diff --git a/x-pack/solutions/observability/plugins/observability/server/lib/annotations/register_annotation_apis.ts b/x-pack/solutions/observability/plugins/observability/server/lib/annotations/register_annotation_apis.ts
index 5df2ed8d0e682..5cd95c5828a77 100644
--- a/x-pack/solutions/observability/plugins/observability/server/lib/annotations/register_annotation_apis.ts
+++ b/x-pack/solutions/observability/plugins/observability/server/lib/annotations/register_annotation_apis.ts
@@ -78,12 +78,19 @@ export function registerAnnotationAPIs({
         return response.ok({
           body: res,
         });
-      } catch (err) {
-        logger.error(err);
+      } catch (error) {
+        const statusCode = error.output?.statusCode ?? 500;
+        const errorMessage = error.output?.payload?.message ?? 'An internal server error occurred';
+        if (statusCode >= 500) {
+          logger.error(errorMessage, { error });
+        } else {
+          logger.debug(errorMessage, { error });
+        }
+
         return response.custom({
-          statusCode: err.output?.statusCode ?? 500,
+          statusCode,
           body: {
-            message: err.output?.payload?.message ?? 'An internal server error occurred',
+            message: errorMessage,
           },
         });
       }
diff --git a/x-pack/solutions/observability/plugins/observability/server/services/related_dashboards_client.ts b/x-pack/solutions/observability/plugins/observability/server/services/related_dashboards_client.ts
index 52a323daad307..b15ca35464df5 100644
--- a/x-pack/solutions/observability/plugins/observability/server/services/related_dashboards_client.ts
+++ b/x-pack/solutions/observability/plugins/observability/server/services/related_dashboards_client.ts
@@ -106,7 +106,7 @@ export class RelatedDashboardsClient {
       const panels = d.attributes.panels;
       const matchingPanels = this.getPanelsByIndex(index, panels);
       if (matchingPanels.length > 0) {
-        this.logger.info(
+        this.logger.debug(
           () => `Found ${matchingPanels.length} panel(s) in dashboard ${d.id} using index ${index}`
         );
         relevantDashboards.push({
@@ -151,7 +151,7 @@ export class RelatedDashboardsClient {
         matchingPanels.map((p) => Array.from(p.matchingFields)).flat()
       );
       if (matchingPanels.length > 0) {
-        this.logger.info(
+        this.logger.debug(
           () =>
             `Found ${matchingPanels.length} panel(s) in dashboard ${
               d.id
diff --git a/x-pack/solutions/observability/plugins/observability/server/utils/create_or_update_index.ts b/x-pack/solutions/observability/plugins/observability/server/utils/create_or_update_index.ts
index 5ecf298f361d9..8f39c085e2400 100644
--- a/x-pack/solutions/observability/plugins/observability/server/utils/create_or_update_index.ts
+++ b/x-pack/solutions/observability/plugins/observability/server/utils/create_or_update_index.ts
@@ -54,8 +54,7 @@ export async function createOrUpdateIndex({
       },
       {
         onFailedAttempt: (e) => {
-          logger.warn(`Could not create index: '${index}'. Retrying...`);
-          logger.warn(e);
+          logger.warn(`Could not create index: '${index}'. Retrying...`, { error: e });
         },
       }
     );
diff --git a/x-pack/solutions/observability/plugins/observability/server/utils/create_or_update_index_template.ts b/x-pack/solutions/observability/plugins/observability/server/utils/create_or_update_index_template.ts
index cebdbaec8d0e3..41328b397bd12 100644
--- a/x-pack/solutions/observability/plugins/observability/server/utils/create_or_update_index_template.ts
+++ b/x-pack/solutions/observability/plugins/observability/server/utils/create_or_update_index_template.ts
@@ -44,12 +44,15 @@ export async function createOrUpdateIndexTemplate({
       },
       {
         onFailedAttempt: (e) => {
-          logger.warn(`Could not create index template: '${indexTemplate.name}'. Retrying...`);
-          logger.warn(e);
+          logger.warn(`Could not create index template: '${indexTemplate.name}'. Retrying...`, {
+            error: e,
+          });
         },
       }
     );
   } catch (e) {
-    logger.error(`Could not create index template: '${indexTemplate.name}'. Error: ${e.message}.`);
+    logger.error(`Could not create index template: '${indexTemplate.name}'. Error: ${e.message}.`, {
+      error: e,
+    });
   }
 }