diff --git a/kedro-datasets/RELEASE.md b/kedro-datasets/RELEASE.md
index 7798c23bb..2f6e0505b 100755
--- a/kedro-datasets/RELEASE.md
+++ b/kedro-datasets/RELEASE.md
@@ -1,4 +1,5 @@
 # Upcoming Release
+
 ## Major features and improvements
 
 - Added the following new **experimental** datasets:
@@ -7,6 +8,8 @@
 | ------------------------------------ | ---------------------------------------------------- | -------------------------------------- |
 | `opik.EvaluationDataset`             | A dataset for managing Opik evaluation datasets.     | `kedro_datasets_experimental.opik`     |
 
+## Bug fixes and other changes
+
 ## Breaking changes to experimental datasets
 - Renamed dataset classes and shortened `pyproject.toml` extra names for `langfuse`, `opik`, and `langchain` experimental datasets. The redundant package-family prefix has been dropped:
   - Classes:
@@ -32,6 +35,7 @@
 Many thanks to the following Kedroids for contributing PRs to this release:
 
 - [Datascienceio](https://github.com/datascienceio)
+- [Guillaume Tauzin](https://github.com/gtauzin)
 
 # Release 9.3.0
 
@@ -61,13 +65,13 @@ Many thanks to the following Kedroids for contributing PRs to this release:
 
 Many thanks to the following Kedroids for contributing PRs to this release:
 
-[Priyanka](https://github.com/priya-gitTest)
-[Akumawavez](https://github.com/akumawavez)
-[Joris](https://github.com/jorisvane)
-[Bas-commits](https://github.com/Bas-commits)
-[oomenn](https://github.com/oomenn)
-[Celina](https://github.com/celinaczy)
-[Juanchodpg2](https://github.com/juanchodpg2)
+- [Priyanka](https://github.com/priya-gitTest)
+- [Akumawavez](https://github.com/akumawavez)
+- [Joris](https://github.com/jorisvane)
+- [Bas-commits](https://github.com/Bas-commits)
+- [oomenn](https://github.com/oomenn)
+- [Celina](https://github.com/celinaczy)
+- [Juanchodpg2](https://github.com/juanchodpg2)
 
 # Release 9.2.0
 
@@ -94,7 +98,7 @@ Many thanks to the following Kedroids for contributing PRs to this release:
 
 Many thanks to the following Kedroids for contributing PRs to this release:
 
-[Katerina Molchanova](https://github.com/rokatyy)
+- [Katerina Molchanova](https://github.com/rokatyy)
 
 # Release 9.1.1
 
diff --git a/kedro-datasets/docs/api/kedro_datasets_experimental/optuna.StudyDataset.md b/kedro-datasets/docs/api/kedro_datasets_experimental/optuna.StudyDataset.md
index 4de9b7664..04ced0b7f 100644
--- a/kedro-datasets/docs/api/kedro_datasets_experimental/optuna.StudyDataset.md
+++ b/kedro-datasets/docs/api/kedro_datasets_experimental/optuna.StudyDataset.md
@@ -1,3 +1,7 @@
+# StudyDataset
+
+`StudyDataset` loads and saves data from/to an Optuna study.
+
 ::: kedro_datasets_experimental.optuna.StudyDataset
     options:
         members: true
diff --git a/kedro-datasets/kedro_datasets_experimental/optuna/__init__.py b/kedro-datasets/kedro_datasets_experimental/optuna/__init__.py
index 5d09bbac7..93bc98013 100644
--- a/kedro-datasets/kedro_datasets_experimental/optuna/__init__.py
+++ b/kedro-datasets/kedro_datasets_experimental/optuna/__init__.py
@@ -4,7 +4,12 @@
 
 import lazy_loader as lazy
 
-StudyDataset: Any
+try:
+    from .study_dataset import StudyDataset
+except (ImportError, RuntimeError):
+    # For documentation builds that might fail due to dependency issues
+    # https://github.com/pylint-dev/pylint/issues/4300#issuecomment-1043601901
+    StudyDataset: Any
 
 __getattr__, __dir__, __all__ = lazy.attach(
     __name__,
diff --git a/kedro-datasets/kedro_datasets_experimental/optuna/study_dataset.py b/kedro-datasets/kedro_datasets_experimental/optuna/study_dataset.py
index 28a8d47c4..3c5dfe6b9 100644
--- a/kedro-datasets/kedro_datasets_experimental/optuna/study_dataset.py
+++ b/kedro-datasets/kedro_datasets_experimental/optuna/study_dataset.py
@@ -24,11 +24,10 @@
 class StudyDataset(AbstractVersionedDataset[optuna.Study, optuna.Study]):
     """``StudyDataset`` loads/saves data from/to an optuna Study.
 
-    Example usage for the
-    `YAML API <https://docs.kedro.org/en/stable/catalog-data/data_catalog_yaml_examples/>`_:
-
-    .. code-block:: yaml
+    Examples:
+        Using the [YAML API](https://docs.kedro.org/en/stable/catalog-data/data_catalog_yaml_examples/):
 
+        ```yaml
         review_prediction_study:
           type: kedro_datasets_experimental.optuna.StudyDataset
           backend: sqlite
@@ -47,12 +46,9 @@ class StudyDataset(AbstractVersionedDataset[optuna.Study, optuna.Study]):
           backend: postgresql
           database: optuna_db
           credentials: dev_optuna_postgresql
+        ```
 
-    Example usage for the
-    `Python API <https://docs.kedro.org/en/stable/data/\
-    advanced_data_catalog_usage.html>`_:
-
-    .. code-block:: pycon
+        Using the [Python API](https://docs.kedro.org/en/stable/data/advanced_data_catalog_usage.html):
 
         >>> from kedro_datasets_experimental.optuna import StudyDataset
         >>> from optuna.distributions import FloatDistribution
@@ -71,6 +67,7 @@ class StudyDataset(AbstractVersionedDataset[optuna.Study, optuna.Study]):
         >>> reloaded = dataset.load()
         >>> assert len(reloaded.trials) == 1
         >>> assert reloaded.trials[0].params["x"] == 2.0
+
     """
 
     DEFAULT_LOAD_ARGS: dict[str, Any] = {"sampler": None, "pruner": None}