diff --git a/.circleci/config.yml b/.circleci/config.yml
index da2ad05..51b7f02 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -1,6 +1,6 @@
 version: 2
 jobs:
-  build:
+  integration_tests:
     docker:
       - image: circleci/python:3.6.2
     steps:
@@ -8,30 +8,16 @@ jobs:
 
       - run:
           name: install dependencies
-          command: |
-            python3 -m venv venv
-            . venv/bin/activate
-            pip install --upgrade pip setuptools wheel
-            pip install .[test]
-      
-      - run:
-          name: 'Check code formatting and do pylinting'
-          command: |
-            . venv/bin/activate
-            echo "Checking double quotes..."
-            find tap_snowflake tests -type f -name '*.py' | xargs unify --check-only
-            echo "Running pylint..."
-            pylint tap_snowflake tests
+          command: make venv
 
       - run:
           name: 'Integration Tests'
           command: |
-            . venv/bin/activate
             export LOGGING_CONF_FILE=$(pwd)/sample_logging.conf
-            nosetests --where=tests/integration/
+            make integration_test
 
 workflows:
   version: 2
   build:
     jobs:
-      - build
+      - integration_tests
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..33a2244
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,37 @@
+name: CI
+
+on:
+  pull_request:
+  push:
+    branches:
+      - master
+
+jobs:
+  lint_and_test:
+    name: Linting and Testing
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: [ 3.6, 3.7, 3.8 ]
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v2
+
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v2
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Setup virtual environment
+        run: make venv
+
+      - name: Code formatting
+        run: make format
+
+      - name: Pylinting
+        run: make pylint
+
+# No unit tests :(
+#      - name: Unit Tests
+#        run: make unit_test
diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000..7ab8888
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,21 @@
+venv:
+	python3 -m venv venv ;\
+	. ./venv/bin/activate ;\
+	pip install --upgrade pip setuptools wheel ;\
+	pip install -e .[test]
+
+format:
+	. ./venv/bin/activate ;\
+	find tap_snowflake tests -type f -name '*.py' | xargs unify --check-only
+
+pylint:
+	. ./venv/bin/activate ;\
+	pylint --rcfile pylintrc tap_snowflake/
+
+unit_test:
+	. ./venv/bin/activate ;\
+	pytest tests/unit
+
+integration_test:
+	. ./venv/bin/activate ;\
+	pytest tests/integration/ -vv --cov tap_snowflake
diff --git a/README.md b/README.md
index 26b622c..4b109d7 100644
--- a/README.md
+++ b/README.md
@@ -23,17 +23,7 @@ installation instructions for [Mac](http://docs.python-guide.org/en/latest/start
 It's recommended to use a virtualenv:
 
 ```bash
-  python3 -m venv venv
-  pip install pipelinewise-tap-snowflake
-```
-
-or
-
-```bash
-  python3 -m venv venv
-  . venv/bin/activate
-  pip install --upgrade pip
-  pip install .
+make venv
 ```
 
 ### Configuration
@@ -106,18 +96,29 @@ specified in the table's metadata as well.
   export TAP_SNOWFLAKE_WAREHOUSE=<snowflake-warehouse>
 ```
 
-2. Install python dependencies in a virtual env and run nose unit and integration tests
-```
-  python3 -m venv venv
-  . venv/bin/activate
-  pip install --upgrade pip
-  pip install .
-  pip install nose
+2. Install python dependencies
+```bash
+make venv
 ```
 
 3. To run unit tests:
+
+**PS**: There are no unit tests at the time of writing this document
+
+```bash
+make unit_test
+```
+
+4. To run Integration tests
+```bash
+make integration_test
 ```
-  nosetests
+
+
+### To run formatting and linting:
+
+```bash
+make venv format pylint
 ```
 
 ## License
diff --git a/setup.py b/setup.py
index 45e4cbd..948e499 100644
--- a/setup.py
+++ b/setup.py
@@ -3,7 +3,7 @@
 from setuptools import setup
 
 with open('README.md') as f:
-      long_description = f.read()
+    long_description = f.read()
 
 setup(name='pipelinewise-tap-snowflake',
       version='2.0.3',
@@ -19,14 +19,14 @@
       py_modules=['tap_snowflake'],
       install_requires=[
             'pipelinewise-singer-python==1.*',
-            'snowflake-connector-python[pandas]==2.3.7',
-            'pendulum==1.2.0',
-            'python-dateutil>=2.1,<2.8.2'
+            'snowflake-connector-python[pandas]==2.4.*',
+            'pendulum==1.2.0'
       ],
       extras_require={
           'test': [
-            'nose==1.3.7',
-            'pylint==2.6.0',
+            'pylint==2.8.*',
+            'pytest==6.2.*',
+            'pytest-cov==2.12.*',
             'unify==0.5'
           ]
       },