diff --git a/ppl-spark-integration/README.md b/ppl-spark-integration/README.md
index 479f41723..2a17fe19f 100644
--- a/ppl-spark-integration/README.md
+++ b/ppl-spark-integration/README.md
@@ -274,7 +274,7 @@ Limitation: Overriding existing field is unsupported, following queries throw ex
 
 ---
 
-For additional details on PPL commands - view [PPL Commands](https://github.com/opensearch-project/sql/blob/main/docs/user/ppl/index.rst)
+For additional details on PPL commands - view [PPL Commands Docs](https://github.com/opensearch-project/sql/blob/main/docs/user/ppl/index.rst)
 
 For additional details on Spark PPL commands project, see [PPL Project](https://github.com/orgs/opensearch-project/projects/214/views/2)
 For additional details on Spark PPL commands support campaign, see [PPL Commands Campaign](https://github.com/opensearch-project/opensearch-spark/issues/408)