diff --git a/packages/compat/webpack/src/createCompiler.ts b/packages/compat/webpack/src/createCompiler.ts
index 0a4ed79d1..459da0bf1 100644
--- a/packages/compat/webpack/src/createCompiler.ts
+++ b/packages/compat/webpack/src/createCompiler.ts
@@ -21,11 +21,17 @@ export async function createCompiler(options: InitConfigsOptions) {
     | Rspack.Compiler
     | Rspack.MultiCompiler;
 
-  const done = (stats: unknown) => {
-    const { message, level } = formatStats(
-      stats as Rspack.Stats,
-      getStatsOptions(compiler),
-    );
+  const done = (stats: Rspack.Stats) => {
+    const statsOptions = getStatsOptions(compiler);
+    const statsJson = stats.toJson({
+      children: true,
+      ...(typeof statsOptions === 'string'
+        ? { preset: statsOptions }
+        : { preset: 'errors-warnings' }),
+      ...(typeof statsOptions === 'object' ? statsOptions : {}),
+    });
+
+    const { message, level } = formatStats(statsJson, stats.hasErrors());
 
     if (level === 'error') {
       logger.error(message);
@@ -36,7 +42,7 @@ export async function createCompiler(options: InitConfigsOptions) {
   };
 
   compiler.hooks.done.tap('rsbuild:done', (stats: unknown) => {
-    done(stats);
+    done(stats as Rspack.Stats);
   });
 
   if (context.normalizedConfig?.mode === 'development') {
diff --git a/packages/core/src/helpers/stats.ts b/packages/core/src/helpers/stats.ts
index 25979ab75..2505a6f66 100644
--- a/packages/core/src/helpers/stats.ts
+++ b/packages/core/src/helpers/stats.ts
@@ -130,38 +130,38 @@ export function getStatsOptions(
 }
 
 export function formatStats(
-  stats: Rspack.Stats | Rspack.MultiStats,
-  options: StatsValue = {},
+  statsData: Rspack.StatsCompilation,
+  hasErrors: boolean,
 ): {
   message?: string;
   level?: string;
 } {
-  const statsData = stats.toJson(
-    typeof options === 'object'
-      ? {
-          preset: 'errors-warnings',
-          children: true,
-          ...options,
-        }
-      : options,
-  );
-
-  const { errors, warnings } = formatStatsMessages(
-    {
-      errors: getAllStatsErrors(statsData),
-      warnings: getAllStatsWarnings(statsData),
-    },
-    // display verbose messages in debug mode
-    logger.level === 'verbose',
-  );
+  // display verbose messages in debug mode
+  const verbose = logger.level === 'verbose';
+
+  if (hasErrors) {
+    const { errors } = formatStatsMessages(
+      {
+        errors: getAllStatsErrors(statsData),
+        warnings: [],
+      },
+      verbose,
+    );
 
-  if (stats.hasErrors()) {
     return {
       message: formatErrorMessage(errors),
       level: 'error',
     };
   }
 
+  const { warnings } = formatStatsMessages(
+    {
+      errors: [],
+      warnings: getAllStatsWarnings(statsData),
+    },
+    verbose,
+  );
+
   if (warnings.length) {
     const title = color.bold(color.yellow('Compile Warning: \n'));
 
diff --git a/packages/core/src/provider/createCompiler.ts b/packages/core/src/provider/createCompiler.ts
index f6e6ed03e..f24fea26d 100644
--- a/packages/core/src/provider/createCompiler.ts
+++ b/packages/core/src/provider/createCompiler.ts
@@ -62,9 +62,15 @@ export async function createCompiler(options: InitConfigsOptions): Promise<{
   }
 
   const done = (stats: Rspack.Stats | Rspack.MultiStats) => {
+    const statsOptions = getStatsOptions(compiler);
     const statsJson = stats.toJson({
-      all: false,
+      children: true,
+      // get the compilation time
       timings: true,
+      ...(typeof statsOptions === 'string'
+        ? { preset: statsOptions }
+        : { preset: 'errors-warnings' }),
+      ...(typeof statsOptions === 'object' ? statsOptions : {}),
     });
 
     const printTime = (c: StatsCompilation, index: number) => {
@@ -76,8 +82,10 @@ export async function createCompiler(options: InitConfigsOptions): Promise<{
       }
     };
 
-    if (!stats.hasErrors()) {
-      if (statsJson.children) {
+    const hasErrors = stats.hasErrors();
+
+    if (!hasErrors) {
+      if (statsJson.children && statsJson.children.length > 0) {
         statsJson.children.forEach((c, index) => {
           printTime(c, index);
         });
@@ -86,7 +94,7 @@ export async function createCompiler(options: InitConfigsOptions): Promise<{
       }
     }
 
-    const { message, level } = formatStats(stats, getStatsOptions(compiler));
+    const { message, level } = formatStats(statsJson, hasErrors);
 
     if (level === 'error') {
       logger.error(message);