diff --git a/lavague-sdk/lavague/sdk/base_driver.py b/lavague-sdk/lavague/sdk/base_driver.py
index f8073309..ec398851 100644
--- a/lavague-sdk/lavague/sdk/base_driver.py
+++ b/lavague-sdk/lavague/sdk/base_driver.py
@@ -20,6 +20,52 @@ class InteractionType(Enum):
 
 r_get_xpaths_from_html = r'xpath=["\'](.*?)["\']'
 
+class ScrollDirection(Enum):
+    """Enum for the different scroll directions. Value is (x, y, dimension_index)"""
+
+    LEFT = (-1, 0, 0)
+    RIGHT = (1, 0, 0)
+    UP = (0, -1, 1)
+    DOWN = (0, 1, 1)
+
+    def get_scroll_xy(
+        self, dimension: List[float], scroll_factor: float = 0.75
+    ) -> Tuple[int, int]:
+        size = dimension[self.value[2]]
+        return (
+            round(self.value[0] * size * scroll_factor),
+            round(self.value[1] * size * scroll_factor),
+        )
+
+    def get_page_script(self, scroll_factor: float = 0.75) -> str:
+        return f"window.scrollBy({self.value[0] * scroll_factor} * window.innerWidth, {self.value[1] * scroll_factor} * window.innerHeight);"
+
+    def get_script_element_is_scrollable(self) -> str:
+        match self:
+            case ScrollDirection.UP:
+                return "return arguments[0].scrollTop > 0"
+            case ScrollDirection.DOWN:
+                return "return arguments[0].scrollTop + arguments[0].clientHeight + 1 < arguments[0].scrollHeight"
+            case ScrollDirection.LEFT:
+                return "return arguments[0].scrollLeft > 0"
+            case ScrollDirection.RIGHT:
+                return "return arguments[0].scrollLeft + arguments[0].clientWidth + 1 < arguments[0].scrollWidth"
+
+    def get_script_page_is_scrollable(self) -> str:
+        match self:
+            case ScrollDirection.UP:
+                return "return window.scrollY > 0"
+            case ScrollDirection.DOWN:
+                return "return window.innerHeight + window.scrollY + 1 < document.body.scrollHeight"
+            case ScrollDirection.LEFT:
+                return "return window.scrollX > 0"
+            case ScrollDirection.RIGHT:
+                return "return window.innerWidth + window.scrollX + 1 < document.body.scrollWidth"
+
+    @classmethod
+    def from_string(cls, name: str) -> "ScrollDirection":
+        return cls[name.upper().strip()]
+
 
 class BaseDriver(ABC):
     def __init__(self, url: Optional[str], init_function: Optional[Callable[[], Any]]):
@@ -223,6 +269,16 @@ def execute_script(self, js_code: str, *args) -> Any:
         """Exec js script in DOM"""
         pass
 
+    @abstractmethod
+    def scroll(
+        self,
+        xpath_anchor: Optional[str],
+        direction: ScrollDirection,
+        scroll_factor=0.75,
+    ):
+        pass
+    
+    # TODO: Remove these methods as they are not used
     @abstractmethod
     def scroll_up(self):
         pass
@@ -264,8 +320,16 @@ def get_obs(self) -> dict:
             # If the last operation was to scan the whole page, we reset the flag
             self.previously_scanned = False
 
+        # We add labels to the scrollable elements
+        i_scroll = self.get_possible_interactions(types=[InteractionType.SCROLL])
+        scrollables_xpaths = list(i_scroll.keys())
+
+        self.remove_highlight()
+        self.highlight_nodes(scrollables_xpaths, label=True)
+
         # We take a screenshot and computes its hash to see if it already exists
         self.save_screenshot(current_screenshot_folder)
+        self.remove_highlight()
 
         url = self.get_url()
         html = self.get_html()
@@ -425,51 +489,6 @@ def __exit__(self, exc_type, exc_val, exc_tb):
         pass
 
 
-class ScrollDirection(Enum):
-    """Enum for the different scroll directions. Value is (x, y, dimension_index)"""
-
-    LEFT = (-1, 0, 0)
-    RIGHT = (1, 0, 0)
-    UP = (0, -1, 1)
-    DOWN = (0, 1, 1)
-
-    def get_scroll_xy(
-        self, dimension: List[float], scroll_factor: float = 0.75
-    ) -> Tuple[int, int]:
-        size = dimension[self.value[2]]
-        return (
-            round(self.value[0] * size * scroll_factor),
-            round(self.value[1] * size * scroll_factor),
-        )
-
-    def get_page_script(self, scroll_factor: float = 0.75) -> str:
-        return f"window.scrollBy({self.value[0] * scroll_factor} * window.innerWidth, {self.value[1] * scroll_factor} * window.innerHeight);"
-
-    def get_script_element_is_scrollable(self) -> str:
-        match self:
-            case ScrollDirection.UP:
-                return "return arguments[0].scrollTop > 0"
-            case ScrollDirection.DOWN:
-                return "return arguments[0].scrollTop + arguments[0].clientHeight + 1 < arguments[0].scrollHeight"
-            case ScrollDirection.LEFT:
-                return "return arguments[0].scrollLeft > 0"
-            case ScrollDirection.RIGHT:
-                return "return arguments[0].scrollLeft + arguments[0].clientWidth + 1 < arguments[0].scrollWidth"
-
-    def get_script_page_is_scrollable(self) -> str:
-        match self:
-            case ScrollDirection.UP:
-                return "return window.scrollY > 0"
-            case ScrollDirection.DOWN:
-                return "return window.innerHeight + window.scrollY + 1 < document.body.scrollHeight"
-            case ScrollDirection.LEFT:
-                return "return window.scrollX > 0"
-            case ScrollDirection.RIGHT:
-                return "return window.innerWidth + window.scrollX + 1 < document.body.scrollWidth"
-
-    @classmethod
-    def from_string(cls, name: str) -> "ScrollDirection":
-        return cls[name.upper().strip()]
 
 
 def js_wrap_function_call(fn: str):