diff --git a/.github/workflows/build.yaml b/.github/workflows/build.yaml
new file mode 100644
index 0000000..063b1f9
--- /dev/null
+++ b/.github/workflows/build.yaml
@@ -0,0 +1,40 @@
+name: Build
+
+on:
+  push:
+
+permissions:
+  contents: write
+  id-token: write
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+      - uses: hynek/build-and-inspect-python-package@v2
+
+#   publish:
+#     runs-on: ubuntu-latest
+#     needs: build
+#     environment:
+#       name: publishing
+#       url: https://pypi.org/project/tap-stackexchange/
+#     if: startsWith(github.ref, 'refs/tags/')
+#     steps:
+#       - uses: actions/download-artifact@v4
+#         with:
+#           name: Packages
+#           path: dist
+#       - name: Upload wheel to release
+#         uses: svenstaro/upload-release-action@v2
+#         with:
+#           file: dist/*.whl
+#           tag: ${{ github.ref }}
+#           overwrite: true
+#           file_glob: true
+
+#       - name: Publish
+#         uses: pypa/gh-action-pypi-publish@v1.8.11
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index d710e79..0cc7832 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -13,7 +13,7 @@ jobs:
       PIP_CONSTRAINT: .github/workflows/constraints.txt
     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:
     - name: Checkout code
@@ -39,8 +39,8 @@ jobs:
         pipx install tox
         tox --version
 
-    - name: Run lint command from tox.ini
+    - name: Run tests
       env:
         TAP_STACKEXCHANGE_KEY: ${{ secrets.TAP_STACKEXCHANGE_KEY }}
       run: |
-        tox -e pytest
+        tox -e py$(echo ${{ matrix.python-version }} | tr -d .)
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 17edbb1..90fc029 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -20,11 +20,7 @@ repos:
   hooks:
     - id: ruff
       args: [--fix, --exit-non-zero-on-fix]
-
-- repo: https://github.com/psf/black
-  rev: 23.12.1
-  hooks:
-  - id: black
+    - id: ruff-format
 
 - repo: https://github.com/pre-commit/mirrors-mypy
   rev: v1.8.0
diff --git a/poetry.lock b/poetry.lock
index 52b7b56..23d9e0e 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -13,21 +13,22 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "23.1.0"
+version = "23.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
-    {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
+    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
+    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
 ]
 
 [package.extras]
 cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[docs,tests]", "pre-commit"]
+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-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
+tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
 
 [[package]]
 name = "backoff"
@@ -80,40 +81,68 @@ files = [
     {file = "backports_datetime_fromisoformat-2.0.1-pp39-pypy39_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:91042b53de903e3725209ad6d69b6994ae4819614c0decd62d05dfea23f35e2b"},
 ]
 
+[[package]]
+name = "backports-zoneinfo"
+version = "0.2.1"
+description = "Backport of the standard library zoneinfo module"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "backports.zoneinfo-0.2.1-cp36-cp36m-macosx_10_14_x86_64.whl", hash = "sha256:da6013fd84a690242c310d77ddb8441a559e9cb3d3d59ebac9aca1a57b2e18bc"},
+    {file = "backports.zoneinfo-0.2.1-cp36-cp36m-manylinux1_i686.whl", hash = "sha256:89a48c0d158a3cc3f654da4c2de1ceba85263fafb861b98b59040a5086259722"},
+    {file = "backports.zoneinfo-0.2.1-cp36-cp36m-manylinux1_x86_64.whl", hash = "sha256:1c5742112073a563c81f786e77514969acb58649bcdf6cdf0b4ed31a348d4546"},
+    {file = "backports.zoneinfo-0.2.1-cp36-cp36m-win32.whl", hash = "sha256:e8236383a20872c0cdf5a62b554b27538db7fa1bbec52429d8d106effbaeca08"},
+    {file = "backports.zoneinfo-0.2.1-cp36-cp36m-win_amd64.whl", hash = "sha256:8439c030a11780786a2002261569bdf362264f605dfa4d65090b64b05c9f79a7"},
+    {file = "backports.zoneinfo-0.2.1-cp37-cp37m-macosx_10_14_x86_64.whl", hash = "sha256:f04e857b59d9d1ccc39ce2da1021d196e47234873820cbeaad210724b1ee28ac"},
+    {file = "backports.zoneinfo-0.2.1-cp37-cp37m-manylinux1_i686.whl", hash = "sha256:17746bd546106fa389c51dbea67c8b7c8f0d14b5526a579ca6ccf5ed72c526cf"},
+    {file = "backports.zoneinfo-0.2.1-cp37-cp37m-manylinux1_x86_64.whl", hash = "sha256:5c144945a7752ca544b4b78c8c41544cdfaf9786f25fe5ffb10e838e19a27570"},
+    {file = "backports.zoneinfo-0.2.1-cp37-cp37m-win32.whl", hash = "sha256:e55b384612d93be96506932a786bbcde5a2db7a9e6a4bb4bffe8b733f5b9036b"},
+    {file = "backports.zoneinfo-0.2.1-cp37-cp37m-win_amd64.whl", hash = "sha256:a76b38c52400b762e48131494ba26be363491ac4f9a04c1b7e92483d169f6582"},
+    {file = "backports.zoneinfo-0.2.1-cp38-cp38-macosx_10_14_x86_64.whl", hash = "sha256:8961c0f32cd0336fb8e8ead11a1f8cd99ec07145ec2931122faaac1c8f7fd987"},
+    {file = "backports.zoneinfo-0.2.1-cp38-cp38-manylinux1_i686.whl", hash = "sha256:e81b76cace8eda1fca50e345242ba977f9be6ae3945af8d46326d776b4cf78d1"},
+    {file = "backports.zoneinfo-0.2.1-cp38-cp38-manylinux1_x86_64.whl", hash = "sha256:7b0a64cda4145548fed9efc10322770f929b944ce5cee6c0dfe0c87bf4c0c8c9"},
+    {file = "backports.zoneinfo-0.2.1-cp38-cp38-win32.whl", hash = "sha256:1b13e654a55cd45672cb54ed12148cd33628f672548f373963b0bff67b217328"},
+    {file = "backports.zoneinfo-0.2.1-cp38-cp38-win_amd64.whl", hash = "sha256:4a0f800587060bf8880f954dbef70de6c11bbe59c673c3d818921f042f9954a6"},
+    {file = "backports.zoneinfo-0.2.1.tar.gz", hash = "sha256:fadbfe37f74051d024037f223b8e001611eac868b5c5b06144ef4d8b799862f2"},
+]
+
+[package.extras]
+tzdata = ["tzdata"]
+
 [[package]]
 name = "cattrs"
-version = "23.1.2"
+version = "23.2.3"
 description = "Composable complex class support for attrs and dataclasses."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "cattrs-23.1.2-py3-none-any.whl", hash = "sha256:b2bb14311ac17bed0d58785e5a60f022e5431aca3932e3fc5cc8ed8639de50a4"},
-    {file = "cattrs-23.1.2.tar.gz", hash = "sha256:db1c821b8c537382b2c7c66678c3790091ca0275ac486c76f3c8f3920e83c657"},
+    {file = "cattrs-23.2.3-py3-none-any.whl", hash = "sha256:0341994d94971052e9ee70662542699a3162ea1e0c62f7ce1b4a57f563685108"},
+    {file = "cattrs-23.2.3.tar.gz", hash = "sha256:a934090d95abaa9e911dac357e3a8699e0b4b14f8529bcc7d2b1ad9d51672b9f"},
 ]
 
 [package.dependencies]
-attrs = ">=20"
-exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
-typing_extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}
+attrs = ">=23.1.0"
+exceptiongroup = {version = ">=1.1.1", markers = "python_version < \"3.11\""}
+typing-extensions = {version = ">=4.1.0,<4.6.3 || >4.6.3", markers = "python_version < \"3.11\""}
 
 [package.extras]
-bson = ["pymongo (>=4.2.0,<5.0.0)"]
-cbor2 = ["cbor2 (>=5.4.6,<6.0.0)"]
-msgpack = ["msgpack (>=1.0.2,<2.0.0)"]
-orjson = ["orjson (>=3.5.2,<4.0.0)"]
-pyyaml = ["PyYAML (>=6.0,<7.0)"]
-tomlkit = ["tomlkit (>=0.11.4,<0.12.0)"]
-ujson = ["ujson (>=5.4.0,<6.0.0)"]
+bson = ["pymongo (>=4.4.0)"]
+cbor2 = ["cbor2 (>=5.4.6)"]
+msgpack = ["msgpack (>=1.0.5)"]
+orjson = ["orjson (>=3.9.2)"]
+pyyaml = ["pyyaml (>=6.0)"]
+tomlkit = ["tomlkit (>=0.11.8)"]
+ujson = ["ujson (>=5.7.0)"]
 
 [[package]]
 name = "certifi"
-version = "2023.7.22"
+version = "2023.11.17"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2023.7.22-py3-none-any.whl", hash = "sha256:92d6037539857d8206b8f6ae472e8b77db8058fec5937a1ef3f54304089edbb9"},
-    {file = "certifi-2023.7.22.tar.gz", hash = "sha256:539cc1d13202e33ca466e88b2807e29f4c13049d6d87031a3c110744495cb082"},
+    {file = "certifi-2023.11.17-py3-none-any.whl", hash = "sha256:e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474"},
+    {file = "certifi-2023.11.17.tar.gz", hash = "sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1"},
 ]
 
 [[package]]
@@ -306,34 +335,34 @@ files = [
 
 [[package]]
 name = "cryptography"
-version = "41.0.6"
+version = "41.0.7"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
 files = [
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-    {file = "cryptography-41.0.6-cp37-abi3-macosx_10_12_x86_64.whl", hash = "sha256:ae236bb8760c1e55b7a39b6d4d32d2279bc6c7c8500b7d5a13b6fb9fc97be35b"},
-    {file = "cryptography-41.0.6-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:afda76d84b053923c27ede5edc1ed7d53e3c9f475ebaf63c68e69f1403c405a8"},
-    {file = "cryptography-41.0.6-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:da46e2b5df770070412c46f87bac0849b8d685c5f2679771de277a422c7d0b86"},
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 [package.dependencies]
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 [package.extras]
-docs = ["Sphinx"]
+docs = ["Sphinx", "furo"]
 test = ["objgraph", "psutil"]
 
 [[package]]
 name = "idna"
-version = "3.4"
+version = "3.6"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.5"
 files = [
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 ]
 
 [[package]]
@@ -484,13 +514,13 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs
 
 [[package]]
 name = "importlib-resources"
-version = "6.1.0"
+version = "6.1.1"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -549,13 +579,13 @@ ply = "*"
 
 [[package]]
 name = "jsonschema"
-version = "4.19.2"
+version = "4.20.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -572,18 +602,18 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2023.7.1"
+version = "2023.12.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
 importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
-referencing = ">=0.28.0"
+referencing = ">=0.31.0"
 
 [[package]]
 name = "markupsafe"
@@ -677,37 +707,104 @@ files = [
 
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 [package.dependencies]
-python-dateutil = ">=2.6,<3.0"
-pytzdata = ">=2020.1"
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+importlib-resources = {version = ">=5.9.0", markers = "python_version < \"3.9\""}
+python-dateutil = ">=2.6"
+tzdata = ">=2020.1"
+
+[package.extras]
+test = ["time-machine (>=2.6.0)"]
 
 [[package]]
 name = "pkgutil-resolve-name"
@@ -722,13 +819,13 @@ files = [
 
 [[package]]
 name = "platformdirs"
-version = "3.11.0"
+version = "4.1.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [package.extras]
@@ -806,13 +903,13 @@ docs = ["furo (>=2022.3.4,<2023.0.0)", "myst-parser (>=0.17)", "sphinx (>=4.3.0,
 
 [[package]]
 name = "pytest"
-version = "7.4.3"
+version = "7.4.4"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -870,13 +967,13 @@ six = ">=1.5"
 
 [[package]]
 name = "python-dotenv"
-version = "0.21.1"
+version = "1.0.0"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
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 ]
 
-[[package]]
-name = "pytzdata"
-version = "2020.1"
-description = "The Olson timezone database for Python."
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-files = [
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-
 [[package]]
 name = "pyyaml"
 version = "6.0.1"
@@ -965,13 +1051,13 @@ files = [
 
 [[package]]
 name = "referencing"
-version = "0.30.2"
+version = "0.32.1"
 description = "JSON Referencing + Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1031,125 +1117,125 @@ yaml = ["pyyaml (>=5.4)"]
 
 [[package]]
 name = "rpds-py"
-version = "0.12.0"
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+    {file = "SQLAlchemy-2.0.25-py3-none-any.whl", hash = "sha256:a86b4240e67d4753dc3092d9511886795b3c2852abe599cffe108952f7af7ac3"},
+    {file = "SQLAlchemy-2.0.25.tar.gz", hash = "sha256:a2c69a7664fb2d54b8682dd774c3b54f67f84fa123cf84dda2a5f40dcaa04e08"},
 ]
 
 [package.dependencies]
 greenlet = {version = "!=0.4.17", markers = "platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\""}
-typing-extensions = ">=4.2.0"
+typing-extensions = ">=4.6.0"
 
 [package.extras]
 aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
 aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
-aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing-extensions (!=3.10.0.1)"]
+aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
 asyncio = ["greenlet (!=0.4.17)"]
 asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
 mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5)"]
@@ -1403,7 +1489,7 @@ mssql-pyodbc = ["pyodbc"]
 mypy = ["mypy (>=0.910)"]
 mysql = ["mysqlclient (>=1.4.0)"]
 mysql-connector = ["mysql-connector-python"]
-oracle = ["cx-oracle (>=8)"]
+oracle = ["cx_oracle (>=8)"]
 oracle-oracledb = ["oracledb (>=1.0.1)"]
 postgresql = ["psycopg2 (>=2.7)"]
 postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
@@ -1413,7 +1499,7 @@ postgresql-psycopg2binary = ["psycopg2-binary"]
 postgresql-psycopg2cffi = ["psycopg2cffi"]
 postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
 pymysql = ["pymysql"]
-sqlcipher = ["sqlcipher3-binary"]
+sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
 name = "tomli"
@@ -1428,13 +1514,24 @@ files = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.8.0"
+version = "4.9.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.8.0-py3-none-any.whl", hash = "sha256:8f92fc8806f9a6b641eaa5318da32b44d401efaac0f6678c9bc448ba3605faa0"},
-    {file = "typing_extensions-4.8.0.tar.gz", hash = "sha256:df8e4339e9cb77357558cbdbceca33c303714cf861d1eef15e1070055ae8b7ef"},
+    {file = "typing_extensions-4.9.0-py3-none-any.whl", hash = "sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd"},
+    {file = "typing_extensions-4.9.0.tar.gz", hash = "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783"},
+]
+
+[[package]]
+name = "tzdata"
+version = "2023.4"
+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+files = [
+    {file = "tzdata-2023.4-py2.py3-none-any.whl", hash = "sha256:aa3ace4329eeacda5b7beb7ea08ece826c28d761cda36e747cfbf97996d39bf3"},
+    {file = "tzdata-2023.4.tar.gz", hash = "sha256:dd54c94f294765522c77399649b4fefd95522479a664a0cec87f41bebc6148c9"},
 ]
 
 [[package]]
@@ -1501,5 +1598,5 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.8,<4"
-content-hash = "bb154843a33d4286fa1cf0d3de3c133324467a80218ef5a17161c2237e479e5f"
+python-versions = ">=3.8"
+content-hash = "b6b2282352fd78db35aac97c4d93ecbc9033f5f7667e7e326b72a77c95c0f370"
diff --git a/pyproject.toml b/pyproject.toml
index d0d44ad..e933d14 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,28 +3,31 @@ name = "tap-stackexchange"
 version = "0.0.1"
 description = "`tap-stackexchange` is a Singer tap for StackExchange, built with the Meltano SDK for Singer Taps."
 authors = ["Edgar Ramírez-Mondragón <edgarrm358@gmail.com>"]
+classifiers = [
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3.8",
+    "Programming Language :: Python :: 3.9",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
+]
 keywords = [
     "ELT",
     "StackExchange",
 ]
-license = "Apache 2.0"
+license = "Apache-2.0"
+readme = "README.md"
 
 [tool.poetry.dependencies]
-python = ">=3.8,<4"
-pyrate-limiter = "==3.*"
-requests-cache = "==1.*"
+python = ">=3.8"
+pyrate-limiter = { version = "==3.*", python = "<4" }
+requests-cache = { version = "==1.*", python = "<4" }
 singer-sdk = "0.34.*"
 
 [tool.poetry.group.dev.dependencies]
-pytest-httpserver = "^1.0.8"
+pytest-httpserver = { version = "^1.0.8", python = "<4" }
 singer-sdk = {extras = ["testing"], version = ">=0.23.0"}
 
-[tool.black]
-line-length = 88
-
-[tool.pytest.ini_options]
-addopts = "-vvv"
-
 [[tool.mypy.overrides]]
 module = [
     "ratelimit",
@@ -32,7 +35,7 @@ module = [
 ignore_missing_imports = true
 
 [build-system]
-requires = ["poetry-core>=1.0.8"]
+requires = ["poetry-core==1.8.1"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.poetry.scripts]
@@ -40,11 +43,14 @@ build-backend = "poetry.core.masonry.api"
 tap-stackexchange = 'tap_stackexchange.tap:TapStackExchange.cli'
 
 [tool.ruff]
+line-length = 88
+target-version = "py38"
+
+[tool.ruff.lint]
 ignore = [
     "ANN101",  # missing-type-self
 ]
 select = ["ALL"]
-target-version = "py38"
 
 [tool.ruff.flake8-annotations]
 allow-star-arg-any = true
diff --git a/tap_stackexchange/tap.py b/tap_stackexchange/tap.py
index db684c3..cdd45d9 100644
--- a/tap_stackexchange/tap.py
+++ b/tap_stackexchange/tap.py
@@ -47,7 +47,7 @@ class TapStackExchange(Tap):
         th.Property(
             "tags",
             th.ArrayType(th.StringType),
-            default=[],
+            default=["LimeSurvey"],
             description="Question tags",
         ),
         th.Property(
diff --git a/tox.ini b/tox.ini
index 22519f9..e0c89c8 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,20 +1,17 @@
 # This file can be used to customize tox tests as well as other test frameworks like flake8 and mypy
 
 [tox]
-envlist = py310
-isolated_build = true
+requires =
+    tox>=4
+envlist = py{38,39,310,311,312}
 
 [testenv]
-allowlist_externals = poetry
-
-[testenv:pytest]
-# Run the python tests.
-# To execute, run `tox -e pytest`
 passenv = TAP_STACKEXCHANGE_*
-envlist = py38, py39, py310, py311
+deps =
+    pytest-httpserver
+    singer-sdk[testing]
 commands =
-    poetry install -v
-    poetry run pytest
+    pytest
 
 [flake8]
 select = DAR