diff --git a/x-pack/plugins/upgrade_assistant/common/types.ts b/x-pack/plugins/upgrade_assistant/common/types.ts
index 88fa103bace894..a02e3a2309e77e 100644
--- a/x-pack/plugins/upgrade_assistant/common/types.ts
+++ b/x-pack/plugins/upgrade_assistant/common/types.ts
@@ -178,6 +178,9 @@ export interface DeprecationInfo {
   message: string;
   url: string;
   details?: string;
+  _meta?: {
+    [key: string]: string;
+  };
 }
 
 export interface IndexSettingsDeprecationInfo {
diff --git a/x-pack/plugins/upgrade_assistant/server/lib/__fixtures__/fake_deprecations.json b/x-pack/plugins/upgrade_assistant/server/lib/__fixtures__/fake_deprecations.json
index 2b8519d75cb2ff..ef724e3bf892e2 100644
--- a/x-pack/plugins/upgrade_assistant/server/lib/__fixtures__/fake_deprecations.json
+++ b/x-pack/plugins/upgrade_assistant/server/lib/__fixtures__/fake_deprecations.json
@@ -24,7 +24,11 @@
       "level": "critical",
       "message": "model snapshot [1] for job [deprecation_check_job] needs to be deleted or upgraded",
       "url": "",
-      "details": "details"
+      "details": "details",
+      "_meta": {
+        "snapshot_id": "1",
+        "job_id": "deprecation_check_job"
+      }
     }
   ],
   "node_settings": [
diff --git a/x-pack/plugins/upgrade_assistant/server/lib/es_migration_apis.ts b/x-pack/plugins/upgrade_assistant/server/lib/es_migration_apis.ts
index 85cde9069d60f5..d5c112125ccce0 100644
--- a/x-pack/plugins/upgrade_assistant/server/lib/es_migration_apis.ts
+++ b/x-pack/plugins/upgrade_assistant/server/lib/es_migration_apis.ts
@@ -76,14 +76,15 @@ const getClusterDeprecations = (deprecations: DeprecationAPIResponse) => {
     .concat(deprecations.node_settings);
 
   return combinedDeprecations.map((deprecation) => {
+    const { _meta: metadata, ...deprecationInfo } = deprecation;
     return {
-      ...deprecation,
-      correctiveAction: getCorrectiveAction(deprecation.message),
+      ...deprecationInfo,
+      correctiveAction: getCorrectiveAction(deprecation.message, metadata),
     };
   }) as EnrichedDeprecationInfo[];
 };
 
-const getCorrectiveAction = (message: string) => {
+const getCorrectiveAction = (message: string, metadata?: { [key: string]: string }) => {
   const indexSettingDeprecation = Object.values(indexSettingDeprecations).find(
     ({ deprecationMessage }) => deprecationMessage === message
   );
@@ -105,19 +106,12 @@ const getCorrectiveAction = (message: string) => {
   }
 
   if (requiresMlAction) {
-    // This logic is brittle, as we are expecting the message to be in a particular format to extract the snapshot ID and job ID
-    // Implementing https://github.com/elastic/elasticsearch/issues/73089 in ES should address this concern
-    const regex = /(?<=\[).*?(?=\])/g;
-    const matches = message.match(regex);
-
-    if (matches?.length === 2) {
-      return {
-        type: 'mlSnapshot',
-        snapshotId: matches[0],
-        jobId: matches[1],
-      };
-    }
-  }
+    const { snapshot_id: snapshotId, job_id: jobId } = metadata!;
 
-  return undefined;
+    return {
+      type: 'mlSnapshot',
+      snapshotId,
+      jobId,
+    };
+  }
 };