PendingDeprecationWarning in google-cloud-bigquery-storage

### Determine this is the right repository

- [x] I determined this is the correct repository in which to report this bug.

### Summary of the issue

**Context**
We're getting the following deprecation warning when trying to load a BigQuery table into a pandas dataframe:

```
stormware/google/bigquery.py:52: in get_table
return self.client.list_rows(table).to_dataframe()
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
../../../.local/share/pyorbs/magic/lib/python3.12/site-packages/google/cloud/bigquery/table.py:2804: in to_dataframe
record_batch = self.to_arrow(
../../../.local/share/pyorbs/magic/lib/python3.12/site-packages/google/cloud/bigquery/table.py:2339: in to_arrow
for record_batch in self.to_arrow_iterable(
../../../.local/share/pyorbs/magic/lib/python3.12/site-packages/google/cloud/bigquery/table.py:2171: in _to_page_iterable
yield from result_pages
../../../.local/share/pyorbs/magic/lib/python3.12/site-packages/google/cloud/bigquery/_pandas_helpers.py:1057: in _download_table_bqstorage
future.result()
/opt/hostedtoolcache/Python/3.12.14/x64/lib/python3.12/concurrent/futures/_base.py:449: in result
return self.__get_result()
^^^^^^^^^^^^^^^^^^^
/opt/hostedtoolcache/Python/3.12.14/x64/lib/python3.12/concurrent/futures/_base.py:401: in __get_result
raise self._exception
/opt/hostedtoolcache/Python/3.12.14/x64/lib/python3.12/concurrent/futures/thread.py:59: in run
result = self.fn(*self.args, **self.kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
../../../.local/share/pyorbs/magic/lib/python3.12/site-packages/google/cloud/bigquery/_pandas_helpers.py:856: in _download_table_bqstorage_stream
item = page_to_item(page)
^^^^^^^^^^^^^^^^^^
../../../.local/share/pyorbs/magic/lib/python3.12/site-packages/google/cloud/bigquery/_pandas_helpers.py:832: in _bqstorage_page_to_arrow
return page.to_arrow()
^^^^^^^^^^^^^^^
_ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _

self =

def to_arrow(self):
"""Create an :class:`pyarrow.RecordBatch` of rows in the page.

Returns:
pyarrow.RecordBatch:
Rows from the message, as an Arrow record batch.
"""
> warnings.warn(
"Retrieving Arrow record batches directly via google-cloud-bigquery-storage is deprecated. "
"Please use 'pandas_gbq.arrow.from_read_rows_response' or install 'pandas-gbq'.",
PendingDeprecationWarning,
stacklevel=2,
)
E PendingDeprecationWarning: Retrieving Arrow record batches directly via google-cloud-bigquery-storage is deprecated. Please use 'pandas_gbq.arrow.from_read_rows_response' or install 'pandas-gbq'.
```

**Expected Behavior:**
We expect no deprecation warnings.

**Actual Behavior:**
We get a deprecation warning.

### API client name and version

_No response_

### Reproduction steps: code

See https://github.com/logikal-io/stormware/blob/main/tests/stormware/integration/google/test_bigquery.py#L11.

### Reproduction steps: supporting files

_No response_

### Reproduction steps: actual results

### Reproduction steps: expected results

### OS & version + platform

_No response_

### Python environment

_No response_

### Python dependencies

```
Package Version
----------------------------- -------------------------------
...
google-ads 31.4.0
google-api-core 2.34.0
google-api-python-client 2.198.0
google-auth 2.56.3
google-auth-httplib2 0.4.1
google-auth-oauthlib 1.4.0
google-cloud-bigquery 3.43.0
google-cloud-bigquery-storage 2.40.0
google-cloud-core 2.6.1
google-cloud-secret-manager 2.30.0
google-crc32c 1.8.0
google-resumable-media 2.10.1
googleapis-common-protos 1.75.1
...

### Additional context

_No response_