diff --git a/lib/modules/datasource/galaxy/index.ts b/lib/modules/datasource/galaxy/index.ts
index d855a1d4b6225a81c585e0534bcce295d48c6768..cae51402213a80f29c5033933c56eb961806078c 100644
--- a/lib/modules/datasource/galaxy/index.ts
+++ b/lib/modules/datasource/galaxy/index.ts
@@ -63,9 +63,8 @@ export class GalaxyDatasource extends Datasource {
       }
     }
     if (body.results.length === 0) {
-      logger.info(
-        { dependency: packageName },
-        `Received no results from ${galaxyAPIUrl}`,
+      logger.debug(
+        `Received no results for ${packageName} from ${galaxyAPIUrl} `,
       );
       return null;
     }
diff --git a/lib/modules/manager/git-submodules/artifacts.ts b/lib/modules/manager/git-submodules/artifacts.ts
index 531588df13c5f0a55c8b5ff35e2519bae239c337..c8f6c334771c2b245cca4447ddf2571473c6673d 100644
--- a/lib/modules/manager/git-submodules/artifacts.ts
+++ b/lib/modules/manager/git-submodules/artifacts.ts
@@ -7,7 +7,7 @@ export default function updateArtifacts({
   const res: UpdateArtifactsResult[] = [];
   updatedDeps.forEach((dep) => {
     // TODO: types (#22198)
-    logger.info(`Updating submodule ${dep.depName}`);
+    logger.debug(`Updating submodule ${dep.depName}`);
     res.push({
       file: { type: 'addition', path: dep.depName!, contents: '' },
     });
diff --git a/lib/modules/manager/npm/update/locked-dependency/package-lock/index.ts b/lib/modules/manager/npm/update/locked-dependency/package-lock/index.ts
index 5e95a770667f67aaf6587606b883ef3c60629d09..b9419d3c63e082325a359a99fa9cb67a99d39a79 100644
--- a/lib/modules/manager/npm/update/locked-dependency/package-lock/index.ts
+++ b/lib/modules/manager/npm/update/locked-dependency/package-lock/index.ts
@@ -48,7 +48,7 @@ export async function updateLockedDependency(
       currentVersion,
     );
     if (lockedDeps.some((dep) => dep.bundled)) {
-      logger.info(
+      logger.debug(
         `Package ${depName}@${currentVersion} is bundled and cannot be updated`,
       );
       return { status: 'update-failed' };
diff --git a/lib/modules/versioning/schema.ts b/lib/modules/versioning/schema.ts
index 3bf4db93da042a609c89a2f5a162fea01652ecc8..b7d55562f67278e8cb3aeaecef6fb57ee0c045ac 100644
--- a/lib/modules/versioning/schema.ts
+++ b/lib/modules/versioning/schema.ts
@@ -12,8 +12,7 @@ export const Versioning = z
 
     let versioning = versionings.get(versioningName);
     if (!versioning) {
-      logger.info(
-        { versioning: versioningSpec },
+      logger.debug(
         `Versioning: '${versioningSpec}' not found, falling back to ${defaultVersioning.id}`,
       );
       return defaultVersioning.api;
diff --git a/lib/workers/repository/process/vulnerabilities.spec.ts b/lib/workers/repository/process/vulnerabilities.spec.ts
index ada896774595a53441da9e166c9eae9981f33251..8922742ae9def5f8ddadd74d56b5e1d1f837c03f 100644
--- a/lib/workers/repository/process/vulnerabilities.spec.ts
+++ b/lib/workers/repository/process/vulnerabilities.spec.ts
@@ -407,7 +407,7 @@ describe('workers/repository/process/vulnerabilities', () => {
         config,
         packageFiles,
       );
-      expect(logger.logger.info).toHaveBeenCalledWith(
+      expect(logger.logger.debug).toHaveBeenCalledWith(
         'No fixed version available for vulnerability GHSA-xxxx-yyyy-zzzz in fake 4.17.11',
       );
     });
@@ -449,7 +449,7 @@ describe('workers/repository/process/vulnerabilities', () => {
         config,
         packageFiles,
       );
-      expect(logger.logger.info).toHaveBeenCalledWith(
+      expect(logger.logger.debug).toHaveBeenCalledWith(
         'No fixed version available for vulnerability GHSA-xxxx-yyyy-zzzz in fake 1.5.1',
       );
     });
diff --git a/lib/workers/repository/process/vulnerabilities.ts b/lib/workers/repository/process/vulnerabilities.ts
index 5a44b9cfde0b68c0e5311a76f8d0cfc9f2cfadf1..96e7af3a3fe6ea8c87f79a39217118094eef333f 100644
--- a/lib/workers/repository/process/vulnerabilities.ts
+++ b/lib/workers/repository/process/vulnerabilities.ts
@@ -483,7 +483,7 @@ export class Vulnerabilities {
       packageFileConfig,
     } = vul;
     if (is.nullOrUndefined(fixedVersion)) {
-      logger.info(
+      logger.debug(
         `No fixed version available for vulnerability ${vulnerability.id} in ${packageName} ${depVersion}`,
       );
       return null;