diff --git a/docs/lineage/airflow.md b/docs/lineage/airflow.md
index 9d838ef8a4404..2d7707637e2d1 100644
--- a/docs/lineage/airflow.md
+++ b/docs/lineage/airflow.md
@@ -17,7 +17,7 @@ There's two actively supported implementations of the plugin, with different Air
 
 | Approach  | Airflow Version | Notes                                                                       |
 | --------- | --------------- | --------------------------------------------------------------------------- |
-| Plugin v2 | 2.3+            | Recommended. Requires Python 3.8+                                           |
+| Plugin v2 | 2.3.4+          | Recommended. Requires Python 3.8+                                           |
 | Plugin v1 | 2.1+            | No automatic lineage extraction; may not extract lineage if the task fails. |
 
 If you're using Airflow older than 2.1, it's possible to use the v1 plugin with older versions of `acryl-datahub-airflow-plugin`. See the [compatibility section](#compatibility) for more details.
@@ -66,7 +66,7 @@ enabled = True  # default
 ```
 
 | Name                       | Default value        | Description                                                                              |
-|----------------------------|----------------------|------------------------------------------------------------------------------------------|
+| -------------------------- | -------------------- | ---------------------------------------------------------------------------------------- |
 | enabled                    | true                 | If the plugin should be enabled.                                                         |
 | conn_id                    | datahub_rest_default | The name of the datahub rest connection.                                                 |
 | cluster                    | prod                 | name of the airflow cluster, this is equivalent to the `env` of the instance             |
@@ -132,7 +132,7 @@ conn_id = datahub_rest_default  # or datahub_kafka_default
 ```
 
 | Name                       | Default value        | Description                                                                                                                                                                            |
-|----------------------------|----------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| -------------------------- | -------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
 | enabled                    | true                 | If the plugin should be enabled.                                                                                                                                                       |
 | conn_id                    | datahub_rest_default | The name of the datahub connection you set in step 1.                                                                                                                                  |
 | cluster                    | prod                 | name of the airflow cluster                                                                                                                                                            |
@@ -240,6 +240,7 @@ See this [example PR](https://github.com/datahub-project/datahub/pull/10452) whi
 There might be a case where the DAGs are removed from the Airflow but the corresponding pipelines and tasks are still there in the Datahub, let's call such pipelines ans tasks, `obsolete pipelines and tasks`
 
 Following are the steps to cleanup them from the datahub:
+
 - create a DAG named `Datahub_Cleanup`, i.e.
 
 ```python
@@ -263,8 +264,8 @@ with DAG(
     )
 
 ```
-- ingest this DAG, and it will remove all the obsolete pipelines and tasks from the Datahub based on the `cluster` value set in the `airflow.cfg`
 
+- ingest this DAG, and it will remove all the obsolete pipelines and tasks from the Datahub based on the `cluster` value set in the `airflow.cfg`
 
 ## Get all dataJobs associated with a dataFlow
 
@@ -274,12 +275,7 @@ If you are looking to find all tasks (aka DataJobs) that belong to a specific pi
 query {
   dataFlow(urn: "urn:li:dataFlow:(airflow,db_etl,prod)") {
     childJobs: relationships(
-      input: {
-        types: ["IsPartOf"],
-        direction: INCOMING,
-        start: 0,
-        count: 100
-      }
+      input: { types: ["IsPartOf"], direction: INCOMING, start: 0, count: 100 }
     ) {
       total
       relationships {