diff --git a/.make.defaults b/.make.defaults
index e55006125..f9f58500f 100644
--- a/.make.defaults
+++ b/.make.defaults
@@ -170,8 +170,8 @@ __check_defined = \
 	@version=$$(echo $(PYTHON_VERSION) | sed -e 's/Python[ ]*//');  \
 	major=$$(echo $$version | awk -F. '{print $$1}');	       \
 	minor=$$(echo $$version | awk -F. '{print $$2}');	       \
-	if [ $$major -lt 3 -o $$minor -lt 10 -o $$minor -gt 11 ]; then  \
-		echo Python 3.10 or 3.11 is required, but got $$version;	\
+	if [ $$major -lt 3 -o $$minor -lt 10 -o $$minor -gt 12 ]; then  \
+		echo Python 3.10 - 3.12 is required, but got $$version;	\
 		echo Try overriding PYTHON=$(PYTHON).  For example, "'"make PYTHON=python3.10" ...'";   \
 		exit 1;						 \
 	fi
@@ -553,12 +553,15 @@ MINIO_ADMIN_PWD= localminiosecretkey
 # Changes the version field of the pyproject.toml file to the given version
 # and update the referenced library versions as defined in .make.versions.
 # Expects TOML_VERSION
+
+
 .PHONY: .defaults.update-toml
 .defaults.update-toml:
 	$(call check_defined, TOML_VERSION)
 	if [ -e pyproject.toml ]; then						\
 	    $(MAKE) TOML_VERSION=$(TOML_VERSION) .defaults.__set-toml-version;	\
 	    $(MAKE) .defaults.__update-toml-lib-dep-versions;			\
+	    $(MAKE) .defaults.__update-toml-python-versions;    \
 	fi
 
 # Changes the version field of the pyproject.toml file to the given version
@@ -573,6 +576,18 @@ MINIO_ADMIN_PWD= localminiosecretkey
 	    mv tt.toml pyproject.toml;					\
 	fi
 
+# Updates the Python supported versions field of the pyproject.toml file to the given versions
+# Expects  REQUIRED_PYTHON_VERSIONS
+.PHONY: .defaults.__update-toml-python-versions
+.defaults.__update-toml-python-versions:
+	@# Help: Set the version= field of pyproject.toml
+	if [ -e pyproject.toml ]; then					\
+	    cat pyproject.toml | sed -e 				\
+	    's/^requires-python[ ]*=.*"/requires-python = "'${REQUIRED_PYTHON_VERSIONS}'"/' \
+		> tt.toml;						\
+	    mv tt.toml pyproject.toml;					\
+	fi
+
 # Updates the versions references to our repo source as defined in .make.versions
 .PHONY: .defaults.__update-toml-lib-dep-versions
 .defaults.__update-toml-lib-dep-versions:
diff --git a/.make.versions b/.make.versions
index 93e4efcb1..0b06a8bae 100644
--- a/.make.versions
+++ b/.make.versions
@@ -118,9 +118,11 @@ KFP_v2=2.2.0
 KFP_v2_SDK=2.8.0
 KFP_v1=1.8.5
 KFP_v1_SDK=1.8.22
-RAY=2.24.0
+RAY=2.36.1
 SPARK_VERSION=3.5.2
 
+REQUIRED_PYTHON_VERSIONS=">=3.10,<3.13"
+
 ifeq ($(KFPv2), 1)
         WORKFLOW_SUPPORT_LIB=kfp_v2_workflow_support
 else
diff --git a/data-processing-lib/python/pyproject.toml b/data-processing-lib/python/pyproject.toml
index 5cfb84c02..595a1805a 100644
--- a/data-processing-lib/python/pyproject.toml
+++ b/data-processing-lib/python/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "data_prep_toolkit"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 keywords = ["data", "data preprocessing", "data preparation", "llm", "generative", "ai", "fine-tuning", "llmapps" ]
 description = "Data Preparation Toolkit Library"
 license = {text = "Apache-2.0"}
diff --git a/data-processing-lib/ray/Makefile b/data-processing-lib/ray/Makefile
index a16fdf399..051c37838 100644
--- a/data-processing-lib/ray/Makefile
+++ b/data-processing-lib/ray/Makefile
@@ -17,6 +17,9 @@ setup::
 
 set-versions: .check-env
 	$(MAKE) TOML_VERSION=$(DPK_LIB_VERSION) .defaults.update-toml
+	cat pyproject.toml | sed -e 's/"ray[default]==.*",/"ray[default]==$(RAY)",/' > tt.toml
+	mv tt.toml pyproject.toml
+
 
 build:: build-dist 
 
diff --git a/data-processing-lib/ray/pyproject.toml b/data-processing-lib/ray/pyproject.toml
index 2df02b515..a7f476560 100644
--- a/data-processing-lib/ray/pyproject.toml
+++ b/data-processing-lib/ray/pyproject.toml
@@ -2,7 +2,7 @@
 name = "data_prep_toolkit_ray"
 version = "0.2.2.dev0"
 keywords = ["data", "data preprocessing", "data preparation", "llm", "generative", "ai", "fine-tuning", "llmapps" ]
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Data Preparation Toolkit Library for Ray"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
@@ -12,7 +12,7 @@ authors = [
 ]
 dependencies = [
     "data-prep-toolkit>=0.2.2.dev0",
-    "ray[default]==2.24.0",
+    "ray[default]==2.36.1",
     # These two are to fix security issues identified by quay.io
     "fastapi>=0.110.2",
     "pillow>=10.3.0",
diff --git a/data-processing-lib/spark/pyproject.toml b/data-processing-lib/spark/pyproject.toml
index affd271bf..e8d0c8285 100644
--- a/data-processing-lib/spark/pyproject.toml
+++ b/data-processing-lib/spark/pyproject.toml
@@ -2,7 +2,7 @@
 name = "data_prep_toolkit_spark"
 version = "0.2.2.dev0"
 keywords = ["data", "data preprocessing", "data preparation", "llm", "generative", "ai", "fine-tuning", "llmapps" ]
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Data Preparation Toolkit Library for Spark"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/kfp/kfp_ray_components/Dockerfile b/kfp/kfp_ray_components/Dockerfile
index 59db5286e..225ba6b09 100644
--- a/kfp/kfp_ray_components/Dockerfile
+++ b/kfp/kfp_ray_components/Dockerfile
@@ -1,4 +1,4 @@
-ARG BASE_IMAGE=docker.io/rayproject/ray:2.24.0-py310
+ARG BASE_IMAGE=docker.io/rayproject/ray:2.36.1-py312
 
 FROM ${BASE_IMAGE}
 
diff --git a/kfp/kfp_support_lib/kfp_v1_workflow_support/pyproject.toml b/kfp/kfp_support_lib/kfp_v1_workflow_support/pyproject.toml
index 99aad8ae2..c0331b38b 100644
--- a/kfp/kfp_support_lib/kfp_v1_workflow_support/pyproject.toml
+++ b/kfp/kfp_support_lib/kfp_v1_workflow_support/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "data_prep_toolkit_kfp_v1"
 version = "0.2.2.dev0"
-requires-python = ">=3.10,<3.12"
+requires-python = ">=3.10,<3.13"
 description = "Data Preparation Kit Library. KFP support"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/kfp/kfp_support_lib/kfp_v2_workflow_support/pyproject.toml b/kfp/kfp_support_lib/kfp_v2_workflow_support/pyproject.toml
index efd95d8cf..220c56ad8 100644
--- a/kfp/kfp_support_lib/kfp_v2_workflow_support/pyproject.toml
+++ b/kfp/kfp_support_lib/kfp_v2_workflow_support/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "data_prep_toolkit_kfp_v2"
 version = "0.2.2.dev0"
-requires-python = ">=3.10,<3.12"
+requires-python = ">=3.10,<3.13"
 description = "Data Preparation Kit Library. KFP support"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/kfp/kfp_support_lib/shared_workflow_support/pyproject.toml b/kfp/kfp_support_lib/shared_workflow_support/pyproject.toml
index aafb54e40..726d7fd5d 100644
--- a/kfp/kfp_support_lib/shared_workflow_support/pyproject.toml
+++ b/kfp/kfp_support_lib/shared_workflow_support/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "data_prep_toolkit_kfp_shared"
 version = "0.2.2.dev0"
-requires-python = ">=3.10,<3.12"
+requires-python = ">=3.10,<3.13"
 description = "Data Preparation Kit Library. KFP support"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/code/code2parquet/python/pyproject.toml b/transforms/code/code2parquet/python/pyproject.toml
index de79b24a3..34a668bf0 100644
--- a/transforms/code/code2parquet/python/pyproject.toml
+++ b/transforms/code/code2parquet/python/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_code2parquet_transform_python"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "code2parquet Python Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/code/code2parquet/ray/pyproject.toml b/transforms/code/code2parquet/ray/pyproject.toml
index c46bf25ef..3f8808037 100644
--- a/transforms/code/code2parquet/ray/pyproject.toml
+++ b/transforms/code/code2parquet/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_code2parquet_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "code2parquet Ray Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/code/code_quality/python/pyproject.toml b/transforms/code/code_quality/python/pyproject.toml
index ce8bb817b..58e2affa7 100644
--- a/transforms/code/code_quality/python/pyproject.toml
+++ b/transforms/code/code_quality/python/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_code_quality_transform_python"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Code Quality Python Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/code/code_quality/ray/pyproject.toml b/transforms/code/code_quality/ray/pyproject.toml
index 84b0f5cd6..78ded1ce0 100644
--- a/transforms/code/code_quality/ray/pyproject.toml
+++ b/transforms/code/code_quality/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_code_quality_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Code Quality Ray Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/code/header_cleanser/python/pyproject.toml b/transforms/code/header_cleanser/python/pyproject.toml
index d70fe54d8..c4326b4a0 100644
--- a/transforms/code/header_cleanser/python/pyproject.toml
+++ b/transforms/code/header_cleanser/python/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_header_cleanser_transform_python"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "License and Copyright Removal Transform for Python"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/code/header_cleanser/ray/pyproject.toml b/transforms/code/header_cleanser/ray/pyproject.toml
index e82159bad..7509027a1 100644
--- a/transforms/code/header_cleanser/ray/pyproject.toml
+++ b/transforms/code/header_cleanser/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_header_cleanser_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "License and copyright removal Transform for Ray"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/code/malware/python/pyproject.toml b/transforms/code/malware/python/pyproject.toml
index 4a7faa3db..256a10b79 100644
--- a/transforms/code/malware/python/pyproject.toml
+++ b/transforms/code/malware/python/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_malware_transform_python"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Malware Python Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/code/malware/ray/pyproject.toml b/transforms/code/malware/ray/pyproject.toml
index 3671401a1..cf454e856 100644
--- a/transforms/code/malware/ray/pyproject.toml
+++ b/transforms/code/malware/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_malware_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Malware Ray Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/code/proglang_select/python/pyproject.toml b/transforms/code/proglang_select/python/pyproject.toml
index 9963aa5bb..25aa5fdcf 100644
--- a/transforms/code/proglang_select/python/pyproject.toml
+++ b/transforms/code/proglang_select/python/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_proglang_select_transform_python"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Programming Language Selection Python Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/code/proglang_select/ray/pyproject.toml b/transforms/code/proglang_select/ray/pyproject.toml
index 1bca747a8..1730ab04f 100644
--- a/transforms/code/proglang_select/ray/pyproject.toml
+++ b/transforms/code/proglang_select/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_proglang_select_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Programming Language Selection Ray Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/code/repo_level_ordering/kfp_ray/repo_level_order_wf.py b/transforms/code/repo_level_ordering/kfp_ray/repo_level_order_wf.py
index 42312ef3b..a36cc9c0c 100644
--- a/transforms/code/repo_level_ordering/kfp_ray/repo_level_order_wf.py
+++ b/transforms/code/repo_level_ordering/kfp_ray/repo_level_order_wf.py
@@ -24,7 +24,7 @@
 EXEC_SCRIPT_NAME: str = "repo_level_order_transform_ray.py"
 
 # components
-base_kfp_image = "quay.io/dataprep1/data-prep-kit/kfp-data-processing:latest"
+base_kfp_image = "quay.io/dataprep1/data-prep-kit/kfp-data-processing_v2:latest"
 
 # path to kfp component specifications files
 component_spec_path = "../../../../kfp/kfp_ray_components/"
@@ -138,7 +138,7 @@ def repo_level_order(
     repo_lvl_grouping_column: str = "repo_name",
     repo_lvl_store_type: str = "ray",
     repo_lvl_store_backend_dir: str = "",
-    repo_lvl_store_ray_cpus: float = "0.5",
+    repo_lvl_store_ray_cpus: float = 0.5,
     repo_lvl_store_ray_nworkers: int = 1,
     repo_lvl_sorting_enabled: bool = False,
     repo_lvl_sorting_algo: str = "SORT_BY_PATH",
diff --git a/transforms/code/repo_level_ordering/ray/pyproject.toml b/transforms/code/repo_level_ordering/ray/pyproject.toml
index 08c20467d..e87d133e0 100644
--- a/transforms/code/repo_level_ordering/ray/pyproject.toml
+++ b/transforms/code/repo_level_ordering/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_repo_level_order_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "repo_level_order Ray Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/language/doc_chunk/python/pyproject.toml b/transforms/language/doc_chunk/python/pyproject.toml
index eb649fd9b..7705779b0 100644
--- a/transforms/language/doc_chunk/python/pyproject.toml
+++ b/transforms/language/doc_chunk/python/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_doc_chunk_transform_python"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "chunk documents Python Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/language/doc_chunk/ray/pyproject.toml b/transforms/language/doc_chunk/ray/pyproject.toml
index 762a875f2..6bab175b8 100644
--- a/transforms/language/doc_chunk/ray/pyproject.toml
+++ b/transforms/language/doc_chunk/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_doc_chunk_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "chunk documents Ray Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/language/doc_quality/python/pyproject.toml b/transforms/language/doc_quality/python/pyproject.toml
index f9f7f13c5..8ebec8fe3 100644
--- a/transforms/language/doc_quality/python/pyproject.toml
+++ b/transforms/language/doc_quality/python/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_doc_quality_transform_python"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Document Quality Python Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/language/doc_quality/ray/pyproject.toml b/transforms/language/doc_quality/ray/pyproject.toml
index 7c6e98245..0588c1997 100644
--- a/transforms/language/doc_quality/ray/pyproject.toml
+++ b/transforms/language/doc_quality/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_doc_quality_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Document Quality Ray Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/language/html2parquet/python/pyproject.toml b/transforms/language/html2parquet/python/pyproject.toml
index 17e1e131c..9cb33f5c3 100644
--- a/transforms/language/html2parquet/python/pyproject.toml
+++ b/transforms/language/html2parquet/python/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_html2parquet_transform_python"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "HTML2PARQUET Python Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/language/lang_id/python/pyproject.toml b/transforms/language/lang_id/python/pyproject.toml
index c26527890..54c874a36 100644
--- a/transforms/language/lang_id/python/pyproject.toml
+++ b/transforms/language/lang_id/python/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_lang_id_transform_python"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Language Identification Python Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/language/lang_id/ray/pyproject.toml b/transforms/language/lang_id/ray/pyproject.toml
index 8ec6501d2..ac4558675 100644
--- a/transforms/language/lang_id/ray/pyproject.toml
+++ b/transforms/language/lang_id/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_lang_id_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Language Identification Ray Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/language/pdf2parquet/python/pyproject.toml b/transforms/language/pdf2parquet/python/pyproject.toml
index 14591a7bd..804f2ff7c 100644
--- a/transforms/language/pdf2parquet/python/pyproject.toml
+++ b/transforms/language/pdf2parquet/python/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_pdf2parquet_transform_python"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "PDF2PARQUET Python Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/language/pdf2parquet/ray/pyproject.toml b/transforms/language/pdf2parquet/ray/pyproject.toml
index ce6c96fc2..39939adae 100644
--- a/transforms/language/pdf2parquet/ray/pyproject.toml
+++ b/transforms/language/pdf2parquet/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_pdf2parquet_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "PDF2PARQUET Ray Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/language/pii_redactor/python/pyproject.toml b/transforms/language/pii_redactor/python/pyproject.toml
index 67c06d532..55d4e8970 100644
--- a/transforms/language/pii_redactor/python/pyproject.toml
+++ b/transforms/language/pii_redactor/python/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_pii_redactor_transform_python"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "PII redactor Transform for Python"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/language/pii_redactor/ray/pyproject.toml b/transforms/language/pii_redactor/ray/pyproject.toml
index 41493c3b5..4283df428 100644
--- a/transforms/language/pii_redactor/ray/pyproject.toml
+++ b/transforms/language/pii_redactor/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_pii_redactor_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "PII Redactor Ray Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/language/text_encoder/python/pyproject.toml b/transforms/language/text_encoder/python/pyproject.toml
index 18d7bbdc9..e9f84fefd 100644
--- a/transforms/language/text_encoder/python/pyproject.toml
+++ b/transforms/language/text_encoder/python/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_text_encoder_transform_python"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Text Encoder Python Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/language/text_encoder/ray/pyproject.toml b/transforms/language/text_encoder/ray/pyproject.toml
index 65d55e4d7..2735856aa 100644
--- a/transforms/language/text_encoder/ray/pyproject.toml
+++ b/transforms/language/text_encoder/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_text_encoder_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Text Encoder Ray Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/packaging/python/pyproject.toml b/transforms/packaging/python/pyproject.toml
index 37e4c93da..8d760515a 100644
--- a/transforms/packaging/python/pyproject.toml
+++ b/transforms/packaging/python/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "data_prep_toolkit_transforms"
 version = "0.2.2.dev0"
-requires-python = ">=3.10,<3.12"
+requires-python = ">=3.10,<3.13"
 keywords = ["transforms", "data preprocessing", "data preparation", "llm", "generative", "ai", "fine-tuning", "llmapps" ]
 description = "Data Preparation Toolkit Transforms"
 license = {text = "Apache-2.0"}
diff --git a/transforms/packaging/ray/pyproject.toml b/transforms/packaging/ray/pyproject.toml
index 159a97dc7..2f02d4c51 100644
--- a/transforms/packaging/ray/pyproject.toml
+++ b/transforms/packaging/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "data_prep_toolkit_transforms_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10,<3.12"
+requires-python = ">=3.10,<3.13"
 keywords = ["transforms", "data preprocessing", "data preparation", "llm", "generative", "ai", "fine-tuning", "llmapps" ]
 description = "Data Preparation Toolkit Transforms using Ray"
 license = {text = "Apache-2.0"}
diff --git a/transforms/universal/doc_id/python/pyproject.toml b/transforms/universal/doc_id/python/pyproject.toml
index ff8b710e4..46d3f79f8 100644
--- a/transforms/universal/doc_id/python/pyproject.toml
+++ b/transforms/universal/doc_id/python/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_doc_id_transform_python"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "ededup Python Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/universal/doc_id/ray/pyproject.toml b/transforms/universal/doc_id/ray/pyproject.toml
index 8fb2e2308..836454098 100644
--- a/transforms/universal/doc_id/ray/pyproject.toml
+++ b/transforms/universal/doc_id/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_doc_id_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "docid Ray Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/universal/doc_id/spark/pyproject.toml b/transforms/universal/doc_id/spark/pyproject.toml
index 0f8c681b0..485174834 100644
--- a/transforms/universal/doc_id/spark/pyproject.toml
+++ b/transforms/universal/doc_id/spark/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_doc_id_transform_spark"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Doc ID Spark Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/universal/ededup/python/pyproject.toml b/transforms/universal/ededup/python/pyproject.toml
index 846f0a4e3..59d0d72ee 100644
--- a/transforms/universal/ededup/python/pyproject.toml
+++ b/transforms/universal/ededup/python/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_ededup_transform_python"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "ededup Python Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/universal/ededup/ray/pyproject.toml b/transforms/universal/ededup/ray/pyproject.toml
index f1cfd13f5..886832947 100644
--- a/transforms/universal/ededup/ray/pyproject.toml
+++ b/transforms/universal/ededup/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_ededup_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "ededup Ray Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/universal/fdedup/ray/pyproject.toml b/transforms/universal/fdedup/ray/pyproject.toml
index d591bd4ef..3f2c8ba51 100644
--- a/transforms/universal/fdedup/ray/pyproject.toml
+++ b/transforms/universal/fdedup/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_fdedup_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "fdedup Ray Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/universal/filter/python/pyproject.toml b/transforms/universal/filter/python/pyproject.toml
index db662d433..b9d781573 100644
--- a/transforms/universal/filter/python/pyproject.toml
+++ b/transforms/universal/filter/python/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_filter_transform_python"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Filter Transform for Python"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/universal/filter/ray/pyproject.toml b/transforms/universal/filter/ray/pyproject.toml
index f4797715e..5c63a90ff 100644
--- a/transforms/universal/filter/ray/pyproject.toml
+++ b/transforms/universal/filter/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_filter_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Filter Transform for Ray"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/universal/filter/spark/pyproject.toml b/transforms/universal/filter/spark/pyproject.toml
index 8192dfd67..a8a0174b6 100644
--- a/transforms/universal/filter/spark/pyproject.toml
+++ b/transforms/universal/filter/spark/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_filter_transform_spark"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Filter Spark Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/universal/noop/python/pyproject.toml b/transforms/universal/noop/python/pyproject.toml
index 4326fce58..9b1675a69 100644
--- a/transforms/universal/noop/python/pyproject.toml
+++ b/transforms/universal/noop/python/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_noop_transform_python"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "NOOP Python Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/universal/noop/ray/pyproject.toml b/transforms/universal/noop/ray/pyproject.toml
index 9e8c08b77..c4120753f 100644
--- a/transforms/universal/noop/ray/pyproject.toml
+++ b/transforms/universal/noop/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_noop_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "NOOP Ray Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/universal/noop/spark/pyproject.toml b/transforms/universal/noop/spark/pyproject.toml
index b61865be8..633ee66bd 100644
--- a/transforms/universal/noop/spark/pyproject.toml
+++ b/transforms/universal/noop/spark/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_noop_transform_spark"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "NOOP Spark Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/universal/profiler/ray/pyproject.toml b/transforms/universal/profiler/ray/pyproject.toml
index 8712532a1..bacba9abb 100644
--- a/transforms/universal/profiler/ray/pyproject.toml
+++ b/transforms/universal/profiler/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_profiler_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "profiler Ray Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/universal/resize/python/pyproject.toml b/transforms/universal/resize/python/pyproject.toml
index b6fa082ab..2396e5b23 100644
--- a/transforms/universal/resize/python/pyproject.toml
+++ b/transforms/universal/resize/python/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_resize_transform_python"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "resize Python Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/universal/resize/ray/pyproject.toml b/transforms/universal/resize/ray/pyproject.toml
index 347725124..249e40c7d 100644
--- a/transforms/universal/resize/ray/pyproject.toml
+++ b/transforms/universal/resize/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_resize_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Resize Ray Transform"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/universal/tokenization/python/pyproject.toml b/transforms/universal/tokenization/python/pyproject.toml
index 2b050767d..f69787b3d 100644
--- a/transforms/universal/tokenization/python/pyproject.toml
+++ b/transforms/universal/tokenization/python/pyproject.toml
@@ -2,7 +2,7 @@
 name = "dpk_tokenization_transform_python"
 keywords = ["tokenizer", "data", "data preprocessing", "data preparation", "llm", "generative", "ai", "fine-tuning", "llmapps" ]
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Tokenization Transform for Python"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}
diff --git a/transforms/universal/tokenization/ray/pyproject.toml b/transforms/universal/tokenization/ray/pyproject.toml
index 2cf84e08a..aa109bbc1 100644
--- a/transforms/universal/tokenization/ray/pyproject.toml
+++ b/transforms/universal/tokenization/ray/pyproject.toml
@@ -1,7 +1,7 @@
 [project]
 name = "dpk_tokenization_transform_ray"
 version = "0.2.2.dev0"
-requires-python = ">=3.10"
+requires-python = ">=3.10,<3.13"
 description = "Tokenization Transform for Ray"
 license = {text = "Apache-2.0"}
 readme = {file = "README.md", content-type = "text/markdown"}