88654ede00596a7bdaa08066ff0505aed491f790621dcdb478066c7ddfd1a3d",
-                "sha256:b784138e69752aaa905b60c5a07a891445706824358fe1440d47113db72c8946",
-                "sha256:bd6e1f3db9889b5d987b6a1cab49c5b5070756290f3420a4c7a63d942d73ab69",
-                "sha256:ceedd46f569f5efb8b4def3d1dd6a0d85e1a44722608d68aa1d2d0f8693c1bff",
-                "sha256:d82d94badd34c8adbc5c85b85085317444cd9e062fc8b956221b34ba4c823b56",
-                "sha256:df84f3e93cd08cb31a252510a2e7be4bb15e6dff8a06d91f94c057a305d5d55d",
-                "sha256:f86378bbfbec7334af03bad4d5fd432149286665ecc8bfbcb7135da56b15d34b"
-            ],
-            "index": "pypi",
-            "version": "==0.23.0"
-        },
-        "certifi": {
-            "hashes": [
-                "sha256:1a4995114262bffbc2413b159f2a1a480c969de6e6eb13ee966d470af86af59c",
-                "sha256:719a74fb9e33b9bd44cc7f3a8d94bc35e4049deebe19ba7d8e108280cfd59830"
-            ],
-            "version": "==2020.12.5"
-        },
-        "cffi": {
-            "hashes": [
-                "sha256:005a36f41773e148deac64b08f233873a4d0c18b053d37da83f6af4d9087b813",
-                "sha256:04c468b622ed31d408fea2346bec5bbffba2cc44226302a0de1ade9f5ea3d373",
-                "sha256:06d7cd1abac2ffd92e65c0609661866709b4b2d82dd15f611e602b9b188b0b69",
-                "sha256:06db6321b7a68b2bd6df96d08a5adadc1fa0e8f419226e25b2a5fbf6ccc7350f",
-                "sha256:0857f0ae312d855239a55c81ef453ee8fd24136eaba8e87a2eceba644c0d4c06",
-                "sha256:0f861a89e0043afec2a51fd177a567005847973be86f709bbb044d7f42fc4e05",
-                "sha256:1071534bbbf8cbb31b498d5d9db0f274f2f7a865adca4ae429e147ba40f73dea",
-                "sha256:158d0d15119b4b7ff6b926536763dc0714313aa59e320ddf787502c70c4d4bee",
-                "sha256:1bf1ac1984eaa7675ca8d5745a8cb87ef7abecb5592178406e55858d411eadc0",
-                "sha256:1f436816fc868b098b0d63b8920de7d208c90a67212546d02f84fe78a9c26396",
-                "sha256:24a570cd11895b60829e941f2613a4f79df1a27344cbbb82164ef2e0116f09c7",
-                "sha256:24ec4ff2c5c0c8f9c6b87d5bb53555bf267e1e6f70e52e5a9740d32861d36b6f",
-                "sha256:2894f2df484ff56d717bead0a5c2abb6b9d2bf26d6960c4604d5c48bbc30ee73",
-                "sha256:29314480e958fd8aab22e4a58b355b629c59bf5f2ac2492b61e3dc06d8c7a315",
-                "sha256:293e7ea41280cb28c6fcaaa0b1aa1f533b8ce060b9e701d78511e1e6c4a1de76",
-                "sha256:34eff4b97f3d982fb93e2831e6750127d1355a923ebaeeb565407b3d2f8d41a1",
-                "sha256:35f27e6eb43380fa080dccf676dece30bef72e4a67617ffda586641cd4508d49",
-                "sha256:3c3f39fa737542161d8b0d680df2ec249334cd70a8f420f71c9304bd83c3cbed",
-                "sha256:3d3dd4c9e559eb172ecf00a2a7517e97d1e96de2a5e610bd9b68cea3925b4892",
-                "sha256:43e0b9d9e2c9e5d152946b9c5fe062c151614b262fda2e7b201204de0b99e482",
-                "sha256:48e1c69bbacfc3d932221851b39d49e81567a4d4aac3b21258d9c24578280058",
-                "sha256:51182f8927c5af975fece87b1b369f722c570fe169f9880764b1ee3bca8347b5",
-                "sha256:58e3f59d583d413809d60779492342801d6e82fefb89c86a38e040c16883be53",
-                "sha256:5de7970188bb46b7bf9858eb6890aad302577a5f6f75091fd7cdd3ef13ef3045",
-                "sha256:65fa59693c62cf06e45ddbb822165394a288edce9e276647f0046e1ec26920f3",
-                "sha256:681d07b0d1e3c462dd15585ef5e33cb021321588bebd910124ef4f4fb71aef55",
-                "sha256:69e395c24fc60aad6bb4fa7e583698ea6cc684648e1ffb7fe85e3c1ca131a7d5",
-                "sha256:6c97d7350133666fbb5cf4abdc1178c812cb205dc6f41d174a7b0f18fb93337e",
-                "sha256:6e4714cc64f474e4d6e37cfff31a814b509a35cb17de4fb1999907575684479c",
-                "sha256:72d8d3ef52c208ee1c7b2e341f7d71c6fd3157138abf1a95166e6165dd5d4369",
-                "sha256:8ae6299f6c68de06f136f1f9e69458eae58f1dacf10af5c17353eae03aa0d827",
-                "sha256:8b198cec6c72df5289c05b05b8b0969819783f9418e0409865dac47288d2a053",
-                "sha256:99cd03ae7988a93dd00bcd9d0b75e1f6c426063d6f03d2f90b89e29b25b82dfa",
-                "sha256:9cf8022fb8d07a97c178b02327b284521c7708d7c71a9c9c355c178ac4bbd3d4",
-                "sha256:9de2e279153a443c656f2defd67769e6d1e4163952b3c622dcea5b08a6405322",
-                "sha256:9e93e79c2551ff263400e1e4be085a1210e12073a31c2011dbbda14bda0c6132",
-                "sha256:9ff227395193126d82e60319a673a037d5de84633f11279e336f9c0f189ecc62",
-                "sha256:a465da611f6fa124963b91bf432d960a555563efe4ed1cc403ba5077b15370aa",
-                "sha256:ad17025d226ee5beec591b52800c11680fca3df50b8b29fe51d882576e039ee0",
-                "sha256:afb29c1ba2e5a3736f1c301d9d0abe3ec8b86957d04ddfa9d7a6a42b9367e396",
-                "sha256:b85eb46a81787c50650f2392b9b4ef23e1f126313b9e0e9013b35c15e4288e2e",
-                "sha256:bb89f306e5da99f4d922728ddcd6f7fcebb3241fc40edebcb7284d7514741991",
-                "sha256:cbde590d4faaa07c72bf979734738f328d239913ba3e043b1e98fe9a39f8b2b6",
-                "sha256:cc5a8e069b9ebfa22e26d0e6b97d6f9781302fe7f4f2b8776c3e1daea35f1adc",
-                "sha256:cd2868886d547469123fadc46eac7ea5253ea7fcb139f12e1dfc2bbd406427d1",
-                "sha256:d42b11d692e11b6634f7613ad8df5d6d5f8875f5d48939520d351007b3c13406",
-                "sha256:df5052c5d867c1ea0b311fb7c3cd28b19df469c056f7fdcfe88c7473aa63e333",
-                "sha256:f2d45f97ab6bb54753eab54fffe75aaf3de4ff2341c9daee1987ee1837636f1d",
-                "sha256:fd78e5fee591709f32ef6edb9a015b4aa1a5022598e36227500c8f4e02328d9c"
-            ],
-            "version": "==1.14.5"
-        },
-        "click": {
-            "hashes": [
-                "sha256:d2b5255c7c6349bc1bd1e59e08cd12acbbd63ce649f2588755783aa94dfb6b1a",
-                "sha256:dacca89f4bfadd5de3d7489b7c8a566eee0d3676333fbb50030263894c38c0dc"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==7.1.2"
-        },
-        "cryptography": {
-            "hashes": [
-                "sha256:0f1212a66329c80d68aeeb39b8a16d54ef57071bf22ff4e521657b27372e327d",
-                "sha256:1e056c28420c072c5e3cb36e2b23ee55e260cb04eee08f702e0edfec3fb51959",
-                "sha256:240f5c21aef0b73f40bb9f78d2caff73186700bf1bc6b94285699aff98cc16c6",
-                "sha256:26965837447f9c82f1855e0bc8bc4fb910240b6e0d16a664bb722df3b5b06873",
-                "sha256:37340614f8a5d2fb9aeea67fd159bfe4f5f4ed535b1090ce8ec428b2f15a11f2",
-                "sha256:3d10de8116d25649631977cb37da6cbdd2d6fa0e0281d014a5b7d337255ca713",
-                "sha256:3d8427734c781ea5f1b41d6589c293089704d4759e34597dce91014ac125aad1",
-                "sha256:7ec5d3b029f5fa2b179325908b9cd93db28ab7b85bb6c1db56b10e0b54235177",
-                "sha256:8e56e16617872b0957d1c9742a3f94b43533447fd78321514abbe7db216aa250",
-                "sha256:de4e5f7f68220d92b7637fc99847475b59154b7a1b3868fb7385337af54ac9ca",
-                "sha256:eb8cc2afe8b05acbd84a43905832ec78e7b3873fb124ca190f574dca7389a87d",
-                "sha256:ee77aa129f481be46f8d92a1a7db57269a2f23052d5f2433b4621bb457081cc9"
-            ],
-            "version": "==3.4.7"
-        },
-        "ecdsa": {
-            "hashes": [
-                "sha256:64c613005f13efec6541bb0a33290d0d03c27abab5f15fbab20fb0ee162bdd8e",
-                "sha256:e108a5fe92c67639abae3260e43561af914e7fd0d27bae6d2ec1312ae7934dfe"
-            ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.14.1"
-        },
-        "fastapi": {
-            "hashes": [
-                "sha256:63c4592f5ef3edf30afa9a44fa7c6b7ccb20e0d3f68cd9eba07b44d552058dcb",
-                "sha256:98d8ea9591d8512fdadf255d2a8fa56515cdd8624dca4af369da73727409508e"
-            ],
-            "index": "pypi",
-            "version": "==0.63.0"
-        },
-        "h11": {
-            "hashes": [
-                "sha256:36a3cb8c0a032f56e2da7084577878a035d3b61d104230d4bd49c0c6b555a9c6",
-                "sha256:47222cb6067e4a307d535814917cd98fd0a57b6788ce715755fa2b6c28b56042"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==0.12.0"
-        },
-        "hiredis": {
-            "hashes": [
-                "sha256:04026461eae67fdefa1949b7332e488224eac9e8f2b5c58c98b54d29af22093e",
-                "sha256:04927a4c651a0e9ec11c68e4427d917e44ff101f761cd3b5bc76f86aaa431d27",
-                "sha256:07bbf9bdcb82239f319b1f09e8ef4bdfaec50ed7d7ea51a56438f39193271163",
-                "sha256:09004096e953d7ebd508cded79f6b21e05dff5d7361771f59269425108e703bc",
-                "sha256:0adea425b764a08270820531ec2218d0508f8ae15a448568109ffcae050fee26",
-                "sha256:0b39ec237459922c6544d071cdcf92cbb5bc6685a30e7c6d985d8a3e3a75326e",
-                "sha256:0d5109337e1db373a892fdcf78eb145ffb6bbd66bb51989ec36117b9f7f9b579",
-                "sha256:0f41827028901814c709e744060843c77e78a3aca1e0d6875d2562372fcb405a",
-                "sha256:11d119507bb54e81f375e638225a2c057dda748f2b1deef05c2b1a5d42686048",
-                "sha256:1233e303645f468e399ec906b6b48ab7cd8391aae2d08daadbb5cad6ace4bd87",
-                "sha256:139705ce59d94eef2ceae9fd2ad58710b02aee91e7fa0ccb485665ca0ecbec63",
-                "sha256:1f03d4dadd595f7a69a75709bc81902673fa31964c75f93af74feac2f134cc54",
-                "sha256:240ce6dc19835971f38caf94b5738092cb1e641f8150a9ef9251b7825506cb05",
-                "sha256:294a6697dfa41a8cba4c365dd3715abc54d29a86a40ec6405d677ca853307cfb",
-                "sha256:3d55e36715ff06cdc0ab62f9591607c4324297b6b6ce5b58cb9928b3defe30ea",
-                "sha256:3dddf681284fe16d047d3ad37415b2e9ccdc6c8986c8062dbe51ab9a358b50a5",
-                "sha256:3f5f7e3a4ab824e3de1e1700f05ad76ee465f5f11f5db61c4b297ec29e692b2e",
-                "sha256:508999bec4422e646b05c95c598b64bdbef1edf0d2b715450a078ba21b385bcc",
-                "sha256:5d2a48c80cf5a338d58aae3c16872f4d452345e18350143b3bf7216d33ba7b99",
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-                "sha256:fa5ae20527d8e831e8230cbffd9f8fe952815b2b7dae6ffec25318803a7528fc",
-                "sha256:fd7f6999a8070df521b6384004ef42833b9bd62cfee11a09bda1079b4b704247",
-                "sha256:fdc842473cd33f45ff6bce46aea678a54e3d21f1b61a7750ce3c498eedfe25d6",
-                "sha256:fe69978f3f768926cfa37b867e3843918e012cf83f680806599ddce33c2c68b0"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
-            "version": "==5.4.1"
-        },
-        "requests": {
-            "hashes": [
-                "sha256:27973dd4a904a4f13b263a19c866c13b92a39ed1c964655f025f3f8d3d75b804",
-                "sha256:c210084e36a42ae6b9219e00e48287def368a26d03a048ddad7bfee44f75871e"
-            ],
-            "index": "pypi",
-            "version": "==2.25.1"
-        },
-        "six": {
-            "hashes": [
-                "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926",
-                "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==1.16.0"
-        },
-        "snowballstemmer": {
-            "hashes": [
-                "sha256:b51b447bea85f9968c13b650126a888aabd4cb4463fca868ec596826325dedc2",
-                "sha256:e997baa4f2e9139951b6f4c631bad912dfd3c792467e2f03d7239464af90e914"
-            ],
-            "version": "==2.1.0"
-        },
-        "toml": {
-            "hashes": [
-                "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b",
-                "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"
-            ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.10.2"
-        },
-        "urllib3": {
-            "hashes": [
-                "sha256:753a0374df26658f99d826cfe40394a686d05985786d946fbe4165b5148f5a7c",
-                "sha256:a7acd0977125325f516bda9735fa7142b909a8d01e8b2e4c8108d0984e6e0098"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4' and python_version < '4'",
-            "version": "==1.26.5"
-        },
-        "virtualenv": {
-            "hashes": [
-                "sha256:14fdf849f80dbb29a4eb6caa9875d476ee2a5cf76a5f5415fa2f1606010ab467",
-                "sha256:2b0126166ea7c9c3661f5b8e06773d28f83322de7a3ff7d06f0aed18c9de6a76"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==20.4.7"
-        }
-    }
-}
diff --git a/docker-compose.yml b/docker-compose.yml
index bff1d56..82d4ada 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -24,8 +24,8 @@ services:
       context: .
       dockerfile: Dockerfile
     volumes:
-      - ./logs:/app/logs
-      - .:/app:ro
+      - ./logs:/pixels/logs
+      - .:/pixels:ro
     tty: true
     depends_on:
       - postgres
diff --git a/gunicorn_conf.py b/gunicorn_conf.py
new file mode 100644
index 0000000..34835c8
--- /dev/null
+++ b/gunicorn_conf.py
@@ -0,0 +1,70 @@
+# This code is sourced from https://github.com/tiangolo/uvicorn-gunicorn-docker
+# There isn't a 3.9.5 image yet, so we had to make our own
+
+import json
+import multiprocessing
+import os
+
+workers_per_core_str = os.getenv("WORKERS_PER_CORE", "1")
+max_workers_str = os.getenv("MAX_WORKERS")
+use_max_workers = None
+if max_workers_str:
+    use_max_workers = int(max_workers_str)
+web_concurrency_str = os.getenv("WEB_CONCURRENCY", None)
+
+host = os.getenv("HOST", "0.0.0.0")
+port = os.getenv("PORT", "80")
+bind_env = os.getenv("BIND", None)
+use_loglevel = os.getenv("LOG_LEVEL", "info")
+if bind_env:
+    use_bind = bind_env
+else:
+    use_bind = f"{host}:{port}"
+
+cores = multiprocessing.cpu_count()
+workers_per_core = float(workers_per_core_str)
+default_web_concurrency = workers_per_core * cores
+if web_concurrency_str:
+    web_concurrency = int(web_concurrency_str)
+    assert web_concurrency > 0
+else:
+    web_concurrency = max(int(default_web_concurrency), 2)
+    if use_max_workers:
+        web_concurrency = min(web_concurrency, use_max_workers)
+accesslog_var = os.getenv("ACCESS_LOG", "-")
+use_accesslog = accesslog_var or None
+errorlog_var = os.getenv("ERROR_LOG", "-")
+use_errorlog = errorlog_var or None
+graceful_timeout_str = os.getenv("GRACEFUL_TIMEOUT", "120")
+timeout_str = os.getenv("TIMEOUT", "120")
+keepalive_str = os.getenv("KEEP_ALIVE", "5")
+
+# Gunicorn config variables
+loglevel = use_loglevel
+workers = web_concurrency
+bind = use_bind
+errorlog = use_errorlog
+worker_tmp_dir = "/dev/shm"
+accesslog = use_accesslog
+graceful_timeout = int(graceful_timeout_str)
+timeout = int(timeout_str)
+keepalive = int(keepalive_str)
+
+
+# For debugging and testing
+log_data = {
+    "loglevel": loglevel,
+    "workers": workers,
+    "bind": bind,
+    "graceful_timeout": graceful_timeout,
+    "timeout": timeout,
+    "keepalive": keepalive,
+    "errorlog": errorlog,
+    "accesslog": accesslog,
+    # Additional, non-gunicorn variables
+    "workers_per_core": workers_per_core,
+    "use_max_workers": use_max_workers,
+    "host": host,
+    "port": port,
+}
+print(json.dumps(log_data))
diff --git a/pixels/pixels.py b/pixels/pixels.py
index 2786ebd..17c5d71 100644
--- a/pixels/pixels.py
+++ b/pixels/pixels.py
@@ -53,7 +53,7 @@
 redis_pool: t.Optional[aioredis.Redis] = None
 
 
-def custom_openapi() -> t.Dict[str, t.Any]:
+def custom_openapi() -> dict[str, t.Any]:
     """Creates a custom OpenAPI schema."""
     if app.openapi_schema:
         return app.openapi_schema
@@ -148,7 +148,7 @@ async def setup_data(request: Request, callnext: t.Callable) -> Response:
     return response
 
 
-def build_oauth_token_request(code: str) -> t.Tuple[dict, dict]:
+def build_oauth_token_request(code: str) -> tuple[dict, dict]:
     """Given a code, return a dict of query params needed to complete the oath flow."""
     query = dict(
         client_id=constants.client_id,
@@ -311,7 +311,7 @@ async def set_mod(request: Request, user: User) -> Message:
 
 
 @app.post("/mod_ban", tags=["Moderation Endpoints"], include_in_schema=constants.prod_hide, response_model=ModBan)
-async def ban_users(request: Request, user_list: t.List[User]) -> ModBan:
+async def ban_users(request: Request, user_list: list[User]) -> ModBan:
     """Ban users from using the API."""
     request.state.auth.raise_unless_mod()
 
diff --git a/pixels/utils/ratelimits.py b/pixels/utils/ratelimits.py
index 5f1a94d..07b6b66 100644
--- a/pixels/utils/ratelimits.py
+++ b/pixels/utils/ratelimits.py
@@ -1,5 +1,3 @@
-from __future__ import annotations
-
 import asyncio
 import functools
 import hashlib
@@ -73,7 +71,7 @@ def __init__(
 
         # Bucket Params
         self.ROUTE_NAME: typing.Optional[str] = None
-        self.ROUTES: typing.List[str] = []
+        self.ROUTES: list[str] = []
         self.BYPASS = bypass
 
         _limits_type = namedtuple("LIMITS", "requests, time_unit, cooldown")
@@ -255,10 +253,10 @@ class UserRedis(__BucketBase):
     @dataclass
     class _StateVariables:
         remaining_requests: typing.Optional[int]
-        clean_up_tasks: typing.List[typing.Callable]
+        clean_up_tasks: list[typing.Callable]
         user_id: int
 
-    state: typing.Dict[int, _StateVariables]
+    state: dict[int, _StateVariables]
 
     redis: typing.Optional[Redis] = None
 
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..7870ed6
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,1398 @@
+[[package]]
+name = "aiofiles"
+version = "0.7.0"
+description = "File support for asyncio."
+category = "main"
+optional = false
+python-versions = ">=3.6,<4.0"
+
+[[package]]
+name = "aioredis"
+version = "1.3.1"
+description = "asyncio (PEP 3156) Redis support"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+async-timeout = "*"
+hiredis = "*"
+
+[[package]]
+name = "appdirs"
+version = "1.4.4"
+description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "async-timeout"
+version = "3.0.1"
+description = "Timeout context manager for asyncio programs"
+category = "main"
+optional = false
+python-versions = ">=3.5.3"
+
+[[package]]
+name = "asyncpg"
+version = "0.23.0"
+description = "An asyncio PostgreSQL driver"
+category = "main"
+optional = false
+python-versions = ">=3.5.0"
+
+[package.extras]
+dev = ["Cython (>=0.29.20,<0.30.0)", "pytest (>=3.6.0)", "Sphinx (>=1.7.3,<1.8.0)", "sphinxcontrib-asyncio (>=0.2.0,<0.3.0)", "sphinx-rtd-theme (>=0.2.4,<0.3.0)", "pycodestyle (>=2.5.0,<2.6.0)", "flake8 (>=3.7.9,<3.8.0)", "uvloop (>=0.14.0,<0.15.0)"]
+docs = ["Sphinx (>=1.7.3,<1.8.0)", "sphinxcontrib-asyncio (>=0.2.0,<0.3.0)", "sphinx-rtd-theme (>=0.2.4,<0.3.0)"]
+test = ["pycodestyle (>=2.5.0,<2.6.0)", "flake8 (>=3.7.9,<3.8.0)", "uvloop (>=0.14.0,<0.15.0)"]
+
+[[package]]
+name = "attrs"
+version = "21.2.0"
+description = "Classes Without Boilerplate"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[package.extras]
+dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit"]
+docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface"]
+tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins"]
+
+[[package]]
+name = "certifi"
+version = "2020.12.5"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "cffi"
+version = "1.14.5"
+description = "Foreign Function Interface for Python calling C code."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pycparser = "*"
+
+[[package]]
+name = "cfgv"
+version = "3.3.0"
+description = "Validate configuration and produce human readable error messages."
+category = "dev"
+optional = false
+python-versions = ">=3.6.1"
+
+[[package]]
+name = "chardet"
+version = "4.0.0"
+description = "Universal encoding detector for Python 2 and 3"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "click"
+version = "7.1.2"
+description = "Composable command line interface toolkit"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "colorama"
+version = "0.4.4"
+description = "Cross-platform colored terminal text."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "coverage"
+version = "5.5"
+description = "Code coverage measurement for Python"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
+
+[package.extras]
+toml = ["toml"]
+
+[[package]]
+name = "cryptography"
+version = "3.4.7"
+description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = ">=1.12"
+
+[package.extras]
+docs = ["sphinx (>=1.6.5,!=1.8.0,!=3.1.0,!=3.1.1)", "sphinx-rtd-theme"]
+docstest = ["doc8", "pyenchant (>=1.6.11)", "twine (>=1.12.0)", "sphinxcontrib-spelling (>=4.0.1)"]
+pep8test = ["black", "flake8", "flake8-import-order", "pep8-naming"]
+sdist = ["setuptools-rust (>=0.11.4)"]
+ssh = ["bcrypt (>=3.1.5)"]
+test = ["pytest (>=6.0)", "pytest-cov", "pytest-subtests", "pytest-xdist", "pretend", "iso8601", "pytz", "hypothesis (>=1.11.4,!=3.79.2)"]
+
+[[package]]
+name = "distlib"
+version = "0.3.2"
+description = "Distribution utilities"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "ecdsa"
+version = "0.14.1"
+description = "ECDSA cryptographic signature library (pure python)"
+category = "main"
+optional = false
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+
+[package.dependencies]
+six = "*"
+
+[[package]]
+name = "fastapi"
+version = "0.65.1"
+description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+pydantic = ">=1.6.2,<1.7 || >1.7,<1.7.1 || >1.7.1,<1.7.2 || >1.7.2,<1.7.3 || >1.7.3,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0"
+starlette = "0.14.2"
+
+[package.extras]
+all = ["requests (>=2.24.0,<3.0.0)", "aiofiles (>=0.5.0,<0.6.0)", "jinja2 (>=2.11.2,<3.0.0)", "python-multipart (>=0.0.5,<0.0.6)", "itsdangerous (>=1.1.0,<2.0.0)", "pyyaml (>=5.3.1,<6.0.0)", "graphene (>=2.1.8,<3.0.0)", "ujson (>=4.0.1,<5.0.0)", "orjson (>=3.2.1,<4.0.0)", "email_validator (>=1.1.1,<2.0.0)", "uvicorn[standard] (>=0.12.0,<0.14.0)", "async_exit_stack (>=1.0.1,<2.0.0)", "async_generator (>=1.10,<2.0.0)"]
+dev = ["python-jose[cryptography] (>=3.1.0,<4.0.0)", "passlib[bcrypt] (>=1.7.2,<2.0.0)", "autoflake (>=1.3.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "uvicorn[standard] (>=0.12.0,<0.14.0)", "graphene (>=2.1.8,<3.0.0)"]
+doc = ["mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=6.1.4,<7.0.0)", "markdown-include (>=0.5.1,<0.6.0)", "mkdocs-markdownextradata-plugin (>=0.1.7,<0.2.0)", "typer-cli (>=0.0.9,<0.0.10)", "pyyaml (>=5.3.1,<6.0.0)"]
+test = ["pytest (==5.4.3)", "pytest-cov (==2.10.0)", "pytest-asyncio (>=0.14.0,<0.15.0)", "mypy (==0.812)", "flake8 (>=3.8.3,<4.0.0)", "black (==20.8b1)", "isort (>=5.0.6,<6.0.0)", "requests (>=2.24.0,<3.0.0)", "httpx (>=0.14.0,<0.15.0)", "email_validator (>=1.1.1,<2.0.0)", "sqlalchemy (>=1.3.18,<1.4.0)", "peewee (>=3.13.3,<4.0.0)", "databases[sqlite] (>=0.3.2,<0.4.0)", "orjson (>=3.2.1,<4.0.0)", "ujson (>=4.0.1,<5.0.0)", "async_exit_stack (>=1.0.1,<2.0.0)", "async_generator (>=1.10,<2.0.0)", "python-multipart (>=0.0.5,<0.0.6)", "aiofiles (>=0.5.0,<0.6.0)", "flask (>=1.1.2,<2.0.0)"]
+
+[[package]]
+name = "filelock"
+version = "3.0.12"
+description = "A platform independent file lock."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "flake8"
+version = "3.9.2"
+description = "the modular source code checker: pep8 pyflakes and co"
+category = "dev"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+
+[package.dependencies]
+mccabe = ">=0.6.0,<0.7.0"
+pycodestyle = ">=2.7.0,<2.8.0"
+pyflakes = ">=2.3.0,<2.4.0"
+
+[[package]]
+name = "flake8-annotations"
+version = "2.6.2"
+description = "Flake8 Type Annotation Checks"
+category = "dev"
+optional = false
+python-versions = ">=3.6.1,<4.0.0"
+
+[package.dependencies]
+flake8 = ">=3.7,<4.0"
+
+[[package]]
+name = "flake8-bugbear"
+version = "20.11.1"
+description = "A plugin for flake8 finding likely bugs and design problems in your program. Contains warnings that don't belong in pyflakes and pycodestyle."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+attrs = ">=19.2.0"
+flake8 = ">=3.0.0"
+
+[package.extras]
+dev = ["coverage", "black", "hypothesis", "hypothesmith"]
+
+[[package]]
+name = "flake8-docstrings"
+version = "1.6.0"
+description = "Extension for flake8 which uses pydocstyle to check docstrings"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+flake8 = ">=3"
+pydocstyle = ">=2.1"
+
+[[package]]
+name = "flake8-import-order"
+version = "0.18.1"
+description = "Flake8 and pylama plugin that checks the ordering of import statements."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pycodestyle = "*"
+
+[[package]]
+name = "flake8-polyfill"
+version = "1.0.2"
+description = "Polyfill package for Flake8 plugins"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+flake8 = "*"
+
+[[package]]
+name = "flake8-string-format"
+version = "0.3.0"
+description = "string format checker, plugin for flake8"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+flake8 = "*"
+
+[[package]]
+name = "flake8-tidy-imports"
+version = "4.3.0"
+description = "A flake8 plugin that helps you write tidier imports."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+flake8 = ">=3.0,<3.2.0 || >3.2.0,<4"
+
+[[package]]
+name = "flake8-todo"
+version = "0.7"
+description = "TODO notes checker, plugin for flake8"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pycodestyle = ">=2.0.0,<3.0.0"
+
+[[package]]
+name = "gunicorn"
+version = "20.1.0"
+description = "WSGI HTTP Server for UNIX"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[package.extras]
+eventlet = ["eventlet (>=0.24.1)"]
+gevent = ["gevent (>=1.4.0)"]
+setproctitle = ["setproctitle"]
+tornado = ["tornado (>=0.2)"]
+
+[[package]]
+name = "h11"
+version = "0.12.0"
+description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "hiredis"
+version = "2.0.0"
+description = "Python wrapper for hiredis"
+category = "main"
+optional = false
+python-versions = ">=3.6"
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diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..60cf5ce
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,51 @@
+[[source]]
+url = "https://pypi.python.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[tool.poetry]
+name = "pixels"
+version = "1.0.0"
+description = "A collaborative canvas, where users paint pixel by pixel, by POSTing co-ordinates and a colour code to an API."
+authors = ["Python Discord <info@pythondiscord.com>"]
+license = "MIT"
+
+[tool.poetry.dependencies]
+python = "3.9.5"
+asyncpg = "~=0.23.0"
+uvicorn = {extras = ["standard"], version = "~=0.13.4"}
+gunicorn = "~=20.1.0"
+fastapi = "~=0.65.1"
+python-decouple = "~=3.4"
+httpx = "~=0.18.1"
+python-jose = {extras = ["cryptography"], version = "~=3.2.0"}
+jinja2 = "~=3.0.1"
+aioredis = "~=1.3.1"
+aiofiles = "~=0.7.0"
+pillow = "~=8.2.0"
+
+[tool.poetry.dev-dependencies]
+coverage = "~=5.0"
+flake8 = "~=3.8"
+flake8-annotations = "~=2.0"
+flake8-bugbear = "~=20.1"
+flake8-docstrings = "~=1.4"
+flake8-import-order = "~=0.18"
+flake8-string-format = "~=0.2"
+flake8-tidy-imports = "~=4.0"
+flake8-todo = "~=0.7"
+pep8-naming = "~=0.9"
+pre-commit = "~=2.1"
+requests = "~=2.25.1"
+click = "~=7.1.2"
+taskipy = "~=1.7.0"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
+
+[tool.taskipy.tasks]
+start = "uvicorn pixels.pixels:app"
+reload = "uvicorn pixels.pixels:app --reload"
+lint = "pre-commit run --all-files"
+precommit = "pre-commit install"
diff --git a/start.sh b/start.sh
new file mode 100644
index 0000000..3fadff6
--- /dev/null
+++ b/start.sh
@@ -0,0 +1,38 @@
+#! /usr/bin/env sh
+
+# This code is sourced from https://github.com/tiangolo/uvicorn-gunicorn-docker
+# There isn't a 3.9.5 image yet, so we had to make our own
+
+set -e
+
+if [ -f /app/app/main.py ]; then
+    DEFAULT_MODULE_NAME=app.main
+elif [ -f /app/main.py ]; then
+    DEFAULT_MODULE_NAME=main
+fi
+MODULE_NAME=${MODULE_NAME:-$DEFAULT_MODULE_NAME}
+VARIABLE_NAME=${VARIABLE_NAME:-app}
+export APP_MODULE=${APP_MODULE:-"$MODULE_NAME:$VARIABLE_NAME"}
+
+if [ -f /app/gunicorn_conf.py ]; then
+    DEFAULT_GUNICORN_CONF=/app/gunicorn_conf.py
+elif [ -f /app/app/gunicorn_conf.py ]; then
+    DEFAULT_GUNICORN_CONF=/app/app/gunicorn_conf.py
+else
+    DEFAULT_GUNICORN_CONF=/gunicorn_conf.py
+fi
+export GUNICORN_CONF=${GUNICORN_CONF:-$DEFAULT_GUNICORN_CONF}
+export WORKER_CLASS=${WORKER_CLASS:-"uvicorn.workers.UvicornWorker"}
+
+# If there's a prestart.sh script in the /app directory or other path specified, run it before starting
+PRE_START_PATH=${PRE_START_PATH:-/app/prestart.sh}
+echo "Checking for script in $PRE_START_PATH"
+if [ -f $PRE_START_PATH ] ; then
+    echo "Running script $PRE_START_PATH"
+    . "$PRE_START_PATH"
+else
+    echo "There is no script $PRE_START_PATH"
+fi
+
+# Start Gunicorn
+exec gunicorn -k "$WORKER_CLASS" -c "$GUNICORN_CONF" "$APP_MODULE"