diff --git a/.github/dependabot.yml b/.github/dependabot.yml
new file mode 100644
index 0000000..dd756d3
--- /dev/null
+++ b/.github/dependabot.yml
@@ -0,0 +1,16 @@
+version: 2
+updates:
+  - package-ecosystem: "pip"
+    directory: "/"
+    schedule:
+      interval: daily
+      time: "12:00"
+  - package-ecosystem: github-actions
+    directory: "/"
+    schedule:
+      interval: weekly
+    labels: [deps]
+    groups:
+      actions:
+        patterns:
+          - "*"
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index efb1a10..6aa8ae0 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -15,7 +15,7 @@ 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
@@ -32,7 +32,7 @@ jobs:
     - uses: isbang/compose-action@v1.4.1
   
     - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v4.6.0
+      uses: actions/setup-python@v5
       with:
         python-version: ${{ matrix.python-version }}
 
@@ -42,17 +42,20 @@ jobs:
         pip --version
     - name: Install Poetry
       run: |
-        pip install poetry
+        pipx install poetry
         poetry --version
+    - name: Install Tox
+      run: |
+        pipx install tox
+        tox --version
     - name: Install dependencies
       run: |
         poetry install
-    - name: Run pytest
-      run: |
-        poetry run pytest
+    # - name: Run pytest
+    #   run: |
+    #     poetry run pytest
     - name: Run lint
       run: |
-        poetry run tox -e lint
-
+        tox -e typing
 
 # To test mysql client 1. docker exec -it 012c /bin/bash (ssh server) 2. apk add mysql mysql-client 3. mysql -h 10.5.0.5 -P 3306 -u root -ppassword 
\ No newline at end of file
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..979005c
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,20 @@
+ci:
+  autofix_prs: false
+  autoupdate_schedule: weekly
+  autoupdate_commit_msg: 'chore: pre-commit autoupdate'
+
+repos:
+- repo: https://github.com/pre-commit/pre-commit-hooks
+  rev: v4.5.0
+  hooks:
+  - id: check-json
+  - id: check-toml
+  - id: end-of-file-fixer
+  - id: trailing-whitespace
+
+- repo: https://github.com/astral-sh/ruff-pre-commit
+  rev: v0.2.0
+  hooks:
+  - id: ruff
+    args: [--fix]
+  - id: ruff-format
diff --git a/poetry.lock b/poetry.lock
index ee45011..25723c8 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
 
 [[package]]
 name = "appdirs"
@@ -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"
@@ -41,208 +42,224 @@ files = [
 ]
 
 [[package]]
-name = "bcrypt"
-version = "4.0.1"
-description = "Modern password hashing for your software and your servers"
+name = "backports-datetime-fromisoformat"
+version = "2.0.1"
+description = "Backport of Python 3.11's datetime.fromisoformat"
+optional = false
+python-versions = ">3"
+files = [
+    {file = "backports-datetime-fromisoformat-2.0.1.tar.gz", hash = "sha256:1b6afca7f47019c22df43062cde73c1af65fbdebc66520f352c690d52fd27127"},
+    {file = "backports_datetime_fromisoformat-2.0.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:b739ccd3f36244f618f1fbc21d89894d9dc9d1d75a68762fcf917d433df38ae3"},
+    {file = "backports_datetime_fromisoformat-2.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:afd072ca32f2ca4e838e0f7b61a56168d98837ee9a182c567a49a834e07c2b98"},
+    {file = "backports_datetime_fromisoformat-2.0.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1a136d85f8b1db4747aa9e56a8caa0ba77c5c25b761b18e2169ea7b1b516f012"},
+    {file = "backports_datetime_fromisoformat-2.0.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5d3a0579958ade7db62c8238163e05d46a4de61c99cebb40031ed7409a44d5f6"},
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+]
+
+[[package]]
+name = "backports-zoneinfo"
+version = "0.2.1"
+description = "Backport of the standard library zoneinfo module"
 optional = false
 python-versions = ">=3.6"
 files = [
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 [package.extras]
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 [package.extras]
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 ]
 
 [package.dependencies]
@@ -250,86 +267,101 @@ pycparser = "*"
 
 [[package]]
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 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
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 ]
 
 [[package]]
@@ -359,80 +391,67 @@ files = [
 
 [[package]]
 name = "cryptography"
-version = "41.0.3"
+version = "42.0.2"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
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 test-randomorder = ["pytest-randomly"]
 
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 [package.extras]
-docs = ["Sphinx", "docutils (<0.18)"]
+docs = ["Sphinx", "furo"]
 test = ["objgraph", "psutil"]
 
 [[package]]
 name = "idna"
-version = "3.4"
+version = "3.6"
 description = "Internationalized Domain Names in Applications (IDNA)"
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 python-versions = ">=3.5"
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+[[package]]
+name = "importlib-metadata"
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+description = "Read metadata from Python packages"
+optional = false
+python-versions = ">=3.8"
+files = [
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+[package.dependencies]
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+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+perf = ["ipython"]
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+
 [[package]]
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-version = "5.12.0"
+version = "6.1.1"
 description = "Read resources from Python packages"
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-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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 [package.extras]
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+testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff", "zipp (>=3.17)"]
 
 [[package]]
 name = "inflection"
@@ -662,23 +648,6 @@ files = [
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-description = "A Python utility / library to sort Python imports."
-optional = false
-python-versions = ">=3.8.0"
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-
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-plugins = ["setuptools"]
-requirements-deprecated-finder = ["pip-api", "pipreqs"]
-
 [[package]]
 name = "jmespath"
 version = "1.0.1"
@@ -703,30 +672,27 @@ files = [
 
 [[package]]
 name = "jsonpath-ng"
-version = "1.5.3"
+version = "1.6.1"
 description = "A final implementation of JSONPath for Python that aims to be standard compliant, including arithmetic and binary comparison operators and providing clear AST for metaprogramming."
 optional = false
 python-versions = "*"
 files = [
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 [package.dependencies]
-decorator = "*"
 ply = "*"
-six = "*"
 
 [[package]]
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-version = "4.19.0"
+version = "4.21.1"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -743,29 +709,18 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
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-version = "2023.7.1"
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 [package.dependencies]
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 [[package]]
 name = "memoization"
@@ -779,38 +734,38 @@ files = [
 
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 [package.dependencies]
@@ -821,6 +776,7 @@ typing-extensions = ">=4.1.0"
 [package.extras]
 dmypy = ["psutil (>=4.0)"]
 install-types = ["pip"]
+mypyc = ["setuptools (>=50)"]
 reports = ["lxml"]
 
 [[package]]
@@ -838,7 +794,7 @@ files = [
 name = "mysqlclient"
 version = "2.2.0"
 description = "Python interface to MySQL"
-optional = false
+optional = true
 python-versions = ">=3.8"
 files = [
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@@ -852,24 +808,24 @@ files = [
 
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 name = "packaging"
-version = "23.1"
+version = "23.2"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
 name = "paramiko"
-version = "3.3.1"
+version = "3.4.0"
 description = "SSH2 protocol library"
 optional = false
 python-versions = ">=3.6"
 files = [
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 gssapi = ["gssapi (>=1.4.1)", "pyasn1 (>=0.1.7)", "pywin32 (>=2.1.8)"]
 invoke = ["invoke (>=2.0)"]
 
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-
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 description = "Python datetimes made easy"
 optional = false
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 ]
 
 [package.dependencies]
-python-dateutil = ">=2.6,<3.0"
-pytzdata = ">=2020.1"
+"backports.zoneinfo" = {version = ">=0.2.1", markers = "python_version < \"3.9\""}
+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"
@@ -938,30 +950,15 @@ files = [
     {file = "pkgutil_resolve_name-1.3.10.tar.gz", hash = "sha256:357d6c9e6a755653cfd78893817c0853af365dd51ec97f3d358a819373bbd174"},
 ]
 
-[[package]]
-name = "platformdirs"
-version = "3.10.0"
-description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-optional = false
-python-versions = ">=3.7"
-files = [
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-
-[package.extras]
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-test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)"]
-
 [[package]]
 name = "pluggy"
-version = "1.2.0"
+version = "1.4.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "pluggy-1.2.0-py3-none-any.whl", hash = "sha256:c2fd55a7d7a3863cba1a013e4e2414658b1d07b6bc57b3919e0c63c9abb99849"},
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 ]
 
 [package.extras]
@@ -979,28 +976,6 @@ files = [
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 ]
 
-[[package]]
-name = "py"
-version = "1.11.0"
-description = "library with cross-python path, ini-parsing, io, code, log facilities"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-files = [
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-]
-
-[[package]]
-name = "pycodestyle"
-version = "2.9.1"
-description = "Python style guide checker"
-optional = false
-python-versions = ">=3.6"
-files = [
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-]
-
 [[package]]
 name = "pycparser"
 version = "2.21"
@@ -1012,34 +987,6 @@ files = [
     {file = "pycparser-2.21.tar.gz", hash = "sha256:e644fdec12f7872f86c58ff790da456218b10f863970249516d60a5eaca77206"},
 ]
 
-[[package]]
-name = "pydocstyle"
-version = "6.3.0"
-description = "Python docstring style checker"
-optional = false
-python-versions = ">=3.6"
-files = [
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-]
-
-[package.dependencies]
-snowballstemmer = ">=2.2.0"
-
-[package.extras]
-toml = ["tomli (>=1.2.3)"]
-
-[[package]]
-name = "pyflakes"
-version = "2.5.0"
-description = "passive checker of Python programs"
-optional = false
-python-versions = ">=3.6"
-files = [
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-]
-
 [[package]]
 name = "pyjwt"
 version = "2.8.0"
@@ -1057,6 +1004,21 @@ dev = ["coverage[toml] (==5.0.4)", "cryptography (>=3.4.0)", "pre-commit", "pyte
 docs = ["sphinx (>=4.5.0,<5.0.0)", "sphinx-rtd-theme", "zope.interface"]
 tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 
+[[package]]
+name = "pymysql"
+version = "1.1.0"
+description = "Pure Python MySQL Driver"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "PyMySQL-1.1.0-py3-none-any.whl", hash = "sha256:8969ec6d763c856f7073c4c64662882675702efcb114b4bcbb955aea3a069fa7"},
+    {file = "PyMySQL-1.1.0.tar.gz", hash = "sha256:4f13a7df8bf36a51e81dd9f3605fede45a4878fe02f9236349fd82a3f0612f96"},
+]
+
+[package.extras]
+ed25519 = ["PyNaCl (>=1.4.0)"]
+rsa = ["cryptography"]
+
 [[package]]
 name = "pynacl"
 version = "1.5.0"
@@ -1085,13 +1047,13 @@ tests = ["hypothesis (>=3.27.0)", "pytest (>=3.2.1,!=3.3.0)"]
 
 [[package]]
 name = "pytest"
-version = "7.4.0"
+version = "8.0.0"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "pytest-7.4.0-py3-none-any.whl", hash = "sha256:78bf16451a2eb8c7a2ea98e32dc119fd2aa758f1d5d66dbf0a59d69a3969df32"},
-    {file = "pytest-7.4.0.tar.gz", hash = "sha256:b4bf8c45bd59934ed84001ad51e11b4ee40d40a1229d2c79f9c592b0a3f6bd8a"},
+    {file = "pytest-8.0.0-py3-none-any.whl", hash = "sha256:50fb9cbe836c3f20f0dfa99c565201fb75dc54c8d76373cd1bde06b06657bdb6"},
+    {file = "pytest-8.0.0.tar.gz", hash = "sha256:249b1b0864530ba251b7438274c4d251c58d868edaaec8762893ad4a0d71c36c"},
 ]
 
 [package.dependencies]
@@ -1099,7 +1061,7 @@ colorama = {version = "*", markers = "sys_platform == \"win32\""}
 exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 iniconfig = "*"
 packaging = "*"
-pluggy = ">=0.12,<2.0"
+pluggy = ">=1.3.0,<2.0"
 tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
@@ -1135,13 +1097,13 @@ six = ">=1.5"
 
 [[package]]
 name = "python-dotenv"
-version = "0.21.1"
+version = "1.0.1"
 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 = [
-    {file = "python-dotenv-0.21.1.tar.gz", hash = "sha256:1c93de8f636cde3ce377292818d0e440b6e45a82f215c3744979151fa8151c49"},
-    {file = "python_dotenv-0.21.1-py3-none-any.whl", hash = "sha256:41e12e0318bebc859fcc4d97d4db8d20ad21721a6aa5047dd59f090391cb549a"},
+    {file = "python-dotenv-1.0.1.tar.gz", hash = "sha256:e324ee90a023d808f1959c46bcbc04446a10ced277783dc6ee09987c37ec10ca"},
+    {file = "python_dotenv-1.0.1-py3-none-any.whl", hash = "sha256:f7b63ef50f1b690dddf550d03497b66d609393b40b564ed0d674909a68ebf16a"},
 ]
 
 [package.extras]
@@ -1149,24 +1111,13 @@ cli = ["click (>=5.0)"]
 
 [[package]]
 name = "pytz"
-version = "2023.3"
+version = "2024.1"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 files = [
-    {file = "pytz-2023.3-py2.py3-none-any.whl", hash = "sha256:a151b3abb88eda1d4e34a9814df37de2a80e301e68ba0fd856fb9b46bfbbbffb"},
-    {file = "pytz-2023.3.tar.gz", hash = "sha256:1d8ce29db189191fb55338ee6d0387d82ab59f3d00eac103412d64e0ebd0c588"},
-]
-
-[[package]]
-name = "pytzdata"
-version = "2020.1"
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+    {file = "SQLAlchemy-2.0.25-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:1b1180cda6df7af84fe72e4530f192231b1f29a7496951db4ff38dac1687202d"},
+    {file = "SQLAlchemy-2.0.25-cp39-cp39-win32.whl", hash = "sha256:555651adbb503ac7f4cb35834c5e4ae0819aab2cd24857a123370764dc7d7e24"},
+    {file = "SQLAlchemy-2.0.25-cp39-cp39-win_amd64.whl", hash = "sha256:dc55990143cbd853a5d038c05e79284baedf3e299661389654551bd02a6a68d7"},
+    {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 = "python_version >= \"3\" and (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\")"}
+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 = ">=4.6.0"
 
 [package.extras]
-aiomysql = ["aiomysql", "greenlet (!=0.4.17)"]
-aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing-extensions (!=3.10.0.1)"]
+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)"]
 asyncio = ["greenlet (!=0.4.17)"]
-asyncmy = ["asyncmy (>=0.2.3,!=0.2.4)", "greenlet (!=0.4.17)"]
-mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2)"]
+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)"]
 mssql = ["pyodbc"]
 mssql-pymssql = ["pymssql"]
 mssql-pyodbc = ["pyodbc"]
-mypy = ["mypy (>=0.910)", "sqlalchemy2-stubs"]
-mysql = ["mysqlclient (>=1.4.0)", "mysqlclient (>=1.4.0,<2)"]
+mypy = ["mypy (>=0.910)"]
+mysql = ["mysqlclient (>=1.4.0)"]
 mysql-connector = ["mysql-connector-python"]
-oracle = ["cx-oracle (>=7)", "cx-oracle (>=7,<8)"]
+oracle = ["cx_oracle (>=8)"]
+oracle-oracledb = ["oracledb (>=1.0.1)"]
 postgresql = ["psycopg2 (>=2.7)"]
 postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
-postgresql-pg8000 = ["pg8000 (>=1.16.6,!=1.29.0)"]
+postgresql-pg8000 = ["pg8000 (>=1.29.1)"]
+postgresql-psycopg = ["psycopg (>=3.0.7)"]
 postgresql-psycopg2binary = ["psycopg2-binary"]
 postgresql-psycopg2cffi = ["psycopg2cffi"]
-pymysql = ["pymysql", "pymysql (<1)"]
-sqlcipher = ["sqlcipher3-binary"]
+postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
+pymysql = ["pymysql"]
+sqlcipher = ["sqlcipher3_binary"]
 
 [[package]]
 name = "sshtunnel"
@@ -1683,39 +1661,39 @@ files = [
 ]
 
 [[package]]
-name = "tox"
-version = "3.28.0"
-description = "tox is a generic virtualenv management and test command line tool"
+name = "types-paramiko"
+version = "3.4.0.20240120"
+description = "Typing stubs for paramiko"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+python-versions = ">=3.8"
 files = [
-    {file = "tox-3.28.0-py2.py3-none-any.whl", hash = "sha256:57b5ab7e8bb3074edc3c0c0b4b192a4f3799d3723b2c5b76f1fa9f2d40316eea"},
-    {file = "tox-3.28.0.tar.gz", hash = "sha256:d0d28f3fe6d6d7195c27f8b054c3e99d5451952b54abdae673b71609a581f640"},
+    {file = "types-paramiko-3.4.0.20240120.tar.gz", hash = "sha256:07e5992e995c2266a0803a332a69d912036be7664ca36a1ca01dac1b67643132"},
+    {file = "types_paramiko-3.4.0.20240120-py3-none-any.whl", hash = "sha256:b0b44764c6c61a3e7629ee5923dc78b1a22b1d029522df321997697501e30d97"},
 ]
 
 [package.dependencies]
-colorama = {version = ">=0.4.1", markers = "platform_system == \"Windows\""}
-filelock = ">=3.0.0"
-packaging = ">=14"
-pluggy = ">=0.12.0"
-py = ">=1.4.17"
-six = ">=1.14.0"
-tomli = {version = ">=2.0.1", markers = "python_version >= \"3.7\" and python_version < \"3.11\""}
-virtualenv = ">=16.0.0,<20.0.0 || >20.0.0,<20.0.1 || >20.0.1,<20.0.2 || >20.0.2,<20.0.3 || >20.0.3,<20.0.4 || >20.0.4,<20.0.5 || >20.0.5,<20.0.6 || >20.0.6,<20.0.7 || >20.0.7"
-
-[package.extras]
-docs = ["pygments-github-lexers (>=0.0.5)", "sphinx (>=2.0.0)", "sphinxcontrib-autoprogram (>=0.1.5)", "towncrier (>=18.5.0)"]
-testing = ["flaky (>=3.4.0)", "freezegun (>=0.3.11)", "pathlib2 (>=2.3.3)", "psutil (>=5.6.1)", "pytest (>=4.0.0)", "pytest-cov (>=2.5.1)", "pytest-mock (>=1.10.0)", "pytest-randomly (>=1.0.0)"]
+cryptography = ">=37.0.0"
 
 [[package]]
 name = "typing-extensions"
-version = "4.7.1"
-description = "Backported and Experimental Type Hints for Python 3.7+"
+version = "4.9.0"
+description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
+    {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 = "typing_extensions-4.7.1-py3-none-any.whl", hash = "sha256:440d5dd3af93b060174bf433bccd69b0babc3b15b1a8dca43789fd7f61514b36"},
-    {file = "typing_extensions-4.7.1.tar.gz", hash = "sha256:b75ddc264f0ba5615db7ba217daeb99701ad295353c45f9e95963337ceeeffb2"},
+    {file = "tzdata-2023.4-py2.py3-none-any.whl", hash = "sha256:aa3ace4329eeacda5b7beb7ea08ece826c28d761cda36e747cfbf97996d39bf3"},
+    {file = "tzdata-2023.4.tar.gz", hash = "sha256:dd54c94f294765522c77399649b4fefd95522479a664a0cec87f41bebc6148c9"},
 ]
 
 [[package]]
@@ -1734,45 +1712,26 @@ brotli = ["brotli (==1.0.9)", "brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotl
 secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
-[[package]]
-name = "virtualenv"
-version = "20.24.3"
-description = "Virtual Python Environment builder"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "virtualenv-20.24.3-py3-none-any.whl", hash = "sha256:95a6e9398b4967fbcb5fef2acec5efaf9aa4972049d9ae41f95e0972a683fd02"},
-    {file = "virtualenv-20.24.3.tar.gz", hash = "sha256:e5c3b4ce817b0b328af041506a2a299418c98747c4b1e68cb7527e74ced23efc"},
-]
-
-[package.dependencies]
-distlib = ">=0.3.7,<1"
-filelock = ">=3.12.2,<4"
-platformdirs = ">=3.9.1,<4"
-
-[package.extras]
-docs = ["furo (>=2023.5.20)", "proselint (>=0.13)", "sphinx (>=7.0.1)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
-test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
-
 [[package]]
 name = "zipp"
-version = "3.16.2"
+version = "3.17.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.16.2-py3-none-any.whl", hash = "sha256:679e51dd4403591b2d6838a48de3d283f3d188412a9782faadf845f298736ba0"},
-    {file = "zipp-3.16.2.tar.gz", hash = "sha256:ebc15946aa78bd63458992fc81ec3b6f7b1e92d51c35e6de1c3804e73b799147"},
+    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
+    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
 testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
 
 [extras]
+binary = ["mysqlclient"]
 s3 = ["fs-s3fs"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = "<3.12,>=3.8.1"
-content-hash = "d3b65e9dc01aac39eadf7f2d099d7c983a5b85400a101ce3f233eeb20de94182"
+python-versions = ">=3.8"
+content-hash = "b472e26b5570fcdb5d16bc643d9eaf6995add390b0de8c2e40ad5e3b8142884e"
diff --git a/pyproject.toml b/pyproject.toml
index 46c72df..5a5adb9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,62 +11,64 @@ keywords = [
 license = "Apache-2.0"
 
 [tool.poetry.dependencies]
-python = "<3.12,>=3.8.1"
-singer-sdk = { version="^0.30.0" }
-mysqlclient = "^2.2.0"
-fs-s3fs = { version = "^1.1.1", optional = true }
+python = ">=3.8"
+fs-s3fs = { version = "==1.1.1", optional = true }
+singer-sdk = { version="~=0.34.0" }
+pymysql = "==1.1.0"
 sshtunnel = "0.4.0"
 
-[tool.poetry.dev-dependencies]
-pytest = "^7.3.2"
-tox = "^3.24.4"
-flake8 = "^5.0.4"
-flake8-docstrings = "^1.7.0"
-black = "23.1.0"
-mypy = "^1.0"
-isort = "^5.11.5"
-remote-pdb="2.1.0"
-
-[tool.isort]
-profile = "black"
-multi_line_output = 3 # Vertical Hanging Indent
-src_paths = "tap_mysql"
-
+# Binary client for MySQL
+mysqlclient = { version = "==2.2.0", optional = true }
 
 [tool.poetry.group.dev.dependencies]
-pytest = "^7.2.1"
-faker = ">=18.5.1,<20.0.0"
-singer-sdk = { version="^0.30.0", extras = ["testing"] }
+faker = ">=20"
+pytest = ">=7.3.2"
+singer-sdk = { version="~=0.34.0", extras = ["testing"] }
+remote-pdb=">=2.1.0"
+
+[tool.poetry.group.typing.dependencies]
+mypy = ">=1.8.0"
+types-paramiko = ">=3.4.0.20240120"
 
 [tool.poetry.extras]
 s3 = ["fs-s3fs"]
+binary = ["mysqlclient"]
 
 [tool.mypy]
-python_version = "3.9"
+python_version = "3.12"
 warn_unused_configs = true
-plugins = "sqlmypy"
 
 [tool.ruff]
+src = ["tap_mysql"]
+target-version = "py38"
+
+[[tool.mypy.overrides]]
+ignore_missing_imports = true
+module = [
+    "sshtunnel.*",  # https://github.com/pahaz/sshtunnel/issues/265
+]
+
+[tool.ruff.lint]
 ignore = [
     "ANN101",  # missing-type-self
     "ANN102",  # missing-type-cls
+    # Conflict with Ruff's formatter
+    "COM812",
+    "ISC001",
 ]
 select = ["ALL"]
-src = ["tap_mysql"]
-target-version = "py37"
-
 
-[tool.ruff.flake8-annotations]
+[tool.ruff.lint.flake8-annotations]
 allow-star-arg-any = true
 
-[tool.ruff.isort]
+[tool.ruff.lint.isort]
 known-first-party = ["tap_mysql"]
 
-[tool.ruff.pydocstyle]
+[tool.ruff.lint.pydocstyle]
 convention = "google"
 
 [build-system]
-requires = ["poetry-core>=1.0.8"]
+requires = ["poetry-core==1.9.0"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.poetry.scripts]
diff --git a/tap_mysql/client.py b/tap_mysql/client.py
index b017579..399b583 100644
--- a/tap_mysql/client.py
+++ b/tap_mysql/client.py
@@ -12,6 +12,7 @@
 
 if TYPE_CHECKING:
     from sqlalchemy.dialects import mysql
+    from sqlalchemy.dialects.mysql import types as mysql_types
     from sqlalchemy.engine import Engine
     from sqlalchemy.engine.reflection import Inspector
 
@@ -47,12 +48,11 @@ def to_jsonschema_type(
         sql_type: str  # noqa: ANN401
         | sqlalchemy.types.TypeEngine
         | type[sqlalchemy.types.TypeEngine]
-        | mysql.ARRAY
         | Any,
     ) -> dict:
         """Return a JSON Schema representation of the provided type.
 
-        Overidden from SQLConnector to correctly handle JSONB and Arrays.
+        Overridden from SQLConnector to correctly handle JSONB and Arrays.
 
         By default will call `typing.to_jsonschema_type()` for strings and SQLAlchemy
         types.
diff --git a/tap_mysql/tap.py b/tap_mysql/tap.py
index 99ae6d4..460a017 100644
--- a/tap_mysql/tap.py
+++ b/tap_mysql/tap.py
@@ -222,7 +222,7 @@ def guess_key_type(self, key_data: str) -> paramiko.PKey:
             paramiko.Ed25519Key,
         ):
             try:
-                key = key_class.from_private_key(io.StringIO(key_data))  # type: ignore[attr-defined]  # noqa: E501
+                key = key_class.from_private_key(io.StringIO(key_data))  # type: ignore[attr-defined]
             except paramiko.SSHException:  # noqa: PERF203
                 continue
             else:
diff --git a/tox.ini b/tox.ini
index 6b97488..c4a1b7b 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,48 +1,15 @@
 # This file can be used to customize tox tests as well as other test frameworks like flake8 and mypy
 
 [tox]
-envlist = py39
-; envlist = py37, py38, py39
-isolated_build = true
+envlist = py38,py39,py310,py311,py312
 
 [testenv]
-whitelist_externals = poetry
-
-commands =
-    poetry install -v
-    poetry run pytest
-    poetry run black --check tap_mysql
-    poetry run flake8  tap_mysql
-
-[testenv:pytest]
-# Run the python tests.
-# To execute, run `tox -e pytest`
-envlist = py37, py38, py39
+allowlist_externals = poetry
 commands =
     poetry install -v
     poetry run pytest
 
-[testenv:format]
-# Attempt to auto-resolve lint errors before they are raised.
-# To execute, run `tox -e format`
+[testenv:typing]
 commands =
-    poetry install -v
-    poetry run black tap_mysql
-    poetry run isort tap_mysql
-
-[testenv:lint]
-# Raise an error if lint and style standards are not met.
-# To execute, run `tox -e lint`
-commands =
-    poetry install -v
-    poetry run black --check --diff tap_mysql/
-    poetry run isort --check tap_mysql
-    poetry run flake8 tap_mysql
-
-[flake8]
-ignore = W503
-max-line-length = 88
-max-complexity = 10
-
-[pydocstyle]
-ignore = D105,D203,D213
+    poetry install -v --with typing
+    poetry run mypy tap_mysql