diff --git a/src/zenml/integrations/lightgbm/__init__.py b/src/zenml/integrations/lightgbm/__init__.py
index 778b0fbbe5..d6797595f3 100644
--- a/src/zenml/integrations/lightgbm/__init__.py
+++ b/src/zenml/integrations/lightgbm/__init__.py
@@ -22,6 +22,7 @@ class LightGBMIntegration(Integration):
 
     NAME = LIGHTGBM
     REQUIREMENTS = ["lightgbm>=1.0.0"]
+    APT_PACKAGES = ["libgomp1"]
 
     @classmethod
     def activate(cls) -> None:
diff --git a/src/zenml/integrations/mlflow/services/mlflow_deployment.py b/src/zenml/integrations/mlflow/services/mlflow_deployment.py
index 2cdccdbbf0..166f5bdc36 100644
--- a/src/zenml/integrations/mlflow/services/mlflow_deployment.py
+++ b/src/zenml/integrations/mlflow/services/mlflow_deployment.py
@@ -260,7 +260,7 @@ def predict(
             )
 
         if self.endpoint.prediction_url is not None:
-            if type(request) == pd.DataFrame:
+            if type(request) is pd.DataFrame:
                 response = requests.post(  # nosec
                     self.endpoint.prediction_url,
                     json={"instances": request.to_dict("records")},
diff --git a/src/zenml/materializers/built_in_materializer.py b/src/zenml/materializers/built_in_materializer.py
index 0d8a3c6bf5..92429e7835 100644
--- a/src/zenml/materializers/built_in_materializer.py
+++ b/src/zenml/materializers/built_in_materializer.py
@@ -80,7 +80,7 @@ def load(
             The data read.
         """
         contents = yaml_utils.read_json(self.data_path)
-        if type(contents) != data_type:
+        if type(contents) is not data_type:
             # TODO [ENG-142]: Raise error or try to coerce
             logger.debug(
                 f"Contents {contents} was type {type(contents)} but expected "
diff --git a/src/zenml/materializers/cloudpickle_materializer.py b/src/zenml/materializers/cloudpickle_materializer.py
index 00e3785b04..399ca7f233 100644
--- a/src/zenml/materializers/cloudpickle_materializer.py
+++ b/src/zenml/materializers/cloudpickle_materializer.py
@@ -94,7 +94,7 @@ def save(self, data: Any) -> None:
         """
         # Log a warning if this materializer was not explicitly specified for
         # the given data type.
-        if type(self) == CloudpickleMaterializer:
+        if type(self) is CloudpickleMaterializer:
             logger.warning(
                 f"No materializer is registered for type `{type(data)}`, so "
                 "the default Pickle materializer was used. Pickle is not "
diff --git a/src/zenml/utils/function_utils.py b/src/zenml/utils/function_utils.py
index ebf309340a..e02f1e8af0 100644
--- a/src/zenml/utils/function_utils.py
+++ b/src/zenml/utils/function_utils.py
@@ -107,7 +107,7 @@ def _is_valid_optional_arg(arg_type: Any) -> bool:
             if (
                 args[0] not in _ALLOWED_TYPES
                 and not _is_valid_collection_arg(args[0])
-            ) or args[1] != type(None):
+            ) or args[1] is not type(None):
                 return False
         return True
     return False
diff --git a/src/zenml/utils/pipeline_docker_image_builder.py b/src/zenml/utils/pipeline_docker_image_builder.py
index fd22797784..d5c43c9e5b 100644
--- a/src/zenml/utils/pipeline_docker_image_builder.py
+++ b/src/zenml/utils/pipeline_docker_image_builder.py
@@ -297,6 +297,14 @@ def build_docker_image(
             if docker_settings.install_stack_requirements:
                 apt_packages += stack.apt_packages
 
+            # include apt packages from all required integrations
+            for integration in docker_settings.required_integrations:
+                # get the integration
+                integration_cls = integration_registry.integrations[
+                    integration
+                ]
+                apt_packages += integration_cls.APT_PACKAGES
+
             if apt_packages:
                 logger.info(
                     "Including apt packages: %s",