diff --git a/.claude/formatting.md b/.claude/formatting.md
index 62aaf61e7..60d98ca02 100644
--- a/.claude/formatting.md
+++ b/.claude/formatting.md
@@ -2,7 +2,7 @@
 
 Do not suppress errors with workarounds like `# type: ignore`:
 
-1. `make type_check`
+1. `make type_check` — runs **ty** static type checker (config in `pyproject.toml` under `[tool.ty]`)
 2. `make unit_test_py PY_TEST_FILES="relevant_test.py"`
 3. `make integration_test PY_TEST_FILES="relevant_test.py"` (if cross-component behavior changed)
 4. `make check_format` (or `make format` to auto-fix)
diff --git a/.dockerignore b/.dockerignore
index 09ca086aa..5fbd9528f 100644
--- a/.dockerignore
+++ b/.dockerignore
@@ -4,6 +4,7 @@
 **/*.pyo
 **/*.pyd
 **/*.pkl
+.ty
 .mypy_cache
 _autosummary
 
diff --git a/.gitignore b/.gitignore
index 26bb8b2e8..4948fe5f0 100644
--- a/.gitignore
+++ b/.gitignore
@@ -17,6 +17,7 @@ dist/
 *.egg-info/
 miniconda/
 .mypy_cache/
+.ty/
 tools/
 .metals/
 .bloop/
diff --git a/CLAUDE.md b/CLAUDE.md
index b0479d7fe..dc016feae 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -32,7 +32,7 @@ make format_py           # Auto-fix Python only
 make format_scala        # Auto-fix Scala only
 make format_md           # Auto-fix Markdown only
 make check_format        # Check without fixing
-make type_check          # mypy static type checking
+make type_check          # ty static type checking
 
 # Build
 make compile_protos      # Regenerate protobuf code after .proto changes
diff --git a/Makefile b/Makefile
index dc3accd94..464861512 100644
--- a/Makefile
+++ b/Makefile
@@ -144,7 +144,7 @@ format_md:
 format: format_py format_scala format_md
 
 type_check:
-	uv run mypy ${PYTHON_DIRS} --check-untyped-defs
+	uv run ty check ${PYTHON_DIRS}
 
 lint_test: check_format assert_yaml_configs_parse
 	@echo "Lint checks pass!"
diff --git a/README.md b/README.md
index 0a0789aee..92bbcff63 100644
--- a/README.md
+++ b/README.md
@@ -206,7 +206,7 @@ make unit_test_py PY_TEST_FILES="eval_metrics_test.py"
 # Runs just Scala unit tests
 make unit_test_scala
 
-# Run the python static type checker `mypy`
+# Run the python static type checker `ty`
 make type_check
 
 # Run all formatting/linting tests
diff --git a/gigl/distributed/dataset_factory.py b/gigl/distributed/dataset_factory.py
index 1f78f83f3..a990e491f 100644
--- a/gigl/distributed/dataset_factory.py
+++ b/gigl/distributed/dataset_factory.py
@@ -613,7 +613,7 @@ def build_dataset_from_task_config_uri(
     )
 
     # Need to do this "backwards" so the parent class can be defined first.
-    # Otherwise, mypy complains that:
+    # Otherwise, the type checker complains that:
     # "expression has type "type[DistPartitioner]", variable has type "type[DistRangePartitioner]"
     if not should_use_range_partitioning:
         partitioner_class = DistPartitioner
diff --git a/gigl/src/common/vertex_ai_launcher.py b/gigl/src/common/vertex_ai_launcher.py
index 64aa86a23..f06c1ef99 100644
--- a/gigl/src/common/vertex_ai_launcher.py
+++ b/gigl/src/common/vertex_ai_launcher.py
@@ -279,7 +279,7 @@ def _build_job_config(
         if vertex_ai_resource_config.timeout
         else None,
         # This should be `aiplatform.gapic.Scheduling.Strategy[inferencer_resource_config.scheduling_strategy]`
-        # But mypy complains otherwise...
+        # But the type checker complains otherwise...
         # gigl/src/inference/v2/glt_inferencer.py:124: error: The type "type[Strategy]" is not generic and not indexable  [misc]
         # TODO(kmonte): Fix this
         scheduling_strategy=getattr(
diff --git a/gigl/src/data_preprocessor/lib/ingest/bigquery.py b/gigl/src/data_preprocessor/lib/ingest/bigquery.py
index 3936e976f..63811da72 100644
--- a/gigl/src/data_preprocessor/lib/ingest/bigquery.py
+++ b/gigl/src/data_preprocessor/lib/ingest/bigquery.py
@@ -44,7 +44,7 @@ def _get_bigquery_ptransform(
         )
 
 
-# Below type ignores are due to mypy star expansion issues: https://github.com/python/mypy/issues/6799
+# Below type ignores are due to star expansion issues with the type checker: https://github.com/python/mypy/issues/6799
 @dataclass(frozen=True)
 class BigqueryNodeDataReference(NodeDataReference):
     """
diff --git a/gigl/src/data_preprocessor/lib/ingest/reference.py b/gigl/src/data_preprocessor/lib/ingest/reference.py
index 78db483f7..d382d855f 100644
--- a/gigl/src/data_preprocessor/lib/ingest/reference.py
+++ b/gigl/src/data_preprocessor/lib/ingest/reference.py
@@ -7,7 +7,7 @@
 from gigl.src.common.types.graph_data import EdgeType, EdgeUsageType, NodeType
 from gigl.src.data_preprocessor.lib.types import InstanceDictPTransform
 
-# Type hints for abstract dataclasses are currently not supported. https://github.com/python/mypy/issues/5374
+# Type hints for abstract dataclasses may have limited support in type checkers. https://github.com/python/mypy/issues/5374
 
 
 @dataclass(frozen=True)  # type: ignore
diff --git a/gigl/types/graph.py b/gigl/types/graph.py
index 00ee69e33..d70109637 100644
--- a/gigl/types/graph.py
+++ b/gigl/types/graph.py
@@ -387,8 +387,8 @@ def select_label_edge_types(
     str,
     int,
     # TODO(kmonte): Add GLT Partition book here
-    # We cannot at the moment as we mypy ignore GLT
-    # And adding it as a type here will break mypy.
+    # We cannot at the moment as we type-ignore GLT
+    # And adding it as a type here will break the type checker.
     # PartitionBook
 )
 
diff --git a/mypy.ini b/mypy.ini
deleted file mode 100644
index d488c2a83..000000000
--- a/mypy.ini
+++ /dev/null
@@ -1,65 +0,0 @@
-# Global options:
-[mypy]
-python_version = 3.11
-
-# Ignore modules that don't have any existing stubs
-
-[mypy-kfp.*]
-ignore_missing_imports = True
-
-[mypy-kfp_server_api.*]
-ignore_missing_imports = True
-
-[mypy-networkx.*]
-ignore_missing_imports = True
-
-[mypy-setuptools]
-ignore_missing_imports = True
-
-[mypy-tensorflow_data_validation]
-ignore_missing_imports = True
-
-[mypy-tensorflow_metadata.*]
-ignore_missing_imports = True
-
-[mypy-tensorflow.*]
-ignore_missing_imports = True
-
-[mypy-torch_geometric.*]
-ignore_missing_imports = True
-
-[mypy-tfx_bsl.*]
-ignore_missing_imports = True
-
-[mypy-parameterized.*]
-ignore_missing_imports = True
-
-[mypy-pyarrow.*]
-ignore_missing_imports = True
-
-[mypy-matplotlib.*]
-ignore_missing_imports = True
-
-[mypy-msgpack]
-ignore_missing_imports = True
-
-[mypy-networkx]
-ignore_missing_imports = True
-
-[mypy-torch_sparse.*]
-ignore_missing_imports = True
-
-[mypy-absl.*]
-ignore_missing_imports = True
-
-[mypy-graphlearn_torch.*]
-ignore_missing_imports = True
-
-[mypy-google.cloud.storage.*]
-ignore_missing_imports = True
-
-[mypy-torchrec.*]
-ignore_missing_imports = True
-
-[mypy-google_cloud_pipeline_components.*]
-ignore_missing_imports = True
diff --git a/pyproject.toml b/pyproject.toml
index b0d0345f2..434feb022 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -140,9 +140,8 @@ lint = [
   "ruff==0.15.10",
   "mdformat==0.7.22",
   "mdformat_tables==1.0.0",
-  "mypy==1.8.0",
-  "mypy-extensions",
-  "mypy-protobuf==3.3.0",
+  "ty~=0.0.29",
+  "mypy-protobuf==3.3.0",  # Used for protobuf stub generation (protoc-gen-mypy), not type checking
 ]
 
 
@@ -272,3 +271,36 @@ select = ["F401", "I"]
 [tool.ruff.lint.isort]
 # Docs: https://docs.astral.sh/ruff/settings/#lint_isort_known-first-party
 known-first-party = ["gigl", "tests", "snapchat", "scripts"]
+
+[tool.ty.environment]
+python-version = "3.11"
+
+[tool.ty.src]
+exclude = ["*_pb2.py", "*_pb2.pyi", "**/*.ipynb"]
+
+[tool.ty.analysis]
+# Treat all types from unresolved third-party modules as Any instead of Unknown,
+# preventing cascading type errors (e.g. unresolved-attribute, invalid-argument-type)
+# on values imported from those modules.
+# https://docs.astral.sh/ty/reference/configuration/#replace-imports-with-any
+replace-imports-with-any = [
+  "apache_beam.**",
+  "graphlearn_torch.**",
+  "kfp.**",
+  "tensorflow.**",
+  "tensorflow_metadata.**",
+  # TODO: (svij Torch has type information but we are doing some incorrect casting and using old api types thus type check fails
+  # Although, the code still runs fine.
+  "torch.**",
+  "torch_geometric.**",
+  "torchrec.**",
+]
+
+# Generated protobuf files trigger type errors from the google-protobuf stubs
+# (e.g. RegisterMessage argument types). These files are auto-generated by
+# protoc and cannot be fixed — suppress all type errors in them.
+[[tool.ty.overrides]]
+include = ["**/*_pb2.py"]
+[tool.ty.overrides.rules]
+invalid-argument-type = "ignore"
+unresolved-attribute = "ignore"
diff --git a/tests/unit/distributed/dataset_input_metadata_translator_test.py b/tests/unit/distributed/dataset_input_metadata_translator_test.py
index 4a9e6d0d0..6fa7c61aa 100644
--- a/tests/unit/distributed/dataset_input_metadata_translator_test.py
+++ b/tests/unit/distributed/dataset_input_metadata_translator_test.py
@@ -293,7 +293,7 @@ def test_translator_correctness(self, _, mocked_dataset_info: MockedDatasetInfo)
                 ].HasField("positive_edge_info"):
                     assert (
                         seralized_positive_label_info is not None
-                    )  # We use assert instead of self.assertIsNotNone since this allows type narrowing with mypy
+                    )  # We use assert instead of self.assertIsNotNone since this allows type narrowing with the type checker
 
                     edge_info = preprocessed_metadata_pb_wrapper.preprocessed_metadata_pb.condensed_edge_type_to_preprocessed_metadata[
                         condensed_edge_type
@@ -383,7 +383,7 @@ def test_translator_correctness(self, _, mocked_dataset_info: MockedDatasetInfo)
                 ].HasField("negative_edge_info"):
                     assert (
                         serialized_negative_label_info is not None
-                    )  # We use assert instead of self.assertIsNotNone since this allows type narrowing with mypy
+                    )  # We use assert instead of self.assertIsNotNone since this allows type narrowing with the type checker
 
                     edge_info = preprocessed_metadata_pb_wrapper.preprocessed_metadata_pb.condensed_edge_type_to_preprocessed_metadata[
                         condensed_edge_type
diff --git a/tests/unit/src/common/vertex_ai_launcher_test.py b/tests/unit/src/common/vertex_ai_launcher_test.py
index 8db251b44..c8a293ef6 100644
--- a/tests/unit/src/common/vertex_ai_launcher_test.py
+++ b/tests/unit/src/common/vertex_ai_launcher_test.py
@@ -183,7 +183,9 @@ def test_launch_training_graph_store_cuda(self, mock_vertex_ai_service_class):
             process_command.split(),
         )
         self.assertIsNotNone(compute_job_config.args)
-        assert compute_job_config.args is not None  # Type narrowing for mypy
+        assert (
+            compute_job_config.args is not None
+        )  # Type narrowing for the type checker
         self.assertIn(f"--job_name={job_name}", compute_job_config.args)
         self.assertIn(
             f"--learning_rate={process_runtime_args['learning_rate']}",
@@ -294,7 +296,7 @@ def test_launch_inference_single_pool_cpu(self, mock_vertex_ai_service_class):
         # Verify command and args
         self.assertEqual(job_config.command, process_command.split())
         self.assertIsNotNone(job_config.args)
-        assert job_config.args is not None  # Type narrowing for mypy
+        assert job_config.args is not None  # Type narrowing for the type checker
         self.assertIn(f"--job_name={job_name}", job_config.args)
         self.assertIn(f"--task_config_uri={task_config_uri}", job_config.args)
         self.assertIn(f"--resource_config_uri={resource_config_uri}", job_config.args)
diff --git a/tests/unit/transforms/graph_transformer_test.py b/tests/unit/transforms/graph_transformer_test.py
index 25cda0821..18551014b 100644
--- a/tests/unit/transforms/graph_transformer_test.py
+++ b/tests/unit/transforms/graph_transformer_test.py
@@ -654,7 +654,7 @@ def test_gradient_flow(self):
 
         # Check that gradients exist and are not NaN
         self.assertIsNotNone(sequences.grad)
-        assert sequences.grad is not None  # Type narrowing for mypy
+        assert sequences.grad is not None  # Type narrowing for the type checker
         self.assertFalse(torch.isnan(sequences.grad).any())
 
     def test_transformer_with_classification_head(self):
diff --git a/uv.lock b/uv.lock
index 8e369b607..6ff90285b 100644
--- a/uv.lock
+++ b/uv.lock
@@ -773,8 +773,6 @@ dev = [
     { name = "mdformat" },
     { name = "mdformat-tables" },
     { name = "mistune" },
-    { name = "mypy" },
-    { name = "mypy-extensions" },
     { name = "mypy-protobuf" },
     { name = "myst-nb" },
     { name = "myst-parser" },
@@ -793,6 +791,7 @@ dev = [
     { name = "sphinx-hoverxref" },
     { name = "sphinx-rtd-theme" },
     { name = "sphinx-tabs" },
+    { name = "ty" },
     { name = "types-psutil" },
     { name = "types-pyyaml" },
     { name = "types-requests" },
@@ -818,9 +817,8 @@ docs = [
 lint = [
     { name = "mdformat" },
     { name = "mdformat-tables" },
-    { name = "mypy" },
-    { name = "mypy-extensions" },
     { name = "mypy-protobuf" },
+    { name = "ty" },
     { name = "ruff" },
 ]
 test = [
@@ -894,8 +892,6 @@ dev = [
     { name = "mdformat", specifier = "==0.7.22" },
     { name = "mdformat-tables", specifier = "==1.0.0" },
     { name = "mistune", specifier = ">=2.0.3" },
-    { name = "mypy", specifier = "==1.8.0" },
-    { name = "mypy-extensions" },
     { name = "mypy-protobuf", specifier = "==3.3.0" },
     { name = "myst-nb", specifier = "==1.2.0" },
     { name = "myst-parser", specifier = "==2.0.0" },
@@ -914,6 +910,7 @@ dev = [
     { name = "sphinx-hoverxref", specifier = "==1.3.0" },
     { name = "sphinx-rtd-theme", specifier = "==2.0.0" },
     { name = "sphinx-tabs", specifier = "==3.4.5" },
+    { name = "ty", specifier = "~=0.0.29" },
     { name = "types-psutil", specifier = "==7.0.0.20250401" },
     { name = "types-pyyaml", specifier = "~=6.0.12" },
     { name = "types-requests", specifier = "==2.31.0.6" },
@@ -939,9 +936,8 @@ docs = [
 lint = [
     { name = "mdformat", specifier = "==0.7.22" },
     { name = "mdformat-tables", specifier = "==1.0.0" },
-    { name = "mypy", specifier = "==1.8.0" },
-    { name = "mypy-extensions" },
     { name = "mypy-protobuf", specifier = "==3.3.0" },
+    { name = "ty", specifier = "~=0.0.29" },
     { name = "ruff", specifier = "==0.15.10" },
 ]
 test = [{ name = "parameterized", specifier = "==0.9.0" }]
@@ -2249,24 +2245,6 @@ wheels = [
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 ]
 
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-name = "mypy"
-version = "1.8.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "mypy-extensions" },
-    { name = "typing-extensions" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/16/22/25fac51008f0a4b2186da0dba3039128bd75d3fab8c07acd3ea5894f95cc/mypy-1.8.0.tar.gz", hash = "sha256:6ff8b244d7085a0b425b56d327b480c3b29cafbd2eff27316a004f9a7391ae07", size = 2990299, upload-time = "2023-12-21T16:29:33.134Z" }
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-    { url = "https://files.pythonhosted.org/packages/bb/b7/882110d1345847ce660c51fc83b3b590b9512ec2ea44e6cfd629a7d66146/mypy-1.8.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:4c886c6cce2d070bd7df4ec4a05a13ee20c0aa60cb587e8d1265b6c03cf91da3", size = 9849744, upload-time = "2023-12-21T16:28:28.884Z" },
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-    { url = "https://files.pythonhosted.org/packages/a9/d7/a7ee8ca5a963b5bf55a6b4bc579df77c887e7fbc0910047b7d0f7750b048/mypy-1.8.0-cp311-cp311-win_amd64.whl", hash = "sha256:51720c776d148bad2372ca21ca29256ed483aa9a4cdefefcef49006dff2a6835", size = 9205536, upload-time = "2023-12-21T16:28:56.76Z" },
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-]
-
 [[package]]
 name = "mypy-extensions"
 version = "1.1.0"
@@ -4400,6 +4378,30 @@ wheels = [
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 ]
 
+[[package]]
+name = "ty"
+version = "0.0.31"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/31/cc/5ea5d3a72216c8c2bf77d83066dd4f3553532d0aacc03d4a8397dd9845e1/ty-0.0.31.tar.gz", hash = "sha256:4a4094292d9671caf3b510c7edf36991acd9c962bb5d97205374ffed9f541c45", size = 5516619, upload-time = "2026-04-15T15:47:59.87Z" }
+wheels = [
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+    { url = "https://files.pythonhosted.org/packages/d9/4c/fabf951850401d24d36b21bced088a366c6827e1c37dab4523afff84c4b2/ty-0.0.31-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:c529922395a07231c27488f0290651e05d27d149f7e0aa807678f1f7e9c58a5e", size = 10626012, upload-time = "2026-04-15T15:48:22.554Z" },
+    { url = "https://files.pythonhosted.org/packages/04/b0/4a5aff88d2544f19514a59c8f693d63144aa7307fe2ee5df608333ab5460/ty-0.0.31-py3-none-macosx_11_0_arm64.whl", hash = "sha256:5f345df2b87d747859e72c2cbc9be607ea1bbc8bc93dd32fa3d03ea091cb4fee", size = 10075790, upload-time = "2026-04-15T15:47:46.959Z" },
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