diff --git a/plugins/bigquery/pyproject.toml b/plugins/bigquery/pyproject.toml
index 0afd0a390..ccd5d2920 100644
--- a/plugins/bigquery/pyproject.toml
+++ b/plugins/bigquery/pyproject.toml
@@ -9,6 +9,8 @@ dependencies = [
     "flyte[connector]",
     "google-cloud-bigquery",
     "google-cloud-bigquery-storage",
+    "pandas",
+    "pyarrow",
 ]
 
 [dependency-groups]
diff --git a/plugins/bigquery/src/flyteplugins/bigquery/__init__.py b/plugins/bigquery/src/flyteplugins/bigquery/__init__.py
index 3bd6d798a..e3886523f 100644
--- a/plugins/bigquery/src/flyteplugins/bigquery/__init__.py
+++ b/plugins/bigquery/src/flyteplugins/bigquery/__init__.py
@@ -37,7 +37,12 @@ def run_query(date: str) -> DataFrame[dict]:
 ```
 """
 
+from flyte.io.extend import DataFrameTransformerEngine
+
 from flyteplugins.bigquery.connector import BigQueryConnector
+from flyteplugins.bigquery.dataframe import BQToPandasDecodingHandler
 from flyteplugins.bigquery.task import BigQueryConfig, BigQueryTask
 
-__all__ = ["BigQueryConfig", "BigQueryConnector", "BigQueryTask"]
+DataFrameTransformerEngine.register(BQToPandasDecodingHandler())
+
+__all__ = ["BQToPandasDecodingHandler", "BigQueryConfig", "BigQueryConnector", "BigQueryTask"]
diff --git a/plugins/bigquery/src/flyteplugins/bigquery/dataframe.py b/plugins/bigquery/src/flyteplugins/bigquery/dataframe.py
new file mode 100644
index 000000000..dce92883a
--- /dev/null
+++ b/plugins/bigquery/src/flyteplugins/bigquery/dataframe.py
@@ -0,0 +1,79 @@
+import typing
+
+from flyte.io.extend import DataFrameDecoder
+from flyteidl2.core import literals_pb2
+from google.cloud import bigquery_storage
+from google.cloud.bigquery_storage_v1 import types
+
+if typing.TYPE_CHECKING:
+    import pandas as pd
+    import pyarrow as pa
+else:
+    from flyte._utils import lazy_module
+
+    pd = lazy_module("pandas")
+    pa = lazy_module("pyarrow")
+
+BIGQUERY = "bq"
+
+
+def _parse_bigquery_uri(uri: str) -> tuple[str, str, str]:
+    """Parse bq://<project>:<dataset>.<table> into its components."""
+    if not uri.startswith("bq://"):
+        raise ValueError(f"Invalid BigQuery URI {uri!r}. Expected bq://<project>:<dataset>.<table>.")
+
+    try:
+        project_id, table_path = uri.removeprefix("bq://").split(":", 1)
+        dataset_id, table_id = table_path.split(".", 1)
+    except ValueError as exc:
+        raise ValueError(f"Invalid BigQuery URI {uri!r}. Expected bq://<project>:<dataset>.<table>.") from exc
+
+    if not project_id or not dataset_id or not table_id:
+        raise ValueError(f"Invalid BigQuery URI {uri!r}. Expected bq://<project>:<dataset>.<table>.")
+
+    return project_id, dataset_id, table_id
+
+
+def _read_from_bq(
+    flyte_value: literals_pb2.StructuredDataset,
+    current_task_metadata: literals_pb2.StructuredDatasetMetadata,
+) -> "pd.DataFrame":
+    project_id, dataset_id, table_id = _parse_bigquery_uri(flyte_value.uri)
+
+    read_options = None
+    structured_dataset_type = current_task_metadata.structured_dataset_type
+    if structured_dataset_type and structured_dataset_type.columns:
+        read_options = types.ReadSession.TableReadOptions(
+            selected_fields=[column.name for column in structured_dataset_type.columns]
+        )
+
+    table = f"projects/{project_id}/datasets/{dataset_id}/tables/{table_id}"
+    read_session = types.ReadSession(
+        table=table,
+        data_format=types.DataFormat.ARROW,
+        read_options=read_options,
+    )
+    client = bigquery_storage.BigQueryReadClient()
+    session = client.create_read_session(
+        parent=f"projects/{project_id}",
+        read_session=read_session,
+    )
+
+    frames = [page.to_dataframe() for stream in session.streams for page in client.read_rows(stream.name).rows().pages]
+    if frames:
+        return pd.concat(frames)
+
+    schema = pa.ipc.read_schema(pa.py_buffer(session.arrow_schema.serialized_schema))
+    return schema.empty_table().to_pandas()
+
+
+class BQToPandasDecodingHandler(DataFrameDecoder):
+    def __init__(self):
+        super().__init__(pd.DataFrame, BIGQUERY, "")
+
+    async def decode(
+        self,
+        flyte_value: literals_pb2.StructuredDataset,
+        current_task_metadata: literals_pb2.StructuredDatasetMetadata,
+    ) -> "pd.DataFrame":
+        return _read_from_bq(flyte_value, current_task_metadata)
diff --git a/plugins/bigquery/tests/test_dataframe.py b/plugins/bigquery/tests/test_dataframe.py
new file mode 100644
index 000000000..6d29dcca7
--- /dev/null
+++ b/plugins/bigquery/tests/test_dataframe.py
@@ -0,0 +1,87 @@
+from unittest.mock import MagicMock, patch
+
+import pandas as pd
+import pyarrow as pa
+import pytest
+from flyte.io.extend import DataFrameTransformerEngine
+from flyteidl2.core import literals_pb2, types_pb2
+
+from flyteplugins.bigquery.dataframe import (
+    BQToPandasDecodingHandler,
+    _parse_bigquery_uri,
+    _read_from_bq,
+)
+
+
+def _structured_dataset(uri: str = "bq://test-project:test_dataset.test_table"):
+    return literals_pb2.StructuredDataset(uri=uri)
+
+
+def _metadata(*column_names: str):
+    return literals_pb2.StructuredDatasetMetadata(
+        structured_dataset_type=types_pb2.StructuredDatasetType(
+            columns=[types_pb2.StructuredDatasetType.DatasetColumn(name=name) for name in column_names]
+        )
+    )
+
+
+def test_bigquery_decoder_is_registered():
+    decoder = DataFrameTransformerEngine.get_decoder(pd.DataFrame, "bq", "")
+    assert isinstance(decoder, BQToPandasDecodingHandler)
+
+
+@pytest.mark.parametrize(
+    ("uri", "expected"),
+    [
+        ("bq://project:dataset.table", ("project", "dataset", "table")),
+        ("bq://my-project:my_dataset.table$20260101", ("my-project", "my_dataset", "table$20260101")),
+    ],
+)
+def test_parse_bigquery_uri(uri, expected):
+    assert _parse_bigquery_uri(uri) == expected
+
+
+@pytest.mark.parametrize("uri", ["gs://bucket/file", "bq://project", "bq://:dataset.table", "bq://project:.table"])
+def test_parse_bigquery_uri_rejects_invalid_uri(uri):
+    with pytest.raises(ValueError, match="Expected bq://"):
+        _parse_bigquery_uri(uri)
+
+
+def test_read_from_bq():
+    first = pd.DataFrame({"name": ["Alice"], "age": [25]})
+    second = pd.DataFrame({"name": ["Bob"], "age": [30]})
+    pages = [MagicMock(), MagicMock()]
+    pages[0].to_dataframe.return_value = first
+    pages[1].to_dataframe.return_value = second
+
+    session = MagicMock()
+    session.streams = [MagicMock(name="stream-one")]
+    reader = MagicMock()
+    reader.rows.return_value.pages = pages
+
+    with patch("flyteplugins.bigquery.dataframe.bigquery_storage.BigQueryReadClient") as client_cls:
+        client = client_cls.return_value
+        client.create_read_session.return_value = session
+        client.read_rows.return_value = reader
+
+        result = _read_from_bq(_structured_dataset(), _metadata("name"))
+
+    pd.testing.assert_frame_equal(result.reset_index(drop=True), pd.concat([first, second], ignore_index=True))
+    request = client.create_read_session.call_args.kwargs
+    assert request["parent"] == "projects/test-project"
+    assert request["read_session"].table == "projects/test-project/datasets/test_dataset/tables/test_table"
+    assert list(request["read_session"].read_options.selected_fields) == ["name"]
+
+
+def test_read_from_empty_bq_table():
+    schema = pa.schema([("name", pa.string()), ("age", pa.int64())])
+    session = MagicMock()
+    session.streams = []
+    session.arrow_schema.serialized_schema = schema.serialize().to_pybytes()
+
+    with patch("flyteplugins.bigquery.dataframe.bigquery_storage.BigQueryReadClient") as client_cls:
+        client_cls.return_value.create_read_session.return_value = session
+        result = _read_from_bq(_structured_dataset(), _metadata())
+
+    assert result.empty
+    assert list(result.columns) == ["name", "age"]
diff --git a/plugins/bigquery/uv.lock b/plugins/bigquery/uv.lock
index 8eae7023e..31eb19cb4 100644
--- a/plugins/bigquery/uv.lock
+++ b/plugins/bigquery/uv.lock
@@ -2,11 +2,21 @@ version = 1
 revision = 3
 requires-python = ">=3.10"
 resolution-markers = [
-    "python_full_version >= '3.15'",
-    "python_full_version == '3.14.*'",
-    "python_full_version == '3.13.*'",
-    "python_full_version == '3.12.*'",
-    "python_full_version == '3.11.*'",
+    "python_full_version >= '3.15' and sys_platform == 'win32'",
+    "python_full_version >= '3.15' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.15' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version == '3.14.*' and sys_platform == 'win32'",
+    "python_full_version == '3.14.*' and sys_platform == 'emscripten'",
+    "python_full_version == '3.14.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'emscripten'",
+    "python_full_version == '3.13.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version == '3.12.*' and sys_platform == 'win32'",
+    "python_full_version == '3.12.*' and sys_platform == 'emscripten'",
+    "python_full_version == '3.12.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version == '3.11.*' and sys_platform == 'win32'",
+    "python_full_version == '3.11.*' and sys_platform == 'emscripten'",
+    "python_full_version == '3.11.*' and sys_platform != 'emscripten' and sys_platform != 'win32'",
     "python_full_version < '3.11'",
 ]
 
@@ -405,7 +415,7 @@ name = "exceptiongroup"
 version = "1.3.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "typing-extensions" },
+    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/50/79/66800aadf48771f6b62f7eb014e352e5d06856655206165d775e675a02c9/exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219", size = 30371, upload-time = "2025-11-21T23:01:54.787Z" }
 wheels = [
@@ -552,6 +562,9 @@ dependencies = [
     { name = "flyte", extra = ["connector"] },
     { name = "google-cloud-bigquery" },
     { name = "google-cloud-bigquery-storage" },
+    { name = "pandas", version = "2.3.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "pandas", version = "3.0.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "pyarrow" },
 ]
 
 [package.dev-dependencies]
@@ -565,6 +578,8 @@ requires-dist = [
     { name = "flyte", extras = ["connector"], editable = "../../" },
     { name = "google-cloud-bigquery" },
     { name = "google-cloud-bigquery-storage" },
+    { name = "pandas" },
+    { name = "pyarrow" },
 ]
 
 [package.metadata.requires-dev]
@@ -1125,6 +1140,242 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/81/f2/08ace4142eb281c12701fc3b93a10795e4d4dc7f753911d836675050f886/msgpack-1.1.2-cp314-cp314t-win_arm64.whl", hash = "sha256:d99ef64f349d5ec3293688e91486c5fdb925ed03807f64d98d205d2713c60b46", size = 70868, upload-time = "2025-10-08T09:15:44.959Z" },
 ]
 
+[[package]]
+name = "numpy"
+version = "2.2.6"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.11'",
+]
+sdist = { url = "https://files.pythonhosted.org/packages/76/21/7d2a95e4bba9dc13d043ee156a356c0a8f0c6309dff6b21b4d71a073b8a8/numpy-2.2.6.tar.gz", hash = "sha256:e29554e2bef54a90aa5cc07da6ce955accb83f21ab5de01a62c8478897b264fd", size = 20276440, upload-time = "2025-05-17T22:38:04.611Z" }
+wheels = [
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+    { url = "https://files.pythonhosted.org/packages/22/c2/4b9221495b2a132cc9d2eb862e21d42a009f5a60e45fc44b00118c174bff/numpy-2.2.6-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8e41fd67c52b86603a91c1a505ebaef50b3314de0213461c7a6e99c9a3beff90", size = 14360048, upload-time = "2025-05-17T21:28:21.406Z" },
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