diff --git a/Makefile b/Makefile
index 7a25de922f9..f2754a17e1d 100644
--- a/Makefile
+++ b/Makefile
@@ -167,8 +167,8 @@ update_all:  ## To update all the release related files run make update_all RELE
 
 .PHONY: update_maven
 update_maven:  ## To update the common and pom.xml maven version
-	@echo "Updating Maven projects to version $(RELEASE_VERSION)..."; \
-	mvn versions:set -DnewVersion=$(RELEASE_VERSION)
+	@echo "Updating Maven projects to version $(MVN_RELEASE_VERSION)..."; \
+	mvn versions:set -DnewVersion=$(MVN_RELEASE_VERSION)
 #remove comment and use the below section when want to use this sub module "update_maven" independently to update github actions
 #make update_maven RELEASE_VERSION=2.2.2
 
@@ -179,6 +179,7 @@ update_github_action_paths:  ## To update the github action ci docker files
 	file_paths="docker/docker-compose-quickstart/Dockerfile \
 	            .github/workflows/docker-openmetadata-db.yml \
 	            .github/workflows/docker-openmetadata-ingestion-base.yml \
+				.github/workflows/docker-openmetadata-ingestion-base-slim.yml \
 	            .github/workflows/docker-openmetadata-ingestion.yml \
 	            .github/workflows/docker-openmetadata-postgres.yml \
 	            .github/workflows/docker-openmetadata-server.yml"; \
@@ -195,8 +196,8 @@ update_github_action_paths:  ## To update the github action ci docker files
 
 .PHONY: update_python_release_paths
 update_python_release_paths:  ## To update the setup.py files
-	file_paths="ingestion/setup.py \
-				openmetadata-airflow-apis/setup.py"; \
+	file_paths="ingestion/pyproject.toml \
+				openmetadata-airflow-apis/pyproject.toml"; \
 	echo "Updating Python setup file versions to $(PY_RELEASE_VERSION)... "; \
 	for file_path in $$file_paths; do \
 	    python3 scripts/update_version.py 2 $$file_path -s $(PY_RELEASE_VERSION) ; \
diff --git a/scripts/update_version.py b/scripts/update_version.py
index c8bf177bebe..d7f75097eec 100644
--- a/scripts/update_version.py
+++ b/scripts/update_version.py
@@ -42,7 +42,7 @@ def update_python_files(file_path, release_version):
             content = file.read()
 
         pattern = r'version\s*=\s*"([^"]+)"'
-        updated_content = re.sub(pattern, f'version="{release_version}"', content)
+        updated_content = re.sub(pattern, f'version = "{release_version}"', content)
 
         with open(file_path, 'w') as file:
             file.write(updated_content)