diff --git a/.coveragerc b/.coveragerc
new file mode 100644
index 0000000..e610f05
--- /dev/null
+++ b/.coveragerc
@@ -0,0 +1,3 @@
+[run]
+branch = True
+source = easy_profile
diff --git a/setup.cfg b/.flake8
similarity index 75%
rename from setup.cfg
rename to .flake8
index 37fbdba..f86b90c 100644
--- a/setup.cfg
+++ b/.flake8
@@ -6,8 +6,3 @@ import-order-style = google
 inline-quotes = double
 docstring-quotes = double
 application-import-names = easy_profile
-
-[coverage:run]
-branch = True
-source = easy_profile
-omit = setup.py
diff --git a/.github/workflows/python-checks.yml b/.github/workflows/python-checks.yml
index aa8bbc7..a3783f6 100644
--- a/.github/workflows/python-checks.yml
+++ b/.github/workflows/python-checks.yml
@@ -12,9 +12,24 @@ jobs:
     strategy:
       fail-fast: true
       matrix:
-        python-version: ["3.10", "3.11"]
+        python-version: ["3.9"]
     steps:
-      - name: Check Py${{ matrix.python-version }}
-        uses: collective/tox-action@main
+      - name: Checkout code
+        uses: actions/checkout@v3
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v4
         with:
-          python-version: ${{ matrix.python-version }}
\ No newline at end of file
+          python-version: ${{ matrix.python-version }}
+
+      - name: Install Poetry
+        run: pip install poetry
+
+      - name: Install dependencies
+        run: poetry install --with dev
+
+      - name: Run lint
+        run: poetry run flake8
+
+      - name: Run coverage
+        run: poetry run coverage run -m unittest && poetry run coverage report
diff --git a/.github/workflows/python-publish.yml b/.github/workflows/python-publish.yml
index 4e1ef42..0872bac 100644
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@@ -9,23 +9,25 @@ on:
 
 jobs:
   deploy:
-
     runs-on: ubuntu-latest
-
+    strategy:
+      fail-fast: true
     steps:
-    - uses: actions/checkout@v2
-    - name: Set up Python
-      uses: actions/setup-python@v2
-      with:
-        python-version: '3.x'
-    - name: Install dependencies
-      run: |
-        python -m pip install --upgrade pip
-        pip install setuptools wheel twine
-    - name: Build and publish
-      env:
-        TWINE_USERNAME: ${{ secrets.PYPI_USERNAME }}
-        TWINE_PASSWORD: ${{ secrets.PYPI_PASSWORD }}
-      run: |
-        python setup.py sdist bdist_wheel
-        twine upload dist/*
+      - name: Checkout code
+        uses: actions/checkout@v3
+
+      - name: Set up Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: '3.x'
+
+      - name: Install Poetry
+        run: pip install poetry
+
+      - name: Build package
+        run: poetry build
+
+      - name: Publish package
+        env:
+          PYPI_TOKEN: ${{ secrets.PYPI_TOKEN }}
+        run: poetry publish --no-interaction --username __token__ --password $PYPI_TOKEN
diff --git a/README.md b/README.md
index b6dd0a5..4c1a26d 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,5 @@
 # SQLAlchemy Easy Profile
+
 [![Build Status](https://travis-ci.com/dmvass/sqlalchemy-easy-profile.svg?branch=master)](https://travis-ci.com/dmvass/sqlalchemy-easy-profile)
 [![image](https://img.shields.io/pypi/v/sqlalchemy-easy-profile.svg)](https://pypi.python.org/pypi/sqlalchemy-easy-profile)
 [![codecov](https://codecov.io/gh/dmvass/sqlalchemy-easy-profile/branch/master/graph/badge.svg)](https://codecov.io/gh/dmvass/sqlalchemy-easy-profile)
@@ -12,12 +13,14 @@ queries.
 ![report example](https://raw.githubusercontent.com/dmvass/sqlalchemy-easy-profile/master/images/report-example.png?raw=true)
 
 ## Installation
+
 Install the package with pip:
 ```
 pip install sqlalchemy-easy-profile
 ```
 
 ## Session profiler
+
 The profiling session hooks into SQLAlchemy and captures query statements, duration information,
 and query parameters. You also may have multiple profiling sessions active at the same
 time on the same or different Engines. If multiple profiling sessions are active on the
@@ -67,6 +70,7 @@ If it was not defined by default will be used a base streaming reporter. Decorat
 also accept `name` and `name_callback` optional parameters.
 
 ## WSGI integration
+
 Easy Profiler provides a specified middleware which can prints the number of database
 queries for each HTTP request and can be applied as a WSGI server middleware. So you
 can easily integrate Easy Profiler into any WSGI application.
@@ -120,21 +124,35 @@ class CustomReporter(Reporter):
 
 ```
 
-## Testing
-To run the tests:
+## Development
+
+To ensure code quality and correctness, use [Poetry](https://python-poetry.org/) for managing dependencies and running tasks.
+
+**Install development dependencies:**
+```bash
+poetry install --with dev
 ```
-python setup.py test
+
+**Run tests:**
+```bash
+poetry run python -m unittest
 ```
 
-Or use `tox` for running in all tests environments.
+**Check code style:**
+```bash
+poetry run flake8
+```
 
 ## License
+
 This code is distributed under the terms of the MIT license.
 
 ## Changes
+
 A full changelog is maintained in the [CHANGELOG](https://github.com/dmvass/sqlalchemy-easy-profile/blob/master/CHANGELOG.md) file.
 
 ## Contributing 
+
 **sqlalchemy-easy-profile** is an open source project and contributions are
 welcome! Check out the [Issues](https://github.com/dmvass/sqlalchemy-easy-profile/issues)
 page to see if your idea for a contribution has already been mentioned, and feel
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..eff2d2a
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,421 @@
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
+
+[[package]]
+name = "coverage"
+version = "7.10.7"
+description = "Code coverage measurement for Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
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+postgresql-psycopg2cffi = ["psycopg2cffi"]
+postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
+pymysql = ["pymysql"]
+sqlcipher = ["sqlcipher3_binary"]
+
+[[package]]
+name = "sqlparse"
+version = "0.5.3"
+description = "A non-validating SQL parser."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "sqlparse-0.5.3-py3-none-any.whl", hash = "sha256:cf2196ed3418f3ba5de6af7e82c694a9fbdbfecccdfc72e281548517081f16ca"},
+    {file = "sqlparse-0.5.3.tar.gz", hash = "sha256:09f67787f56a0b16ecdbde1bfc7f5d9c3371ca683cfeaa8e6ff60b4807ec9272"},
+]
+
+[package.extras]
+dev = ["build", "hatch"]
+doc = ["sphinx"]
+
+[[package]]
+name = "typing-extensions"
+version = "4.15.0"
+description = "Backported and Experimental Type Hints for Python 3.9+"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548"},
+    {file = "typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466"},
+]
+
+[metadata]
+lock-version = "2.1"
+python-versions = ">=3.9,<4.0"
+content-hash = "c1f7c802e01d86c7948e865a21fa1f65876dc09251f34fd8001fa536e0da52ce"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..2fd2690
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,37 @@
+[tool.poetry]
+name = "sqlalchemy-easy-profile"
+version = "1.3.0"
+description = "An easy profiler for SQLAlchemy queries"
+authors = ["Dmytro Vasylyshyn <dmvass.dev@gmail.com>"]
+license = "MIT"
+readme = "README.md"
+homepage = "https://github.com/dmvass/sqlalchemy-easy-profile"
+repository = "https://github.com/dmvass/sqlalchemy-easy-profile"
+keywords = ["sqlalchemy", "easy", "profile", "profiler", "profiling"]
+classifiers = [
+    "Development Status :: 5 - Production/Stable",
+    "Intended Audience :: Developers",
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3.9",
+    "License :: OSI Approved :: MIT License",
+    "Operating System :: OS Independent"
+]
+
+packages = [
+  { include = "easy_profile" }
+]
+
+[tool.poetry.dependencies]
+python = ">=3.9,<4.0"
+sqlalchemy = "<2.1"
+sqlparse = ">=0.3.0"
+
+[tool.poetry.group.dev.dependencies]
+coverage = "*"
+flake8 = "^7.3.0"
+flake8-import-order = "^0.19.2"
+flake8-quotes = "^3.4.0"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index b35c5c5..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-# We need a requirements.txt to test ourselves.
-# Otherwise the pip cache part of actions/setup-python fails.
diff --git a/setup.py b/setup.py
deleted file mode 100644
index 406f69d..0000000
--- a/setup.py
+++ /dev/null
@@ -1,54 +0,0 @@
-from os.path import dirname, join
-import re
-
-import setuptools
-
-
-def find_version(fname):
-    """Attempts to find the version number in the file names fname.
-    Raises RuntimeError if not found.
-
-    """
-    version = ""
-    with open(fname, "r") as fp:
-        regex = re.compile(r'__version__ = [\'"]([^\'"]*)[\'"]')
-        for line in fp:
-            m = regex.match(line)
-            if m:
-                version = m.group(1)
-                break
-    if not version:
-        raise RuntimeError("Cannot find version information")
-    return version
-
-
-def read(fname):
-    with open(join(dirname(__file__), fname), "r") as fh:
-        return fh.read()
-
-
-setuptools.setup(
-    name="sqlalchemy-easy-profile",
-    version=find_version("easy_profile/__init__.py"),
-    author="Dmitri Vasilishin",
-    author_email="vasilishin.d.o@gmail.com",
-    description="An easy profiler for SQLAlchemy queries",
-    long_description=read("README.md"),
-    long_description_content_type="text/markdown",
-    url="https://github.com/dmvass/sqlalchemy-easy-profile",
-    packages=setuptools.find_packages(exclude=("test*",)),
-    classifiers=[
-        "Development Status :: 5 - Production/Stable",
-        "Intended Audience :: Developers",
-        "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.7",
-        "Programming Language :: Python :: 3.8",
-        "Programming Language :: Python :: 3.9",
-        "License :: OSI Approved :: MIT License",
-        "Operating System :: OS Independent",
-    ],
-    keywords=["sqlalchemy", "easy", "profile", "profiler", "profiling"],
-    install_requires=["sqlalchemy<2.1", "sqlparse>=0.3.0"],
-    tests_require=["coverage"],
-    extras_require={"dev": ["tox"]}
-)
diff --git a/tests/test_profiler.py b/tests/test_profiler.py
index b15db92..06e54ab 100644
--- a/tests/test_profiler.py
+++ b/tests/test_profiler.py
@@ -191,15 +191,15 @@ def test_contextmanager_interface(self, mocked_commit, mocked_begin):
 
     def test_decorator(self):
         engine = self._create_engine()
+        reporter = mock.Mock(spec=Reporter)
         profiler = SessionProfiler(engine)
-        wrapper = profiler()
+        wrapper = profiler(reporter=reporter)
         wrapper(self._decorated_func)(engine)
         # Test profile statistics
         self.assertEqual(profiler.stats["db"], "undefined")
         self.assertEqual(profiler.stats["total"], 4)
         self.assertEqual(profiler.stats["select"], 3)
         self.assertEqual(profiler.stats["delete"], 1)
-        self.assertEqual(profiler.stats["duplicates_count"], 1)
 
     def test_decorator_path(self):
         expected_path = "test_path"
diff --git a/tests/test_reporters.py b/tests/test_reporters.py
index 92848c0..c9d6596 100644
--- a/tests/test_reporters.py
+++ b/tests/test_reporters.py
@@ -131,11 +131,11 @@ def test_report(self):
         expected_output += summary
 
         actual_output = dest.write.call_args[0][0]
-        self.assertRegexpMatches(actual_output, expected_output)
+        self.assertRegex(actual_output, expected_output)
 
         for statement, count in expected_table_stats["duplicates"].items():
             statement = sqlparse.format(
                 statement, reindent=True, keyword_case="upper"
             )
             text = "\nRepeated {0} times:\n{1}\n".format(count + 1, statement)
-            self.assertRegexpMatches(actual_output, text)
+            self.assertRegex(actual_output, text)
diff --git a/tox.ini b/tox.ini
deleted file mode 100644
index a856018..0000000
--- a/tox.ini
+++ /dev/null
@@ -1,27 +0,0 @@
-[tox]
-envlist =
-    sa14-py{310,311}
-    sa20-py{310,311}
-    pep8
-
-[gh-actions]
-# See https://pypi.org/project/tox-gh-actions/
-python =
-    3.10: py310
-    3.11: py311
-
-[testenv]
-deps = 
-    codecov
-    sa14: SQLAlchemy>=1.4,<1.5
-    sa20: SQLAlchemy>=2.0,<2.1
-
-commands = coverage run setup.py test
-
-[testenv:pep8]
-basepython = python3.10
-deps = flake8
-       flake8-import-order
-       flake8-quotes
-
-commands = flake8