You may follow these below:
Use WebDriverWait with expected_conditions like visibility_of_element_located, element_to_be_clickable, or custom conditions to handle dynamic delays.
Avoid relying on class names or IDs that are non-static. Use XPath or CSS selectors based on unique combinations of attributes or parent-child relationships.
Wait for specific JavaScript variables or network requests to complete using execute_script or libraries like requests in Python.
If standard Selenium methods fail, use execute_script to directly manipulate or interact with the element.
If elements are inside a shadow DOM, use Selenium's shadow DOM support or execute_script to access them.
Wait for specific DOM changes or element states using mutation observers or polling loops.