A DatabricksApiException in Microsoft Azure Databricks typically occurs when there is an issue interacting with the Databricks REST API. This can result from various factors, such as incorrect API request formatting, authentication problems, or network connectivity issues. Additionally, permission errors or the Databricks service itself encountering an internal issue can trigger such exceptions. To resolve this, you should first check the error message details provided in the exception to pinpoint the cause.