diff --git a/src/config-utils.ts b/src/config-utils.ts
index 4874b871e..4f87c185d 100644
--- a/src/config-utils.ts
+++ b/src/config-utils.ts
@@ -781,8 +781,7 @@ export async function getOverlayDatabaseMode(
       logger.info(
         `Setting overlay database mode to ${OverlayDatabaseMode.None} ` +
           "because overlay analysis previously failed with this combination of languages, " +
-          "disk space, and CodeQL version. " +
-          "Consider running CodeQL analysis on a larger runner.",
+          "disk space, and CodeQL version.",
       );
       overlayDatabaseMode = OverlayDatabaseMode.None;
       skippedDueToCachedStatus = true;
diff --git a/src/overlay/status.ts b/src/overlay/status.ts
index 76134b3f0..390682f1a 100644
--- a/src/overlay/status.ts
+++ b/src/overlay/status.ts
@@ -54,8 +54,8 @@ export async function shouldSkipOverlayAnalysis(
     status.attemptedToBuildOverlayBaseDatabase &&
     !status.builtOverlayBaseDatabase
   ) {
-    logger.info(
-      "Cached overlay status indicates that building an overlay base database was unsuccessful, so will skip overlay analysis.",
+    logger.debug(
+      "Cached overlay status indicates that building an overlay base database was unsuccessful.",
     );
     return true;
   }