diff --git a/mypy.ini b/mypy.ini
index 0311381..02d9aea 100644
--- a/mypy.ini
+++ b/mypy.ini
@@ -16,6 +16,9 @@ ignore_missing_imports = True
 [mypy-bcrypt.*]
 ignore_missing_imports = True
 
+[mypy-boto3.*]
+ignore_missing_imports = True
+
 [mypy-joblib.*]
 ignore_missing_imports = True
 
@@ -33,3 +36,6 @@ ignore_missing_imports = True
 
 [mypy-genson.*]
 ignore_missing_imports = True
+
+[mypy-requests_aws4auth.*]
+ignore_missing_imports = True
diff --git a/poetry.lock b/poetry.lock
index f279121..c71a837 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry and should not be changed by hand.
 
 [[package]]
 name = "appdirs"
@@ -108,16 +108,56 @@ d = ["aiohttp (>=3.7.4)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
+[[package]]
+name = "boto3"
+version = "1.28.11"
+description = "The AWS SDK for Python"
+category = "main"
+optional = false
+python-versions = ">= 3.7"
+files = [
+    {file = "boto3-1.28.11-py3-none-any.whl", hash = "sha256:e24460d50001b517c6734dcf1c879feb43aa2062d88d9bdbb8703c986cb05941"},
+    {file = "boto3-1.28.11.tar.gz", hash = "sha256:0fe7a35cf0041145c8eefebd3ae2ddf41baed62d7c963e5042b8ed8c297f648f"},
+]
+
+[package.dependencies]
+botocore = ">=1.31.11,<1.32.0"
+jmespath = ">=0.7.1,<2.0.0"
+s3transfer = ">=0.6.0,<0.7.0"
+
+[package.extras]
+crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
+
+[[package]]
+name = "botocore"
+version = "1.31.11"
+description = "Low-level, data-driven core of boto 3."
+category = "main"
+optional = false
+python-versions = ">= 3.7"
+files = [
+    {file = "botocore-1.31.11-py3-none-any.whl", hash = "sha256:d3cbffe554c9a1ba2ac6973734c43c21b8e7985a2ac4a4c31a09811b8029445c"},
+    {file = "botocore-1.31.11.tar.gz", hash = "sha256:b17ff973bb70b02b227928c2abe4992f1cfc46d13aee0228516c8f32572b88c6"},
+]
+
+[package.dependencies]
+jmespath = ">=0.7.1,<2.0.0"
+python-dateutil = ">=2.1,<3.0.0"
+urllib3 = ">=1.25.4,<1.27"
+
+[package.extras]
+crt = ["awscrt (==0.16.26)"]
+
 [[package]]
 name = "certifi"
-version = "2023.5.7"
+version = "2023.7.22"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2023.5.7-py3-none-any.whl", hash = "sha256:c6c2e98f5c7869efca1f8916fed228dd91539f9f1b444c314c06eef02980c716"},
-    {file = "certifi-2023.5.7.tar.gz", hash = "sha256:0f0d56dc5a6ad56fd4ba36484d6cc34451e1c6548c61daad8c320169f91eddc7"},
+    {file = "certifi-2023.7.22-py3-none-any.whl", hash = "sha256:92d6037539857d8206b8f6ae472e8b77db8058fec5937a1ef3f54304089edbb9"},
+    {file = "certifi-2023.7.22.tar.gz", hash = "sha256:539cc1d13202e33ca466e88b2807e29f4c13049d6d87031a3c110744495cb082"},
 ]
 
 [[package]]
@@ -199,99 +239,99 @@ pycparser = "*"
 
 [[package]]
 name = "charset-normalizer"
-version = "3.1.0"
+version = "3.2.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "main"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -312,31 +352,35 @@ files = [
 
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+version = "41.0.2"
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 category = "main"
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 ssh = ["bcrypt (>=3.1.5)"]
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 test-randomorder = ["pytest-randomly"]
-tox = ["tox"]
 
 [[package]]
 name = "decorator"
@@ -366,31 +410,31 @@ files = [
 
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 plugins = ["setuptools"]
 requirements-deprecated-finder = ["pip-api", "pipreqs"]
 
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 typed-ast = {version = ">=1.4.0,<2", markers = "python_version < \"3.8\""}
-typing-extensions = ">=3.10"
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 version = "23.1"
 description = "Core utilities for Python packages"
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+category = "main"
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 python-versions = ">=3.7"
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 ]
 
 [[package]]
@@ -1144,16 +1200,35 @@ urllib3 = ">=1.21.1,<3"
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
+[[package]]
+name = "requests-aws4auth"
+version = "1.2.3"
+description = "AWS4 authentication for Requests"
+category = "main"
+optional = false
+python-versions = ">=3.3"
+files = [
+    {file = "requests-aws4auth-1.2.3.tar.gz", hash = "sha256:d4c73c19f37f80d4aa9c5bd4fa376cfd0c69299c48b00a8eb2ae6b0416164fb8"},
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+]
+
+[package.dependencies]
+requests = "*"
+six = "*"
+
+[package.extras]
+httpx = ["httpx"]
+
 [[package]]
 name = "requests-mock"
-version = "1.10.0"
+version = "1.11.0"
 description = "Mock out responses from the requests package"
 category = "dev"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -1162,18 +1237,36 @@ six = "*"
 
 [package.extras]
 fixture = ["fixtures"]
-test = ["fixtures", "mock", "purl", "pytest", "requests-futures", "sphinx", "testrepository (>=0.0.18)", "testtools"]
+test = ["fixtures", "mock", "purl", "pytest", "requests-futures", "sphinx", "testtools"]
+
+[[package]]
+name = "s3transfer"
+version = "0.6.1"
+description = "An Amazon S3 Transfer Manager"
+category = "main"
+optional = false
+python-versions = ">= 3.7"
+files = [
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+]
+
+[package.dependencies]
+botocore = ">=1.12.36,<2.0a.0"
+
+[package.extras]
+crt = ["botocore[crt] (>=1.20.29,<2.0a.0)"]
 
 [[package]]
 name = "setuptools"
-version = "67.8.0"
+version = "68.0.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.extras]
@@ -1278,20 +1371,20 @@ files = [
 
 [[package]]
 name = "singer-sdk"
-version = "0.26.0"
+version = "0.30.0"
 description = "A framework for building Singer taps"
 category = "main"
 optional = false
 python-versions = ">=3.7.1,<3.12"
 files = [
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 [package.dependencies]
 backoff = ">=2.0.0,<3.0"
 click = ">=8.0,<9.0"
-cryptography = ">=3.4.6,<41.0.0"
+cryptography = ">=3.4.6,<42.0.0"
 fs = ">=2.4.16,<3.0.0"
 importlib-metadata = {version = "<5.0.0", markers = "python_version < \"3.8\""}
 importlib-resources = {version = "5.12.0", markers = "python_version < \"3.9\""}
@@ -1300,6 +1393,7 @@ joblib = ">=1.0.1,<2.0.0"
 jsonpath-ng = ">=1.5.3,<2.0.0"
 jsonschema = ">=4.16.0,<5.0.0"
 memoization = ">=0.3.2,<0.5.0"
+packaging = ">=23.1"
 pendulum = ">=2.1.0,<3.0.0"
 PyJWT = ">=2.4,<3.0"
 python-dotenv = ">=0.20,<0.22"
@@ -1309,9 +1403,10 @@ requests = ">=2.25.1,<3.0.0"
 simplejson = ">=3.17.6,<4.0.0"
 sqlalchemy = ">=1.4,<2.0"
 typing-extensions = ">=4.2.0,<5.0.0"
+urllib3 = ">=1.26,<2"
 
 [package.extras]
-docs = ["furo (>=2022.12.7,<2024.0.0)", "myst-parser (>=0.17.2,<1.1.0)", "sphinx (>=4.5,<6.0)", "sphinx-autobuild (>=2021.3.14,<2022.0.0)", "sphinx-copybutton (>=0.3.1,<0.6.0)", "sphinx-reredirects (>=0.1.1,<0.2.0)"]
+docs = ["furo (>=2022.12.7,<2024.0.0)", "myst-parser (>=0.17.2,<1.1.0)", "sphinx (>=4.5,<6.0)", "sphinx-autobuild (>=2021.3.14,<2022.0.0)", "sphinx-copybutton (>=0.3.1,<0.6.0)", "sphinx-inline-tabs (>=2023.4.21)", "sphinx-reredirects (>=0.1.1,<0.2.0)"]
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 testing = ["pytest (>=7.2.1,<8.0.0)", "pytest-durations (>=1.2.0,<2.0.0)"]
 
@@ -1341,57 +1436,54 @@ files = [
 
 [[package]]
 name = "sqlalchemy"
-version = "1.4.48"
+version = "1.4.49"
 description = "Database Abstraction Library"
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
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+    {file = "typed_ast-1.5.5-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:48074261a842acf825af1968cd912f6f21357316080ebaca5f19abbb11690c8a"},
+    {file = "typed_ast-1.5.5-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:429ae404f69dc94b9361bb62291885894b7c6fb4640d561179548c849f8492ba"},
+    {file = "typed_ast-1.5.5-cp39-cp39-win_amd64.whl", hash = "sha256:335f22ccb244da2b5c296e6f96b06ee9bed46526db0de38d2f0e5a6597b81155"},
+    {file = "typed_ast-1.5.5.tar.gz", hash = "sha256:94282f7a354f36ef5dbce0ef3467ebf6a258e370ab33d5b40c249fa996e590dd"},
+]
+
+[[package]]
+name = "types-python-dateutil"
+version = "2.8.19.14"
+description = "Typing stubs for python-dateutil"
+category = "dev"
+optional = false
+python-versions = "*"
+files = [
+    {file = "types-python-dateutil-2.8.19.14.tar.gz", hash = "sha256:1f4f10ac98bb8b16ade9dbee3518d9ace017821d94b057a425b069f834737f4b"},
+    {file = "types_python_dateutil-2.8.19.14-py3-none-any.whl", hash = "sha256:f977b8de27787639986b4e28963263fd0e5158942b3ecef91b9335c130cb1ce9"},
 ]
 
 [[package]]
 name = "types-requests"
-version = "2.31.0.0"
+version = "2.31.0.2"
 description = "Typing stubs for requests"
 category = "dev"
 optional = false
 python-versions = "*"
 files = [
-    {file = "types-requests-2.31.0.0.tar.gz", hash = "sha256:c1c29d20ab8d84dff468d7febfe8e0cb0b4664543221b386605e14672b44ea25"},
-    {file = "types_requests-2.31.0.0-py3-none-any.whl", hash = "sha256:7c5cea7940f8e92ec560bbc468f65bf684aa3dcf0554a6f8c4710f5f708dc598"},
+    {file = "types-requests-2.31.0.2.tar.gz", hash = "sha256:6aa3f7faf0ea52d728bb18c0a0d1522d9bfd8c72d26ff6f61bfc3d06a411cf40"},
+    {file = "types_requests-2.31.0.2-py3-none-any.whl", hash = "sha256:56d181c85b5925cbc59f4489a57e72a8b2166f18273fd8ba7b6fe0c0b986f12a"},
 ]
 
 [package.dependencies]
@@ -1517,45 +1638,44 @@ types-urllib3 = "*"
 
 [[package]]
 name = "types-urllib3"
-version = "1.26.25.13"
+version = "1.26.25.14"
 description = "Typing stubs for urllib3"
 category = "dev"
 optional = false
 python-versions = "*"
 files = [
-    {file = "types-urllib3-1.26.25.13.tar.gz", hash = "sha256:3300538c9dc11dad32eae4827ac313f5d986b8b21494801f1bf97a1ac6c03ae5"},
-    {file = "types_urllib3-1.26.25.13-py3-none-any.whl", hash = "sha256:5dbd1d2bef14efee43f5318b5d36d805a489f6600252bb53626d4bfafd95e27c"},
+    {file = "types-urllib3-1.26.25.14.tar.gz", hash = "sha256:229b7f577c951b8c1b92c1bc2b2fdb0b49847bd2af6d1cc2a2e3dd340f3bda8f"},
+    {file = "types_urllib3-1.26.25.14-py3-none-any.whl", hash = "sha256:9683bbb7fb72e32bfe9d2be6e04875fbe1b3eeec3cbb4ea231435aa7fd6b4f0e"},
 ]
 
 [[package]]
 name = "typing-extensions"
-version = "4.6.0"
+version = "4.7.1"
 description = "Backported and Experimental Type Hints for Python 3.7+"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "typing_extensions-4.6.0-py3-none-any.whl", hash = "sha256:6ad00b63f849b7dcc313b70b6b304ed67b2b2963b3098a33efe18056b1a9a223"},
-    {file = "typing_extensions-4.6.0.tar.gz", hash = "sha256:ff6b238610c747e44c268aa4bb23c8c735d665a63726df3f9431ce707f2aa768"},
+    {file = "typing_extensions-4.7.1-py3-none-any.whl", hash = "sha256:440d5dd3af93b060174bf433bccd69b0babc3b15b1a8dca43789fd7f61514b36"},
+    {file = "typing_extensions-4.7.1.tar.gz", hash = "sha256:b75ddc264f0ba5615db7ba217daeb99701ad295353c45f9e95963337ceeeffb2"},
 ]
 
 [[package]]
 name = "urllib3"
-version = "2.0.2"
+version = "1.26.16"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 files = [
-    {file = "urllib3-2.0.2-py3-none-any.whl", hash = "sha256:d055c2f9d38dc53c808f6fdc8eab7360b6fdbbde02340ed25cfbcd817c62469e"},
-    {file = "urllib3-2.0.2.tar.gz", hash = "sha256:61717a1095d7e155cdb737ac7bb2f4324a858a1e2e6466f6d03ff630ca68d3cc"},
+    {file = "urllib3-1.26.16-py2.py3-none-any.whl", hash = "sha256:8d36afa7616d8ab714608411b4a3b13e58f463aee519024578e062e141dce20f"},
+    {file = "urllib3-1.26.16.tar.gz", hash = "sha256:8f135f6502756bde6b2a9b28989df5fbe87c9970cecaa69041edcce7f0589b14"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
-secure = ["certifi", "cryptography (>=1.9)", "idna (>=2.0.0)", "pyopenssl (>=17.1.0)", "urllib3-secure-extra"]
-socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
-zstd = ["zstandard (>=0.18.0)"]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
+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"
@@ -1598,4 +1718,4 @@ testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more
 [metadata]
 lock-version = "2.0"
 python-versions = "<3.12,>=3.7.1"
-content-hash = "338eb24215e36931a5f0b5810c84cf9a815788f0c15ab5249037952ef13b262d"
+content-hash = "9963994adacfa48edfd1900f0755d2632634276b142541c253559ec2e4a4540d"
diff --git a/pyproject.toml b/pyproject.toml
index 6f33b2a..bb20e03 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -36,6 +36,7 @@ mypy = "^1.3.0"
 types-requests = "^2.25.8"
 requests-mock = "^1.9.3"
 isort = "^5.11.5"
+types-python-dateutil = "^2.8.19.14"
 
 [tool.black]
 exclude = ".*simpleeval.*"
diff --git a/tap_rest_api_msdk/auth.py b/tap_rest_api_msdk/auth.py
index 79661af..62ee034 100644
--- a/tap_rest_api_msdk/auth.py
+++ b/tap_rest_api_msdk/auth.py
@@ -9,19 +9,15 @@
     APIKeyAuthenticator,
     BasicAuthenticator,
     BearerTokenAuthenticator,
-    OAuthAuthenticator
+    OAuthAuthenticator,
 )
 
+
 class AWSConnectClient:
-    """A connection class to AWS Resources"""
+    """A connection class to AWS Resources."""
 
-    def __init__(
-            self,
-            connection_config,
-            create_signed_credentials: bool = True
-        ):
+    def __init__(self, connection_config, create_signed_credentials: bool = True):
         self.connection_config = connection_config
-        
 
         # Initialise the variables
         self.create_signed_credentials = create_signed_credentials
@@ -30,27 +26,34 @@ def __init__(
         self.credentials = None
         self.aws_service = None
         self.aws_session = None
-        
+
         # Establish a AWS Client
         self.credentials = self._create_aws_client()
-        
+
         # Store AWS Signed Credentials
         self._store_aws4auth_credentials()
 
-
     def _create_aws_client(self, config=None):
         if not config:
             config = self.connection_config
 
         # Get the required parameters from config file and/or environment variables
-        aws_profile = config.get('aws_profile') or os.environ.get('AWS_PROFILE')
-        aws_access_key_id = config.get('aws_access_key_id') or os.environ.get('AWS_ACCESS_KEY_ID')
-        aws_secret_access_key = config.get('aws_secret_access_key') or os.environ.get('AWS_SECRET_ACCESS_KEY')
-        aws_session_token = config.get('aws_session_token') or os.environ.get('AWS_SESSION_TOKEN')
-        aws_region = config.get('aws_region') or os.environ.get('AWS_REGION')
-        self.aws_service = config.get('aws_service',None) or os.environ.get('AWS_SERVICE')
-
-        if not config.get('create_signed_credentials',True):
+        aws_profile = config.get("aws_profile") or os.environ.get("AWS_PROFILE")
+        aws_access_key_id = config.get("aws_access_key_id") or os.environ.get(
+            "AWS_ACCESS_KEY_ID"
+        )
+        aws_secret_access_key = config.get("aws_secret_access_key") or os.environ.get(
+            "AWS_SECRET_ACCESS_KEY"
+        )
+        aws_session_token = config.get("aws_session_token") or os.environ.get(
+            "AWS_SESSION_TOKEN"
+        )
+        aws_region = config.get("aws_region") or os.environ.get("AWS_REGION")
+        self.aws_service = config.get("aws_service", None) or os.environ.get(
+            "AWS_SERVICE"
+        )
+
+        if not config.get("create_signed_credentials", True):
             self.create_signed_credentials = False
 
         # AWS credentials based authentication
@@ -59,34 +62,38 @@ def _create_aws_client(self, config=None):
                 aws_access_key_id=aws_access_key_id,
                 aws_secret_access_key=aws_secret_access_key,
                 region_name=aws_region,
-                aws_session_token=aws_session_token
+                aws_session_token=aws_session_token,
             )
         # AWS Profile based authentication
         elif aws_profile:
             self.aws_session = boto3.session.Session(profile_name=aws_profile)
         else:
             self.aws_session = None
-            
+
         if self.aws_session:
             self.region = self.aws_session.region_name
             return self.aws_session.get_credentials()
         else:
             return None
 
-      
     def _store_aws4auth_credentials(self):
-        """Stores the AWS Signed Credential for the available AWS credentials.
+        """Store the AWS Signed Credential for the available AWS credentials.
 
         Returns:
             The None.
 
         """
         if self.create_signed_credentials and self.credentials:
-            self.aws_auth = AWS4Auth(self.credentials.access_key, self.credentials.secret_key, self.region, self.aws_service, aws_session=self.credentials.token)
+            self.aws_auth = AWS4Auth(
+                self.credentials.access_key,
+                self.credentials.secret_key,
+                self.region,
+                self.aws_service,
+                aws_session=self.credentials.token,
+            )
         else:
             self.aws_auth = None
 
-      
     def get_awsauth(self):
         """Return the AWS Signed Connection for provided credentials.
 
@@ -95,7 +102,7 @@ def get_awsauth(self):
 
         """
         return self.aws_auth
-      
+
     def get_aws_session_client(self):
         """Return the AWS Signed Connection for provided credentials.
 
@@ -103,72 +110,78 @@ def get_aws_session_client(self):
             The an AWS Session Client.
 
         """
-        return self.aws_session.client(self.aws_service,
-                                  region_name=self.region)
+        return self.aws_session.client(self.aws_service, region_name=self.region)
 
 
 class ConfigurableOAuthAuthenticator(OAuthAuthenticator):
+    """Configurable OAuth Authenticator."""
 
     @property
     def oauth_request_body(self) -> dict:
-        """Build up a list of OAuth2 parameters to use depending
+        """Build up a list of OAuth2 parameters.
+
+        Build up a list of OAuth2 parameters to use depending
         on what configuration items have been set and the type of OAuth
         flow set by the grant_type.
         """
-
         # Test where the config is located in self
-        if self.config: # Tap Config
+        if self.config:  # Tap Config
             my_config = self.config
-        elif self._config: # Stream Config
+        elif self._config:  # Stream Config
             my_config = self._config
-        
-        client_id = my_config.get('client_id')
-        client_secret = my_config.get('client_secret')
-        username = my_config.get('username')
-        password = my_config.get('password')
-        refresh_token = my_config.get('refresh_token')
-        grant_type = my_config.get('grant_type')
-        scope = my_config.get('scope')
-        redirect_uri = my_config.get('redirect_uri')
-        oauth_extras = my_config.get('oauth_extras')
+
+        client_id = my_config.get("client_id")
+        client_secret = my_config.get("client_secret")
+        username = my_config.get("username")
+        password = my_config.get("password")
+        refresh_token = my_config.get("refresh_token")
+        grant_type = my_config.get("grant_type")
+        scope = my_config.get("scope")
+        redirect_uri = my_config.get("redirect_uri")
+        oauth_extras = my_config.get("oauth_extras")
 
         oauth_params = {}
 
         # Test mandatory parameters based on grant_type
         if grant_type:
-            oauth_params['grant_type'] = grant_type
+            oauth_params["grant_type"] = grant_type
         else:
             raise ValueError("Missing grant type for OAuth Token.")
 
-        if grant_type == 'client_credentials':
+        if grant_type == "client_credentials":
             if not (client_id and client_secret):
                 raise ValueError(
-                    "Missing either client_id or client_secret for 'client_credentials' grant_type."
+                    "Missing either client_id or client_secret for "
+                    "'client_credentials' grant_type."
                 )
 
-        if grant_type == 'password':
+        if grant_type == "password":
             if not (username and password):
-                raise ValueError("Missing either username or password for 'password' grant_type.")
+                raise ValueError(
+                    "Missing either username or password for 'password' grant_type."
+                )
 
-        if grant_type == 'refresh_token':
+        if grant_type == "refresh_token":
             if not refresh_token:
-                raise ValueError("Missing either refresh_token for 'refresh_token' grant_type.")
+                raise ValueError(
+                    "Missing either refresh_token for 'refresh_token' grant_type."
+                )
 
         # Add parameters if they are set
         if scope:
-            oauth_params['scope'] = scope
+            oauth_params["scope"] = scope
         if client_id:
-            oauth_params['client_id'] = client_id
+            oauth_params["client_id"] = client_id
         if client_secret:
-            oauth_params['client_secret'] = client_secret
+            oauth_params["client_secret"] = client_secret
         if username:
-            oauth_params['username'] = username
+            oauth_params["username"] = username
         if password:
-            oauth_params['password'] = password
+            oauth_params["password"] = password
         if refresh_token:
-            oauth_params['refresh_token'] = refresh_token
+            oauth_params["refresh_token"] = refresh_token
         if redirect_uri:
-            oauth_params['redirect_uri'] = redirect_uri
+            oauth_params["redirect_uri"] = redirect_uri
         if oauth_extras:
             for k, v in oauth_extras.items():
                 oauth_params[k] = v
@@ -177,7 +190,9 @@ def oauth_request_body(self) -> dict:
 
 
 def select_authenticator(self) -> Any:
-    """Calls an appropriate SDK Authentication method based on the the set auth_method.
+    """Call an appropriate SDK Authentication method.
+
+    Calls an appropriate SDK Authentication method based on the the set auth_method.
     If an auth_method is not provided, the tap will call the API using any settings from
     the headers and params config.
     Note: Each auth method requires certain configuration to be present see README.md
@@ -188,22 +203,22 @@ def select_authenticator(self) -> Any:
 
     Returns:
         A SDK Authenticator or None if no auth_method supplied.
+
     """
-    
     # Test where the config is located in self
-    if self.config: # Tap Config
+    if self.config:  # Tap Config
         my_config = self.config
-    elif self._config: # Stream Config
+    elif self._config:  # Stream Config
         my_config = self._config
 
-    auth_method = my_config.get('auth_method', "")
-    api_keys = my_config.get('api_keys', '')
+    auth_method = my_config.get("auth_method", "")
+    api_keys = my_config.get("api_keys", "")
     self.http_auth = None
 
     # Set http headers if headers are supplied
     # Some OAUTH2 API's require headers to be supplied
     # In the OAUTH request.
-    auth_headers = my_config.get('headers',None)
+    auth_headers = my_config.get("headers", None)
 
     # Using API Key Authenticator, keys are extracted from api_keys dict
     if auth_method == "api_key":
@@ -211,39 +226,36 @@ def select_authenticator(self) -> Any:
             for k, v in api_keys.items():
                 key = k
                 value = v
-        return APIKeyAuthenticator(
-            stream=self,
-            key=key,
-            value=value
-        )
+        return APIKeyAuthenticator(stream=self, key=key, value=value)
     # Using Basic Authenticator
     elif auth_method == "basic":
         return BasicAuthenticator(
             stream=self,
-            username=my_config.get('username', ''),
-            password=my_config.get('password', '')
+            username=my_config.get("username", ""),
+            password=my_config.get("password", ""),
         )
     # Using OAuth Authenticator
     elif auth_method == "oauth":
         return ConfigurableOAuthAuthenticator(
             stream=self,
-            auth_endpoint=my_config.get('access_token_url', ''),
-            oauth_scopes=my_config.get('scope', ''),
-            default_expiration=my_config.get('oauth_expiration_secs', ''),
+            auth_endpoint=my_config.get("access_token_url", ""),
+            oauth_scopes=my_config.get("scope", ""),
+            default_expiration=my_config.get("oauth_expiration_secs", ""),
             oauth_headers=auth_headers,
         )
     # Using Bearer Token Authenticator
     elif auth_method == "bearer_token":
         return BearerTokenAuthenticator(
             stream=self,
-            token=my_config.get('bearer_token', ''),
+            token=my_config.get("bearer_token", ""),
         )
     # Using AWS Authenticator
     elif auth_method == "aws":
-      
-          # Establish an AWS Connection Client and returned Signed Credentials
-        self.aws_connection = AWSConnectClient(connection_config=my_config.get("aws_credentials",None))
-        
+        # Establish an AWS Connection Client and returned Signed Credentials
+        self.aws_connection = AWSConnectClient(
+            connection_config=my_config.get("aws_credentials", None)
+        )
+
         if self.aws_connection.aws_auth:
             self.http_auth = self.aws_connection.aws_auth
         else:
@@ -251,7 +263,11 @@ def select_authenticator(self) -> Any:
 
         return self.http_auth
     elif auth_method != "no_auth":
-        self.logger.error(f"Unknown authentication method {auth_method}. Use api_key, basic, oauth, bearer_token, or aws.")
+        self.logger.error(
+            f"Unknown authentication method {auth_method}. Use api_key, basic, oauth, "
+            f"bearer_token, or aws."
+        )
         raise ValueError(
-            f"Unknown authentication method {auth_method}. Use api_key, basic, oauth, bearer_token, or aws."
+            f"Unknown authentication method {auth_method}. Use api_key, basic, oauth, "
+            f"bearer_token, or aws."
         )
diff --git a/tap_rest_api_msdk/client.py b/tap_rest_api_msdk/client.py
index 93ee056..1694a1a 100644
--- a/tap_rest_api_msdk/client.py
+++ b/tap_rest_api_msdk/client.py
@@ -3,7 +3,6 @@
 from pathlib import Path
 from typing import Any
 
-from memoization import cached
 from singer_sdk.authenticators import APIAuthenticatorBase
 from singer_sdk.streams import RESTStream
 from tap_rest_api_msdk.auth import select_authenticator
@@ -16,7 +15,7 @@ class RestApiStream(RESTStream):
 
     # Intialise self.http_auth used by prepare_request
     http_auth = None
-    # Cache the authenticator using a Smart Singleton pattern 
+    # Cache the authenticator using a Smart Singleton pattern
     _authenticator = None
 
     @property
@@ -28,18 +27,19 @@ def url_base(self) -> Any:
 
         """
         return self.config["api_url"]
-      
 
     @property
     def authenticator(self) -> Any:
-        """Calls an appropriate SDK Authentication method based on the the set auth_method
-        which is set via the config.
-        If an authenticator (auth_method) is not specified, REST-based taps will simply pass
-        `http_headers` as defined in the tap and stream classes.
-        
-        Note 1: Each auth method requires certain configuration to be present see README.md
-        for each auth methods configuration requirements.
-        
+        """Call an appropriate SDK Authentication method.
+
+        Calls an appropriate SDK Authentication method based on the the set
+        auth_method which is set via the config.
+        If an authenticator (auth_method) is not specified, REST-based taps will simply
+        pass `http_headers` as defined in the tap and stream classes.
+
+        Note 1: Each auth method requires certain configuration to be present see
+        README.md for each auth methods configuration requirements.
+
         Note 2: Using Singleton Pattern on the autenticator for caching with a check
         if an OAuth Token has expired and needs to be refreshed.
 
@@ -48,16 +48,16 @@ def authenticator(self) -> Any:
 
         Returns:
             A SDK Authenticator or APIAuthenticatorBase if no auth_method supplied.
-        """
 
-        auth_method = self.config.get("auth_method",None)
+        """
+        auth_method = self.config.get("auth_method", None)
 
         if not self._authenticator:
-            self._authenticator = select_authenticator(self)         
+            self._authenticator = select_authenticator(self)
             if not self._authenticator:
                 # No Auth Method, use default Authenticator
-                self._authenticator = APIAuthenticatorBase(stream=self)           
-        elif auth_method == 'oauth':
+                self._authenticator = APIAuthenticatorBase(stream=self)
+        elif auth_method == "oauth":
             if not self._authenticator.is_token_valid():
                 # Obtain a new OAuth token as it has expired
                 self._authenticator = select_authenticator(self)
diff --git a/tap_rest_api_msdk/pagination.py b/tap_rest_api_msdk/pagination.py
index 866ac8c..3c15d27 100644
--- a/tap_rest_api_msdk/pagination.py
+++ b/tap_rest_api_msdk/pagination.py
@@ -1,20 +1,22 @@
 """REST API pagination handling."""
 from typing import Any, Optional, cast
-from urllib.parse import urlparse, parse_qs
+from urllib.parse import parse_qs, urlparse
 
 import requests
 from dateutil.parser import parse
 from singer_sdk.helpers.jsonpath import extract_jsonpath
-from singer_sdk.pagination import BaseOffsetPaginator, HeaderLinkPaginator, BasePageNumberPaginator
+from singer_sdk.pagination import (
+    BaseOffsetPaginator,
+    BasePageNumberPaginator,
+    HeaderLinkPaginator,
+)
 from tap_rest_api_msdk.utils import unnest_dict
 
+
 class RestAPIBasePageNumberPaginator(BasePageNumberPaginator):
-    def __init__(
-        self,
-        *args,
-        jsonpath: str = None,
-        **kwargs
-    ):
+    """REST API Base Page Number Paginator."""
+
+    def __init__(self, *args, jsonpath=None, **kwargs):
         super().__init__(*args, **kwargs)
         self._jsonpath = jsonpath
 
@@ -28,20 +30,19 @@ def has_more(self, response: requests.Response):
 
         Returns:
             Whether there are more pages to fetch.
+
         """
-        
         if self._jsonpath:
             return next(extract_jsonpath(self._jsonpath, response.json()), None)
         else:
             return response.json().get("hasMore", None)
 
+
 class RestAPIOffsetPaginator(BaseOffsetPaginator):
+    """REST API Offset Paginator."""
+
     def __init__(
-        self,
-        *args,
-        jsonpath: str = None,
-        pagination_total_limit_param: str,
-        **kwargs
+        self, *args, jsonpath=None, pagination_total_limit_param: str, **kwargs
     ):
         super().__init__(*args, **kwargs)
         self.jsonpath = jsonpath
@@ -57,8 +58,8 @@ def has_more(self, response: requests.Response):
 
         Returns:
             Whether there are more pages to fetch.
+
         """
-        
         if self.jsonpath:
             pagination = next(extract_jsonpath(self.jsonpath, response.json()), None)
         else:
@@ -67,14 +68,17 @@ def has_more(self, response: requests.Response):
             pagination = unnest_dict(pagination)
 
         if pagination and all(x in pagination for x in ["offset", "limit"]):
-            record_limit = pagination.get(self.pagination_total_limit_param,0)
+            record_limit = pagination.get(self.pagination_total_limit_param, 0)
             records_read = pagination["offset"] + pagination["limit"]
             if records_read <= record_limit:
                 return True
 
         return False
 
+
 class RestAPIHeaderLinkPaginator(HeaderLinkPaginator):
+    """REST API Header Link Paginator."""
+
     def __init__(
         self,
         *args,
@@ -90,14 +94,14 @@ def __init__(
         self.use_fake_since_parameter = use_fake_since_parameter
         self.replication_key = replication_key
 
-    def get_next_url(
-        self, response: requests.Response
-    ) -> Optional[Any]:
-        """Return next page parameter(s) for identifying the next page
+    def get_next_url(self, response: requests.Response) -> Optional[Any]:
+        """Return next page parameter(s).
+
+        Return next page parameter(s) for identifying the next page
            or None if no more pages.
-           
+
            Logic based on https://github.com/MeltanoLabs/tap-github
-           
+
         Args:
             response: The most recent response object.
             pagination_page_size: A limit for records per page. Default=25
@@ -107,23 +111,25 @@ def get_next_url(
 
         Returns:
             Page Parameters if there are more pages to fetch, else None.
+
         """
         # Exit if the set Record Limit is reached.
         if (
             self._page_count
             and self.pagination_results_limit
             and (
-                cast(int, self._page_count) * self.pagination_page_size >= self.pagination_results_limit
+                cast(int, self._page_count) * self.pagination_page_size
+                >= self.pagination_results_limit
             )
         ):
             return None
-          
+
         # Leverage header links returned by the GitHub API.
         if "next" not in response.links.keys():
             return None
 
         # Exit early if there is no URL in the next links
-        if not response.links.get("next",{}).get("url"):
+        if not response.links.get("next", {}).get("url"):
             return None
 
         resp_json = response.json()
@@ -132,14 +138,16 @@ def get_next_url(
         else:
             results = resp_json.get("items")
 
-        # Exit early if the response has no items. ? Maybe duplicative the "next" link check.
+        # Exit early if the response has no items. ? Maybe duplicative the "next" link
+        # check.
         if not results:
             return None
-          
-        # Unfortunately endpoints such as /starred, /stargazers, /events and /pulls do not support
-        # the "since" parameter out of the box. So we use a workaround here to exit early.
-        # For such streams, we sort by descending dates (most recent first), and paginate
-        # "back in time" until we reach records before our "fake_since" parameter.
+
+        # Unfortunately endpoints such as /starred, /stargazers, /events and /pulls do
+        # not support the "since" parameter out of the box. So we use a workaround here
+        # to exit early. For such streams, we sort by descending dates (most recent
+        # first), and paginate "back in time" until we reach records before our
+        # "fake_since" parameter.
         if self.replication_key and self.use_fake_since_parameter:
             request_parameters = parse_qs(str(urlparse(response.request.url).query))
             # parse_qs interprets "+" as a space, revert this to keep an aware datetime
@@ -158,7 +166,8 @@ def get_next_url(
                 else None
             )
 
-            # commit_timestamp is a constructed key which does not exist in the raw response
+            # commit_timestamp is a constructed key which does not exist in the raw
+            # response
             replication_date = (
                 results[-1][self.replication_key]
                 if self.replication_key != "commit_timestamp"
@@ -176,6 +185,6 @@ def get_next_url(
         parsed_url = urlparse(response.links["next"]["url"])
 
         if parsed_url.query:
-            return(parsed_url.query)
-          
+            return parsed_url.query
+
         return None
diff --git a/tap_rest_api_msdk/streams.py b/tap_rest_api_msdk/streams.py
index ce7f96a..a4afc5c 100644
--- a/tap_rest_api_msdk/streams.py
+++ b/tap_rest_api_msdk/streams.py
@@ -1,30 +1,40 @@
 """Stream type classes for tap-rest-api-msdk."""
 
+import email.utils
 import json
 from datetime import datetime
-from typing import Any, Dict, Iterable, Optional
 from string import Template
+from typing import Any, Dict, Iterable, Optional
+from urllib.parse import parse_qs, parse_qsl, urlparse
 
-import email.utils
 import requests
 from singer_sdk.helpers.jsonpath import extract_jsonpath
-from singer_sdk.pagination import SinglePagePaginator, BaseHATEOASPaginator, JSONPathPaginator, HeaderLinkPaginator, SimpleHeaderPaginator
-from urllib.parse import urlparse, parse_qsl, parse_qs
+from singer_sdk.pagination import (
+    BaseHATEOASPaginator,
+    HeaderLinkPaginator,
+    JSONPathPaginator,
+    SimpleHeaderPaginator,
+    SinglePagePaginator,
+)
 from tap_rest_api_msdk.client import RestApiStream
-from tap_rest_api_msdk.pagination import RestAPIHeaderLinkPaginator, RestAPIOffsetPaginator, RestAPIBasePageNumberPaginator
+from tap_rest_api_msdk.pagination import (
+    RestAPIBasePageNumberPaginator,
+    RestAPIHeaderLinkPaginator,
+    RestAPIOffsetPaginator,
+)
 from tap_rest_api_msdk.utils import flatten_json, get_start_date
 
 # Remove commented section to show http_request for debugging
-#import logging
-#import http.client
+# import logging
+# import http.client
 
-#http.client.HTTPConnection.debuglevel = 1
+# http.client.HTTPConnection.debuglevel = 1
 
-#logging.basicConfig()
-#logging.getLogger().setLevel(logging.DEBUG)
-#requests_log = logging.getLogger("requests.packages.urllib3")
-#requests_log.setLevel(logging.DEBUG)
-#requests_log.propagate = True
+# logging.basicConfig()
+# logging.getLogger().setLevel(logging.DEBUG)
+# requests_log = logging.getLogger("requests.packages.urllib3")
+# requests_log.setLevel(logging.DEBUG)
+# requests_log.propagate = True
 
 
 class DynamicStream(RestApiStream):
@@ -89,7 +99,7 @@ def __init__(
 
         self.name = name
         self.path = path
-        self.params = params
+        self.params = params if params else {}
         self.headers = headers
         self.primary_keys = primary_keys
         self.replication_key = replication_key
@@ -97,29 +107,36 @@ def __init__(
         self.records_path = records_path
         if next_page_token_path:
             self.next_page_token_jsonpath = next_page_token_path
-        elif pagination_request_style == 'jsonpath_paginator' or pagination_request_style == 'default':
-            self.next_page_token_jsonpath = "$.next_page" # Set default for jsonpath_paginator
-        get_url_params_styles = {"style1": self._get_url_params_offset_style,
-                                 "offset": self._get_url_params_offset_style,
-                                 "page": self._get_url_params_page_style,
-                                 "header_link": self._get_url_params_header_link,
-                                 "hateoas_body": self._get_url_params_hateoas_body}
-                                 
+        elif (
+            pagination_request_style == "jsonpath_paginator"
+            or pagination_request_style == "default"
+        ):
+            self.next_page_token_jsonpath = (
+                "$.next_page"  # Set default for jsonpath_paginator
+            )
+        get_url_params_styles = {
+            "style1": self._get_url_params_offset_style,
+            "offset": self._get_url_params_offset_style,
+            "page": self._get_url_params_page_style,
+            "header_link": self._get_url_params_header_link,
+            "hateoas_body": self._get_url_params_hateoas_body,
+        }
+
         # Selecting the appropriate method to send Parameters as part of the
         # request. If use_request_body_not_params is set the parameters are sent
-        # in the request body instead of request parameters. The 
-        # pagination_response_style config determines what style of parameter 
+        # in the request body instead of request parameters. The
+        # pagination_response_style config determines what style of parameter
         # processing is invoked.
 
         self.use_request_body_not_params = use_request_body_not_params
         if self.use_request_body_not_params:
             self.prepare_request_payload = get_url_params_styles.get(  # type: ignore
                 pagination_response_style, self._get_url_params_page_style
-            ) # Defaults to page_style url_params
+            )  # Defaults to page_style url_params
         else:
             self.get_url_params = get_url_params_styles.get(  # type: ignore
                 pagination_response_style, self._get_url_params_page_style
-            ) # Defaults to page_style url_params
+            )  # Defaults to page_style url_params
 
         self.pagination_request_style = pagination_request_style
         self.pagination_results_limit = pagination_results_limit
@@ -129,9 +146,9 @@ def __init__(
         self.start_date = start_date
         self.source_search_field = source_search_field
         self.source_search_query = source_search_query
-        
+
         # Setting Pagination Limits
-        if self.pagination_request_style == 'restapi_header_link_paginator':
+        if self.pagination_request_style == "restapi_header_link_paginator":
             if pagination_page_size:
                 self.pagination_page_size = pagination_page_size
             else:
@@ -139,10 +156,17 @@ def __init__(
                     page_limit_param = self.pagination_limit_per_page_param
                 else:
                     page_limit_param = "per_page"
-                self.pagination_page_size = int(self.params.get(page_limit_param, 25)) # Default to requesting 25 records
-        elif self.pagination_request_style == 'style1' or self.pagination_request_style == 'offset_paginator':
+                self.pagination_page_size = int(
+                    self.params.get(page_limit_param, 25)
+                )  # Default to requesting 25 records
+        elif (
+            self.pagination_request_style == "style1"
+            or self.pagination_request_style == "offset_paginator"
+        ):
             if self.pagination_results_limit:
-                self.ABORT_AT_RECORD_COUNT = self.pagination_results_limit # Will raise an exception.
+                self.ABORT_AT_RECORD_COUNT = (
+                    self.pagination_results_limit
+                )  # Will raise an exception.
             if pagination_page_size:
                 self.pagination_page_size = pagination_page_size
             else:
@@ -150,14 +174,19 @@ def __init__(
                     page_limit_param = self.pagination_limit_per_page_param
                 else:
                     page_limit_param = "limit"
-                self.pagination_page_size = int(self.params.get(page_limit_param, 25)) # Default to requesting 25 records
+                self.pagination_page_size = int(
+                    self.params.get(page_limit_param, 25)
+                )  # Default to requesting 25 records
         else:
             if self.pagination_results_limit:
-                self.ABORT_AT_RECORD_COUNT = self.pagination_results_limit # Will raise an exception.
-            self.pagination_page_size = pagination_page_size
+                self.ABORT_AT_RECORD_COUNT = (
+                    self.pagination_results_limit
+                )  # Will raise an exception.
+            self.pagination_page_size = pagination_page_size or 0
 
         # GitHub is missing the "since" parameter on a few endpoints
-        # set this parameter to True if your stream needs to navigate data in descending order
+        # set this parameter to True if your stream needs to navigate data in
+        # descending order
         # and try to exit early on its own.
         # This only has effect on streams whose `replication_key` is `updated_at`.
         self.use_fake_since_parameter = False
@@ -182,7 +211,6 @@ def http_headers(self) -> dict:
 
         return headers
 
-
     def get_new_paginator(self):
         """Return the requested paginator required to retrieve all data from the API.
 
@@ -190,34 +218,55 @@ def get_new_paginator(self):
               Paginator Class.
 
         """
-
-        self.logger.info(f"the next_page_token_jsonpath = {self.next_page_token_jsonpath}.")
-
-        if self.pagination_request_style == 'jsonpath_paginator' or self.pagination_request_style == 'default':
+        self.logger.info(
+            f"the next_page_token_jsonpath = {self.next_page_token_jsonpath}."
+        )
+
+        if (
+            self.pagination_request_style == "jsonpath_paginator"
+            or self.pagination_request_style == "default"
+        ):
             return JSONPathPaginator(self.next_page_token_jsonpath)
-        elif self.pagination_request_style == 'simple_header_paginator': # Example Gitlab.com
-            return SimpleHeaderPaginator('X-Next-Page')
-        elif self.pagination_request_style == 'header_link_paginator':
+        elif (
+            self.pagination_request_style == "simple_header_paginator"
+        ):  # Example Gitlab.com
+            return SimpleHeaderPaginator("X-Next-Page")
+        elif self.pagination_request_style == "header_link_paginator":
             return HeaderLinkPaginator()
-        elif self.pagination_request_style == 'restapi_header_link_paginator': # Example GitHub.com
-            return RestAPIHeaderLinkPaginator(pagination_page_size=self.pagination_page_size,
-                                              pagination_results_limit=self.pagination_results_limit,
-                                              replication_key=self.replication_key)
-        elif self.pagination_request_style == 'style1' or self.pagination_request_style == 'offset_paginator':
-            return RestAPIOffsetPaginator(start_value=1,
-                                          page_size=self.pagination_page_size,
-                                          jsonpath=self.next_page_token_jsonpath,
-                                          pagination_total_limit_param=self.pagination_total_limit_param)
-        elif self.pagination_request_style == 'hateoas_paginator':
+        elif (
+            self.pagination_request_style == "restapi_header_link_paginator"
+        ):  # Example GitHub.com
+            return RestAPIHeaderLinkPaginator(
+                pagination_page_size=self.pagination_page_size,
+                pagination_results_limit=self.pagination_results_limit,
+                replication_key=self.replication_key,
+            )
+        elif (
+            self.pagination_request_style == "style1"
+            or self.pagination_request_style == "offset_paginator"
+        ):
+            return RestAPIOffsetPaginator(
+                start_value=1,
+                page_size=self.pagination_page_size,
+                jsonpath=self.next_page_token_jsonpath,
+                pagination_total_limit_param=self.pagination_total_limit_param,
+            )
+        elif self.pagination_request_style == "hateoas_paginator":
             return BaseHATEOASPaginator()
-        elif self.pagination_request_style == 'single_page_paginator':
+        elif self.pagination_request_style == "single_page_paginator":
             return SinglePagePaginator()
-        elif self.pagination_request_style == 'page_number_paginator':
-            return RestAPIBasePageNumberPaginator(jsonpath=self.next_page_token_jsonpath)
+        elif self.pagination_request_style == "page_number_paginator":
+            return RestAPIBasePageNumberPaginator(
+                jsonpath=self.next_page_token_jsonpath
+            )
         else:
-            self.logger.error(f"Unknown paginator {self.pagination_request_style}. Please declare a valid paginator.")
+            self.logger.error(
+                f"Unknown paginator {self.pagination_request_style}. Please declare "
+                f"a valid paginator."
+            )
             raise ValueError(
-                f"Unknown paginator {self.pagination_request_style}. Please declare a valid paginator."
+                f"Unknown paginator {self.pagination_request_style}. Please declare "
+                f"a valid paginator."
             )
 
     def _get_url_params_page_style(
@@ -246,15 +295,20 @@ def _get_url_params_page_style(
                 next_page_parm = "page"
             params[next_page_parm] = next_page_token
         if self.replication_key:
-            # Use incremental replication (if available) via a filter query being sent to the API
-            # This assumes storing a replication timestamp and querying records greater than that
-            # date in subsequent runs. Config the appropriate source field and query template.
+            # Use incremental replication (if available) via a filter query being
+            # sent to the API This assumes storing a replication timestamp and querying
+            # records greater than that date in subsequent runs. Config the appropriate
+            # source field and query template.
             if self.source_search_field and self.source_search_query and last_run_date:
                 query_template = Template(self.source_search_query)
                 if self.use_request_body_not_params:
-                    params[self.source_search_field] = json.loads(query_template.substitute(last_run_date=last_run_date))
+                    params[self.source_search_field] = json.loads(
+                        query_template.substitute(last_run_date=last_run_date)
+                    )
                 else:
-                    params[self.source_search_field] = query_template.substitute(last_run_date=last_run_date)
+                    params[self.source_search_field] = query_template.substitute(
+                        last_run_date=last_run_date
+                    )
             else:
                 params["sort"] = "asc"
                 params["order_by"] = self.replication_key
@@ -294,15 +348,20 @@ def _get_url_params_offset_style(
                 limit_per_page_param = "limit"
             params[limit_per_page_param] = self.pagination_page_size
         if self.replication_key:
-            # Use incremental replication (if available) via a filter query being sent to the API
-            # This assumes storing a replication timestamp and querying records greater than that
-            # date in subsequent runs. Config the appropriate source field and query template.
+            # Use incremental replication (if available) via a filter query being sent
+            # to the API This assumes storing a replication timestamp and querying
+            # records greater than that date in subsequent runs. Config the appropriate
+            # source field and query template.
             if self.source_search_field and self.source_search_query and last_run_date:
                 query_template = Template(self.source_search_query)
                 if self.use_request_body_not_params:
-                    params[self.source_search_field] = json.loads(query_template.substitute(last_run_date=last_run_date))
+                    params[self.source_search_field] = json.loads(
+                        query_template.substitute(last_run_date=last_run_date)
+                    )
                 else:
-                    params[self.source_search_field] = query_template.substitute(last_run_date=last_run_date)
+                    params[self.source_search_field] = query_template.substitute(
+                        last_run_date=last_run_date
+                    )
             else:
                 params["sort"] = "asc"
                 params["order_by"] = self.replication_key
@@ -313,6 +372,7 @@ def _get_url_params_header_link(
         self, context: Optional[Dict], next_page_token: Optional[Any]
     ) -> Dict[str, Any]:
         """Return a dictionary of values to be used in URL parameterization.
+
         Logic based on https://github.com/MeltanoLabs/tap-github
 
         Args:
@@ -330,7 +390,7 @@ def _get_url_params_header_link(
         if self.pagination_page_size:
             pagination_page_size = self.pagination_page_size
         else:
-            pagination_page_size = 25 # Default to 25 per page if not set
+            pagination_page_size = 25  # Default to 25 per page if not set
         if self.pagination_limit_per_page_param:
             limit_per_page_param = self.pagination_limit_per_page_param
         else:
@@ -339,25 +399,28 @@ def _get_url_params_header_link(
         if next_page_token:
             request_parameters = parse_qs(str(next_page_token))
             for k, v in request_parameters.items():
-                params[k] = v            
+                params[k] = v
 
         if self.replication_key == "updated_at":
             params["sort"] = "updated"
             params["direction"] = "desc" if self.use_fake_since_parameter else "asc"
 
-        # Unfortunately the /starred, /stargazers (starred_at) and /events (created_at) endpoints do not support
-        # the "since" parameter out of the box. But we use a workaround in 'get_next_page_token'.
+        # Unfortunately the /starred, /stargazers (starred_at) and /events (created_at)
+        # endpoints do not support the "since" parameter out of the box. But we use a
+        # workaround in 'get_next_page_token'.
         elif self.replication_key in ["starred_at", "created_at"]:
             params["sort"] = "created"
             params["direction"] = "desc"
 
-        # Warning: /commits endpoint accept "since" but results are ordered by descending commit_timestamp
+        # Warning: /commits endpoint accept "since" but results are ordered by
+        # descending commit_timestamp
         elif self.replication_key == "commit_timestamp":
             params["direction"] = "desc"
 
         elif self.replication_key:
             self.logger.warning(
-                f"The replication key '{self.replication_key}' is not fully supported by this client yet."
+                f"The replication key '{self.replication_key}' is not fully supported "
+                f"by this client yet."
             )
 
         since = self.get_starting_timestamp(context)
@@ -370,7 +433,6 @@ def _get_url_params_header_link(
 
         return params
 
-
     def _get_url_params_hateoas_body(
         self, context: Optional[dict], next_page_token: Optional[Any]
     ) -> Dict[str, Any]:
@@ -382,9 +444,9 @@ def _get_url_params_hateoas_body(
 
 
             HATEOAS stands for "Hypermedia as the Engine of Application State".
-             See https://en.wikipedia.org/wiki/HATEOAS.            
+             See https://en.wikipedia.org/wiki/HATEOAS.
 
-            Note: Under the HATEOAS model, the returned token contains all the 
+            Note: Under the HATEOAS model, the returned token contains all the
             required parameters for the subsequent call. The function splits the
             parameters into Dict key value pairs for subsequent requests.
 
@@ -392,7 +454,6 @@ def _get_url_params_hateoas_body(
             An object containing the parameters to add to the request.
 
         """
-
         # Initialise Starting Values
         last_run_date = get_start_date(self, context)
         params: dict = {}
@@ -400,11 +461,11 @@ def _get_url_params_hateoas_body(
         if self.params:
             for k, v in self.params.items():
                 params[k] = v
-                
+
         # Set Pagination Limits if required.
         if self.pagination_page_size and self.pagination_limit_per_page_param:
             params[self.pagination_limit_per_page_param] = self.pagination_page_size
-                
+
         if next_page_token:
             # Parse the next_page_token for the path and parameters
             url_parsed = urlparse(next_page_token)
@@ -415,17 +476,22 @@ def _get_url_params_hateoas_body(
             if url_parsed.path == next_page_token:
                 self.path = ""
             else:
-                self.path=url_parsed.path
+                self.path = url_parsed.path
         elif self.replication_key:
-            # Use incremental replication (if available) via a filter query being sent to the API
-            # This assumes storing a replication timestamp and querying records greater than that
-            # date in subsequent runs. Config the appropriate source field and query template.
+            # Use incremental replication (if available) via a filter query being sent
+            # to the API This assumes storing a replication timestamp and querying
+            # records greater than that date in subsequent runs. Config the appropriate
+            # source field and query template.
             if self.source_search_field and self.source_search_query and last_run_date:
                 query_template = Template(self.source_search_query)
                 if self.use_request_body_not_params:
-                    params[self.source_search_field] = json.loads(query_template.substitute(last_run_date=last_run_date))
+                    params[self.source_search_field] = json.loads(
+                        query_template.substitute(last_run_date=last_run_date)
+                    )
                 else:
-                    params[self.source_search_field] = query_template.substitute(last_run_date=last_run_date)
+                    params[self.source_search_field] = query_template.substitute(
+                        last_run_date=last_run_date
+                    )
             elif self.source_search_field and last_run_date:
                 params[self.source_search_field] = "gt" + last_run_date
 
diff --git a/tap_rest_api_msdk/tap.py b/tap_rest_api_msdk/tap.py
index 96c2844..629b0dd 100644
--- a/tap_rest_api_msdk/tap.py
+++ b/tap_rest_api_msdk/tap.py
@@ -13,6 +13,7 @@
 from tap_rest_api_msdk.streams import DynamicStream
 from tap_rest_api_msdk.utils import flatten_json
 
+
 class TapRestApiMsdk(Tap):
     """rest-api tap class."""
 
@@ -103,24 +104,30 @@ class TapRestApiMsdk(Tap):
             "source_search_field",
             th.StringType,
             required=False,
-            description="An optional field name which can be used for querying specific "
-            "records from supported API's. The intend for this parameter is to continue "
-            "incrementally processing from a previous state. Example `last-updated`. "
-            "Note: You must also set the replication_key, where the replication_key is"
-            "json response representation of the API `source_search_field`. You should"
-            "also supply the `source_search_query`, `replication_key` and `start_date`.",
+            description="An optional field name which can be used for querying "
+            "specific records from supported API's. The intend for this "
+            "parameter is to continue incrementally processing from a "
+            "previous state. Example `last-updated`. Note: You must also "
+            "set the replication_key, where the replication_key isjson "
+            "response representation of the API `source_search_field`. "
+            "You shouldalso supply the `source_search_query`, "
+            "`replication_key` and `start_date`.",
         ),
         th.Property(
             "source_search_query",
             th.StringType,
             required=False,
             description="An optional query template to be issued against the API."
-            "Substitute the query field you are querying against with $last_run_date. At"
-            "run-time, the tap will dynamically update the token with either the `start_date`"
-            "or the last bookmark / state value. A simple template Example for FHIR API's: "
-            "gt$last_run_date. A more complex example against an Opensearch API, "
-            "{\"bool\": {\"filter\": [{\"range\": { \"meta.lastUpdated\": { \"gt\": \"$last_run_date\" }}}] }} ."
-            "Note: Any required double quotes in the query template must be escaped.",
+            "Substitute the query field you are querying against with "
+            "$last_run_date. Atrun-time, the tap will dynamically update "
+            "the token with either the `start_date`or the last bookmark / "
+            "state value. A simple template Example for FHIR API's: "
+            "gt$last_run_date. A more complex example against an "
+            "Opensearch API, "
+            '{"bool": {"filter": [{"range": '
+            '{ "meta.lastUpdated": { "gt": "$last_run_date" }}}] }} .'
+            "Note: Any required double quotes in the query template must "
+            "be escaped.",
         ),
     )
 
@@ -134,128 +141,134 @@ class TapRestApiMsdk(Tap):
         th.Property(
             "auth_method",
             th.StringType,
-            default='no_auth',
+            default="no_auth",
             required=False,
-            description="The method of authentication used by the API. Supported options include "
-            "oauth: for OAuth2 authentication, basic: Basic Header authorization - base64-encoded "
-            "username + password config items, api_key: for API Keys in the header e.g. X-API-KEY,"
-            "bearer_token: for Bearer token authorization, aws: for AWS Authentication."
-            "Defaults to no_auth which will take authentication parameters passed via the headers"
-            "config."
+            description="The method of authentication used by the API. Supported "
+            "options include oauth: for OAuth2 authentication, basic: "
+            "Basic Header authorization - base64-encoded username + "
+            "password config items, api_key: for API Keys in the header "
+            "e.g. X-API-KEY,bearer_token: for Bearer token authorization, "
+            "aws: for AWS Authentication.Defaults to no_auth which will "
+            "take authentication parameters passed via the headersconfig.",
         ),
         th.Property(
             "api_keys",
             th.ObjectType(),
             required=False,
-            description="A object of API Key/Value pairs used by the api_key auth method "
-            "Example: { ""X-API-KEY"": ""my secret value""}."
+            description="A object of API Key/Value pairs used by the api_key auth "
+            "method Example: { X-API-KEY: my secret value}.",
         ),
         th.Property(
             "client_id",
             th.StringType,
             required=False,
-            description="Used for the OAuth2 authentication method. The public application ID that's "
-            "assigned for Authentication. The client_id should accompany a client_secret."
+            description="Used for the OAuth2 authentication method. The public "
+            "application ID that's assigned for Authentication. The "
+            "client_id should accompany a client_secret.",
         ),
         th.Property(
             "client_secret",
             th.StringType,
             required=False,
-            description="Used for the OAuth2 authentication method. The client_secret is a secret "
-            "known only to the application and the authorization server. It is essential the "
-            "application's own password."
-        ),     
+            description="Used for the OAuth2 authentication method. The client_secret "
+            "is a secret known only to the application and the "
+            "authorization server. It is essential the application's "
+            "own password.",
+        ),
         th.Property(
             "username",
             th.StringType,
             required=False,
             description="Used for a number of authentication methods that use a user "
-            "password combination for authentication."
+            "password combination for authentication.",
         ),
         th.Property(
             "password",
             th.StringType,
             required=False,
             description="Used for a number of authentication methods that use a user "
-            "password combination for authentication."
+            "password combination for authentication.",
         ),
         th.Property(
             "bearer_token",
             th.StringType,
             required=False,
             description="Used for the Bearer Authentication method, which uses a token "
-            "as part of the authorization header for authentication."
+            "as part of the authorization header for authentication.",
         ),
         th.Property(
             "refresh_token",
             th.StringType,
             required=False,
-            description="An OAuth2 Refresh Token is a string that the OAuth2 client can use to "
-            "get a new access token without the user's interaction."
+            description="An OAuth2 Refresh Token is a string that the OAuth2 "
+            "client can use to get a new access token without the user's "
+            "interaction.",
         ),
         th.Property(
             "grant_type",
             th.StringType,
             required=False,
-            description="Used for the OAuth2 authentication method. The grant_type is required "
-            "to describe the OAuth2 flow. Flows support by this tap include client_credentials, "
-            "refresh_token, password."
+            description="Used for the OAuth2 authentication method. The grant_type "
+            "is required to describe the OAuth2 flow. Flows support by "
+            "this tap include client_credentials, refresh_token, password.",
         ),
         th.Property(
             "scope",
             th.StringType,
             required=False,
-            description="Used for the OAuth2 authentication method. The scope is optional, "
-            "it is a mechanism to limit the amount of access that is granted to an access token. "
-            "One or more scopes can be provided delimited by a space."
+            description="Used for the OAuth2 authentication method. The scope is "
+            "optional, it is a mechanism to limit the amount of access "
+            "that is granted to an access token. One or more scopes can "
+            "be provided delimited by a space.",
         ),
         th.Property(
             "access_token_url",
             th.StringType,
             required=False,
-            description="Used for the OAuth2 authentication method. This is the end-point for "
-            "the authentication server used to exchange the authorization codes for a access "
-            "token."
+            description="Used for the OAuth2 authentication method. This is the "
+            "end-point for the authentication server used to exchange "
+            "the authorization codes for a access token.",
         ),
         th.Property(
             "redirect_uri",
             th.StringType,
             required=False,
-            description="Used for the OAuth2 authentication method. This is optional as the "
-            "redirect_uri may be part of the token returned by the authentication server. If a "
-            "redirect_uri is provided, it determines where the API server redirects the user "
-            "after the user completes the authorization flow."
+            description="Used for the OAuth2 authentication method. This is optional "
+            "as the redirect_uri may be part of the token returned by "
+            "the authentication server. If a redirect_uri is provided, "
+            "it determines where the API server redirects the user after "
+            "the user completes the authorization flow.",
         ),
         th.Property(
             "oauth_extras",
             th.ObjectType(),
             required=False,
-            description="A object of Key/Value pairs for additional oauth config parameters "
-            "which may be required by the authorization server."
-            "Example: { ""resource"": ""https://analysis.windows.net/powerbi/api""}."
+            description="A object of Key/Value pairs for additional oauth config "
+            "parameters which may be required by the authorization server."
+            "Example: "
+            "{resource: https://analysis.windows.net/powerbi/api}.",
         ),
         th.Property(
             "oauth_expiration_secs",
             th.IntegerType,
             default=None,
             required=False,
-            description="Used for OAuth2 authentication method. This optional setting is a "
-            "timer for the expiration of a token in seconds. If not set the OAuth will use "
-            "the default expiration set in the token by the authorization server."
+            description="Used for OAuth2 authentication method. This optional "
+            "setting is a timer for the expiration of a token in "
+            "seconds. If not set the OAuth will use the default "
+            "expiration set in the token by the authorization server.",
         ),
         th.Property(
             "aws_credentials",
             th.ObjectType(),
             default=None,
             required=False,
-            description="An object of aws credentials to authenticate to access AWS services."
-            "This example is to access the AWS OpenSearch service."
-            "Example: { ""aws_access_key_id"": ""my_aws_key_id"", "
-            "           ""aws_secret_access_key"": ""my_aws_secret_access_key"", "
-            "           ""aws_region"": ""us-east-1"", "
-            "           ""aws_service"": ""es"", "
-            "           ""use_signed_credentials"": true} "
-            
+            description="An object of aws credentials to authenticate to access AWS "
+            "services. This example is to access the AWS OpenSearch "
+            "service. Example: { aws_access_key_id: my_aws_key_id, "
+            "aws_secret_access_key: my_aws_secret_access_key, "
+            "aws_region: us-east-1, "
+            "aws_service: es, use_signed_credentials: true} ",
         ),
         th.Property(
             "next_page_token_path",
@@ -309,21 +322,24 @@ class TapRestApiMsdk(Tap):
             th.StringType,
             default=None,
             required=False,
-            description="The name of the param that indicates the page/offset. Defaults to None",
+            description="The name of the param that indicates the page/offset. "
+            "Defaults to None",
         ),
         th.Property(
             "pagination_limit_per_page_param",
             th.StringType,
             default=None,
             required=False,
-            description="The name of the param that indicates the limit/per_page. Defaults to None",
+            description="The name of the param that indicates the limit/per_page. "
+            "Defaults to None",
         ),
         th.Property(
             "pagination_total_limit_param",
             th.StringType,
             default="total",
             required=False,
-            description="The name of the param that indicates the total limit e.g. total, count. Defaults to total",
+            description="The name of the param that indicates the total limit e.g. "
+            "total, count. Defaults to total",
         ),
     )
 
@@ -386,15 +402,15 @@ def discover_streams(self) -> List[DynamicStream]:  # type: ignore
             params = {**self.config.get("params", {}), **stream.get("params", {})}
             headers = {**self.config.get("headers", {}), **stream.get("headers", {})}
             start_date = stream.get("start_date", self.config.get("start_date", ""))
-            replication_key=stream.get(
-                        "replication_key", self.config.get("replication_key", "")
-                    )
-            source_search_field=stream.get(
-                        "source_search_field", self.config.get("source_search_field", "")
-                    )
-            source_search_query=stream.get(
-                        "source_search_query", self.config.get("source_search_query", "")
-                    )
+            replication_key = stream.get(
+                "replication_key", self.config.get("replication_key", "")
+            )
+            source_search_field = stream.get(
+                "source_search_field", self.config.get("source_search_field", "")
+            )
+            source_search_query = stream.get(
+                "source_search_query", self.config.get("source_search_query", "")
+            )
 
             schema = {}
             schema_config = stream.get("schema")
@@ -440,15 +456,25 @@ def discover_streams(self) -> List[DynamicStream]:  # type: ignore
                     pagination_request_style=self.config["pagination_request_style"],
                     pagination_response_style=self.config["pagination_response_style"],
                     pagination_page_size=self.config.get("pagination_page_size"),
-                    pagination_results_limit=self.config.get("pagination_results_limit"),
-                    pagination_next_page_param=self.config.get("pagination_next_page_param"),
-                    pagination_limit_per_page_param=self.config.get("pagination_limit_per_page_param"),
-                    pagination_total_limit_param=self.config.get("pagination_total_limit_param"),
+                    pagination_results_limit=self.config.get(
+                        "pagination_results_limit"
+                    ),
+                    pagination_next_page_param=self.config.get(
+                        "pagination_next_page_param"
+                    ),
+                    pagination_limit_per_page_param=self.config.get(
+                        "pagination_limit_per_page_param"
+                    ),
+                    pagination_total_limit_param=self.config.get(
+                        "pagination_total_limit_param"
+                    ),
                     schema=schema,
                     start_date=start_date,
                     source_search_field=source_search_field,
                     source_search_query=source_search_query,
-                    use_request_body_not_params=self.config.get("use_request_body_not_params"),
+                    use_request_body_not_params=self.config.get(
+                        "use_request_body_not_params"
+                    ),
                 )
             )
 
@@ -464,7 +490,7 @@ def get_schema(
         headers: dict,
     ) -> Any:
         """Infer schema from the first records returned by api. Creates a Stream object.
-        
+
         If auth_method is set, will call select_authenticator to obtain credentials
         to issue a request to sample some records. The select_authenticator will
         set the self.http_auth if required by the request authenticator.
@@ -499,7 +525,12 @@ def get_schema(
             if hasattr(authenticator, "auth_params"):
                 params.update(authenticator.auth_params or {})
 
-        r = requests.get(self.config["api_url"] + path, auth=self.http_auth, params=params, headers=headers)
+        r = requests.get(
+            self.config["api_url"] + path,
+            auth=self.http_auth,
+            params=params,
+            headers=headers,
+        )
         if r.ok:
             records = extract_jsonpath(records_path, input=r.json())
         else:
diff --git a/tap_rest_api_msdk/utils.py b/tap_rest_api_msdk/utils.py
index 85edf47..6e6f22d 100644
--- a/tap_rest_api_msdk/utils.py
+++ b/tap_rest_api_msdk/utils.py
@@ -64,7 +64,8 @@ def flatten(o: Any, exception_keys: list, name: str = "") -> None:
 
     flatten(obj, exception_keys=except_keys)
     return out
-    
+
+
 def unnest_dict(d):
     """Flattens a dict object by create a new object with the key value pairs.
 
@@ -78,19 +79,18 @@ def unnest_dict(d):
 
     """
     result = {}
-    for k,v in d.items():
+    for k, v in d.items():
         if isinstance(v, dict):
             result.update(unnest_dict(v))
         else:
             result[k] = v
     return result
 
-def get_start_date(
-    self,
-    context: dict
-) -> Any:
-    """Returns a start date if a DateTime bookmark is available.
-    Otherwise it returns the starting date as defined in 
+
+def get_start_date(self, context: Optional[dict]) -> Any:
+    """Return a start date if a DateTime bookmark is available.
+
+    Otherwise it returns the starting date as defined in
     the start_date parameter.
 
     Args:
diff --git a/tests/test_streams.py b/tests/test_streams.py
index d503abb..bc2f94b 100644
--- a/tests/test_streams.py
+++ b/tests/test_streams.py
@@ -105,108 +105,6 @@ def setup_api(
     return requests.Session().get(url_path)
 
 
-def test_get_next_page_token_default_jsonpath(requests_mock: Any):
-    """Testing the _get_next_page_token_default method using a provided jsonpath."""
-    resp = setup_api(
-        requests_mock, json_extras={"next_page": "next_page_token_example"}
-    )
-
-    stream0 = TapRestApiMsdk(config=config(), parse_env_config=True).discover_streams()[
-        0
-    ]
-    assert stream0._get_next_page_token_default(resp, "t") == "next_page_token_example"
-    assert stream0.get_next_page_token == stream0._get_next_page_token_default
-
-
-def test_get_next_page_token_default_header(requests_mock: Any):
-    """Testing the _get_next_page_token_default method using a provided header."""
-    resp = setup_api(requests_mock, headers_extras={"X-Next-Page": "header_page_token"})
-
-    stream0 = TapRestApiMsdk(
-        config=config({"next_page_token_path": None}), parse_env_config=True
-    ).discover_streams()[0]
-    assert (
-        stream0._get_next_page_token_default(resp, "previous_token_example")
-        == "header_page_token"
-    )
-    assert stream0.get_next_page_token == stream0._get_next_page_token_default
-
-
-def test_get_next_page_token_style1_last_page(requests_mock: Any):
-    """Test get_next_page_token_style1 if it's almost the last page."""
-    resp = setup_api(
-        requests_mock,
-        json_extras={
-            "pagination": {
-                "offset": 1,
-                "limit": 1,
-                "total": 2,
-            }
-        },
-    )
-    configs = config({"pagination_response_style": "style1"})
-
-    stream0 = TapRestApiMsdk(config=configs, parse_env_config=True).discover_streams()[
-        0
-    ]
-    assert stream0._get_next_page_token_style1(resp, "previous_token_example") == 2
-    assert stream0.get_next_page_token == stream0._get_next_page_token_style1
-
-
-def test_get_next_page_token_style1_end(requests_mock):
-    """Test get_next_page_token_style1 if it's the last page."""
-    resp = setup_api(
-        requests_mock,
-        json_extras={
-            "pagination": {
-                "offset": 5,
-                "limit": 1,
-                "total": 2,
-            }
-        },
-    )
-    configs = config({"pagination_response_style": "style1"})
-
-    stream0 = TapRestApiMsdk(config=configs, parse_env_config=True).discover_streams()[
-        0
-    ]
-    assert not stream0._get_next_page_token_style1(resp, "previous_token_example")
-    assert stream0.get_next_page_token == stream0._get_next_page_token_style1
-
-
-def test_get_url_params_default(requests_mock):
-    """Test _get_url_params using the default method."""
-    setup_api(requests_mock)
-
-    stream0 = TapRestApiMsdk(config=config(), parse_env_config=True).discover_streams()[
-        0
-    ]
-
-    assert stream0._get_url_params_default({}, "next_page_token_sample") == {
-        "page": "next_page_token_sample",
-        "sort": "asc",
-        "order_by": "key3",
-    }
-    assert stream0.get_url_params == stream0._get_url_params_default
-
-
-def test_get_url_params_style1(requests_mock):
-    """Test _get_url_params using the style1 method."""
-    setup_api(requests_mock)
-    configs = config({"pagination_page_size": 1, "pagination_response_style": "style1"})
-
-    stream0 = TapRestApiMsdk(config=configs, parse_env_config=True).discover_streams()[
-        0
-    ]
-    assert stream0._get_url_params_style1({}, "next_page_token_sample") == {
-        "offset": "next_page_token_sample",
-        "limit": 1,
-        "sort": "asc",
-        "order_by": "key3",
-    }
-    assert stream0.get_url_params == stream0._get_url_params_style1
-
-
 def test_pagination_style_default(requests_mock):
     def first_matcher(request):
         return "page" not in request.url
@@ -235,34 +133,3 @@ def second_matcher(request):
         json_resp()["records"][0],
         json_resp()["records"][1],
     ]
-
-
-def test_pagination_style_style1(requests_mock):
-    def first_matcher(request):
-        return "offset" not in request.url
-
-    def second_matcher(request):
-        return "offset=2" in request.url
-
-    configs = config({"pagination_page_size": 2, "pagination_response_style": "style1"})
-    json_extras = {"pagination": {"offset": 1, "limit": 1, "total": 2}}
-
-    requests_mock.get(
-        url_path(), additional_matcher=first_matcher, json=json_resp(json_extras)
-    )
-    requests_mock.get(url_path(), additional_matcher=second_matcher, json=json_resp())
-
-    stream0 = TapRestApiMsdk(config=configs, parse_env_config=True).discover_streams()[
-        0
-    ]
-    records_gen = stream0.get_records({})
-    records = []
-    for record in records_gen:
-        records.append(record)
-
-    assert records == [
-        json_resp()["records"][0],
-        json_resp()["records"][1],
-        json_resp()["records"][0],
-        json_resp()["records"][1],
-    ]
diff --git a/tox.ini b/tox.ini
index 1a23146..7e50b68 100644
--- a/tox.ini
+++ b/tox.ini
@@ -28,4 +28,4 @@ max-complexity = 10
 docstring-convention = google
 
 [pydocstyle]
-ignore = D105,D203,D213,D406,D407
+ignore = D105,D107,D203,D213,D406,D407