diff --git a/common/constants/shared.ts b/common/constants/shared.ts
index c24e76fcc0..f5e193038d 100644
--- a/common/constants/shared.ts
+++ b/common/constants/shared.ts
@@ -30,7 +30,7 @@ export const observabilityPluginOrder = 6000;
 // Shared Constants
 export const SQL_DOCUMENTATION_URL = 'https://opensearch.org/docs/latest/search-plugins/sql/index/';
 export const PPL_DOCUMENTATION_URL =
-  'https://opensearch.org/docs/latest/observability-plugin/ppl/commands/';
+  'https://opensearch.org/docs/latest/search-plugins/sql/ppl/index';
 export const PPL_PATTERNS_DOCUMENTATION_URL =
   'https://github.com/opensearch-project/sql/blob/2.x/docs/user/ppl/cmd/patterns.rst#description';
 export const UI_DATE_FORMAT = 'MM/DD/YYYY hh:mm A';
diff --git a/public/components/notebooks/components/paragraph_components/__tests__/__snapshots__/paragraphs.test.tsx.snap b/public/components/notebooks/components/paragraph_components/__tests__/__snapshots__/paragraphs.test.tsx.snap
index 2081be1521..ce102f0b7d 100644
--- a/public/components/notebooks/components/paragraph_components/__tests__/__snapshots__/paragraphs.test.tsx.snap
+++ b/public/components/notebooks/components/paragraph_components/__tests__/__snapshots__/paragraphs.test.tsx.snap
@@ -172,7 +172,7 @@ exports[`<Paragraphs /> spec renders the component 1`] = `
              and 
             <a
               class="euiLink euiLink--primary"
-              href="https://opensearch.org/docs/latest/observability-plugin/ppl/commands/"
+              href="https://opensearch.org/docs/latest/search-plugins/sql/ppl/index"
               rel="noopener noreferrer"
               target="_blank"
             >