diff --git a/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/enhance/JsonEnhancementContext.java b/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/enhance/JsonEnhancementContext.java
index 64005fc8d..adc6fbee1 100644
--- a/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/enhance/JsonEnhancementContext.java
+++ b/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/enhance/JsonEnhancementContext.java
@@ -5,6 +5,7 @@ import tools.jackson.databind.json.JsonMapper;
 
 import java.util.LinkedHashMap;
 import java.util.Map;
+import java.util.function.Supplier;
 
 /**
  * 单次响应增强上下文。
@@ -16,6 +17,8 @@ public class JsonEnhancementContext {
 
     private final Map<String, Object> attributes = new LinkedHashMap<>();
 
+    private boolean processingRequired;
+
     /**
      * 构造响应增强上下文。
      *
@@ -37,6 +40,20 @@ public class JsonEnhancementContext {
         return (T) attributes.get(key);
     }
 
+    /**
+     * 获取上下文属性，不存在时创建并写入。
+     *
+     * @param key      属性键
+     * @param supplier 属性值创建器
+     * @param <T>      属性值类型
+     * @return 属性值
+     */
+    @SuppressWarnings("unchecked")
+    public <T> T getOrCreateAttribute(String key, Supplier<T> supplier) {
+        Object value = attributes.computeIfAbsent(key, ignored -> supplier.get());
+        return (T) value;
+    }
+
     /**
      * 设置上下文属性。
      *
@@ -47,4 +64,25 @@ public class JsonEnhancementContext {
         attributes.put(key, value);
     }
 
+    /**
+     * 判断上下文是否包含指定属性。
+     */
+    public boolean containsAttribute(String key) {
+        return attributes.containsKey(key);
+    }
+
+    /**
+     * 移除上下文属性。
+     */
+    public void removeAttribute(String key) {
+        attributes.remove(key);
+    }
+
+    /**
+     * 标记本次响应存在需要处理的字段。
+     */
+    public void markProcessingRequired() {
+        this.processingRequired = true;
+    }
+
 }
diff --git a/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/enhance/JsonFieldProcessor.java b/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/enhance/JsonFieldProcessor.java
index 9613023ab..ad165908d 100644
--- a/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/enhance/JsonFieldProcessor.java
+++ b/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/enhance/JsonFieldProcessor.java
@@ -20,6 +20,14 @@ package org.dromara.common.json.enhance;
  */
 public interface JsonFieldProcessor {
 
+    /**
+     * 判断当前处理器是否需要处理该字段。
+     * 默认返回 true 以兼容无注解驱动的自定义处理器。
+     */
+    default boolean supports(JsonFieldContext fieldContext) {
+        return true;
+    }
+
     /**
      * 收集阶段：扫描字段，将需要处理的 key 存入 context。
      * 每个字段调用一次，整个对象树扫描完成后才会进入 prepare 阶段。
diff --git a/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/enhance/JsonValueEnhancer.java b/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/enhance/JsonValueEnhancer.java
index 68dd8da22..62c93975f 100644
--- a/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/enhance/JsonValueEnhancer.java
+++ b/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/enhance/JsonValueEnhancer.java
@@ -54,7 +54,13 @@ public class JsonValueEnhancer {
         if (body == null || body instanceof JsonNode || processors.isEmpty()) {
             return body;
         }
-        return enhanceTree(body);
+        JsonEnhancementContext context = new JsonEnhancementContext(jsonMapper);
+        collectValue(body, context, new IdentityHashMap<>());
+        if (!context.isProcessingRequired()) {
+            return body;
+        }
+        processors.forEach(processor -> processor.prepare(context));
+        return renderValue(body, context, new IdentityHashMap<>());
     }
 
     /**
@@ -73,6 +79,9 @@ public class JsonValueEnhancer {
     private JsonNode enhanceTree(Object value) {
         JsonEnhancementContext context = new JsonEnhancementContext(jsonMapper);
         collectValue(value, context, new IdentityHashMap<>());
+        if (!context.isProcessingRequired()) {
+            return jsonMapper.valueToTree(value);
+        }
         processors.forEach(processor -> processor.prepare(context));
         return renderValue(value, context, new IdentityHashMap<>());
     }
@@ -103,7 +112,7 @@ public class JsonValueEnhancer {
             for (PropertyMetadata metadata : getProperties(value.getClass())) {
                 Object propertyValue = metadata.getValue(value);
                 JsonFieldContext fieldContext = new JsonFieldContext(value, metadata.propertyName(), metadata.member(), propertyValue);
-                processors.forEach(processor -> processor.collect(fieldContext, context));
+                collectField(fieldContext, context);
                 collectValue(propertyValue, context, visited);
             }
         } finally {
@@ -111,6 +120,15 @@ public class JsonValueEnhancer {
         }
     }
 
+    private void collectField(JsonFieldContext fieldContext, JsonEnhancementContext context) {
+        for (JsonFieldProcessor processor : processors) {
+            if (processor.supports(fieldContext)) {
+                context.markProcessingRequired();
+                processor.collect(fieldContext, context);
+            }
+        }
+    }
+
     private JsonNode renderValue(Object value, JsonEnhancementContext context, IdentityHashMap<Object, Boolean> visited) {
         switch (value) {
             case null -> {
@@ -120,27 +138,16 @@ public class JsonValueEnhancer {
                 return jsonNode;
             }
             case Map<?, ?> map -> {
-                ObjectNode objectNode = jsonMapper.createObjectNode();
-                map.forEach((key, childValue) -> objectNode.set(String.valueOf(key), renderValue(childValue, context, visited)));
-                return objectNode;
+                return renderMap(map, context, visited);
             }
             case Iterable<?> iterable -> {
-                ArrayNode arrayNode = jsonMapper.createArrayNode();
-                for (Object child : iterable) {
-                    arrayNode.add(renderValue(child, context, visited));
-                }
-                return arrayNode;
+                return renderIterable(iterable, context, visited);
             }
             default -> {
             }
         }
         if (value.getClass().isArray()) {
-            ArrayNode arrayNode = jsonMapper.createArrayNode();
-            int length = Array.getLength(value);
-            for (int i = 0; i < length; i++) {
-                arrayNode.add(renderValue(Array.get(value, i), context, visited));
-            }
-            return arrayNode;
+            return renderArray(value, context, visited);
         }
         if (isSimpleValue(value.getClass())) {
             return jsonMapper.valueToTree(value);
@@ -149,28 +156,58 @@ public class JsonValueEnhancer {
             return jsonMapper.valueToTree(value);
         }
         try {
-            ObjectNode objectNode = jsonMapper.createObjectNode();
-            for (PropertyMetadata metadata : getProperties(value.getClass())) {
-                Object originalValue = metadata.getValue(value);
-                JsonFieldContext fieldContext = new JsonFieldContext(value, metadata.propertyName(), metadata.member(), originalValue);
-                Object processedValue = originalValue;
-                boolean changed = false;
-                for (JsonFieldProcessor processor : processors) {
-                    Object nextValue = processor.process(fieldContext, processedValue, context);
-                    changed = changed || !Objects.equals(processedValue, nextValue);
-                    processedValue = nextValue;
-                }
-                JsonNode childNode = changed
-                    ? enhanceTranslatedValue(processedValue, context, visited)
-                    : renderValue(processedValue, context, visited);
-                objectNode.set(metadata.propertyName(), childNode);
-            }
-            return objectNode;
+            return renderPojo(value, context, visited);
         } finally {
             visited.remove(value);
         }
     }
 
+    private ObjectNode renderMap(Map<?, ?> map, JsonEnhancementContext context, IdentityHashMap<Object, Boolean> visited) {
+        ObjectNode objectNode = jsonMapper.createObjectNode();
+        map.forEach((key, childValue) -> objectNode.set(String.valueOf(key), renderValue(childValue, context, visited)));
+        return objectNode;
+    }
+
+    private ArrayNode renderIterable(Iterable<?> iterable, JsonEnhancementContext context, IdentityHashMap<Object, Boolean> visited) {
+        ArrayNode arrayNode = jsonMapper.createArrayNode();
+        for (Object child : iterable) {
+            arrayNode.add(renderValue(child, context, visited));
+        }
+        return arrayNode;
+    }
+
+    private ArrayNode renderArray(Object value, JsonEnhancementContext context, IdentityHashMap<Object, Boolean> visited) {
+        ArrayNode arrayNode = jsonMapper.createArrayNode();
+        int length = Array.getLength(value);
+        for (int i = 0; i < length; i++) {
+            arrayNode.add(renderValue(Array.get(value, i), context, visited));
+        }
+        return arrayNode;
+    }
+
+    private ObjectNode renderPojo(Object value, JsonEnhancementContext context, IdentityHashMap<Object, Boolean> visited) {
+        ObjectNode objectNode = jsonMapper.createObjectNode();
+        for (PropertyMetadata metadata : getProperties(value.getClass())) {
+            Object originalValue = metadata.getValue(value);
+            JsonFieldContext fieldContext = new JsonFieldContext(value, metadata.propertyName(), metadata.member(), originalValue);
+            Object processedValue = originalValue;
+            boolean changed = false;
+            for (JsonFieldProcessor processor : processors) {
+                if (!processor.supports(fieldContext)) {
+                    continue;
+                }
+                Object nextValue = processor.process(fieldContext, processedValue, context);
+                changed = changed || !Objects.equals(processedValue, nextValue);
+                processedValue = nextValue;
+            }
+            JsonNode childNode = changed
+                ? enhanceTranslatedValue(processedValue, context, visited)
+                : renderValue(processedValue, context, visited);
+            objectNode.set(metadata.propertyName(), childNode);
+        }
+        return objectNode;
+    }
+
     private JsonNode enhanceTranslatedValue(Object value, JsonEnhancementContext context, IdentityHashMap<Object, Boolean> visited) {
         if (value == null || value instanceof JsonNode || isSimpleValue(value.getClass())) {
             return renderValue(value, context, visited);
diff --git a/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/handler/CustomDateDeserializer.java b/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/handler/CustomDateDeserializer.java
index 7e8a61522..65a35063f 100644
--- a/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/handler/CustomDateDeserializer.java
+++ b/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/handler/CustomDateDeserializer.java
@@ -2,7 +2,6 @@ package org.dromara.common.json.handler;
 
 import cn.hutool.core.date.DateTime;
 import cn.hutool.core.date.DateUtil;
-import org.dromara.common.core.utils.ObjectUtils;
 import tools.jackson.core.JsonParser;
 import tools.jackson.databind.DeserializationContext;
 import tools.jackson.databind.ValueDeserializer;
@@ -25,10 +24,11 @@ public class CustomDateDeserializer extends ValueDeserializer<Date> {
      */
     @Override
     public Date deserialize(JsonParser p, DeserializationContext ctxt) {
-        DateTime parse = DateUtil.parse(p.getString());
-        if (ObjectUtils.isNull(parse)) {
+        String text = p.getString();
+        if (text == null || text.isBlank()) {
             return null;
         }
+        DateTime parse = DateUtil.parse(text.trim());
         return parse.toJdkDate();
     }
 
diff --git a/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/handler/CustomLocalDateTimeDeserializer.java b/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/handler/CustomLocalDateTimeDeserializer.java
index aa327cf92..b3863d5e2 100644
--- a/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/handler/CustomLocalDateTimeDeserializer.java
+++ b/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/handler/CustomLocalDateTimeDeserializer.java
@@ -19,6 +19,10 @@ import java.util.List;
  */
 public class CustomLocalDateTimeDeserializer extends ValueDeserializer<LocalDateTime> {
 
+    private static final int SECOND_TIMESTAMP_LENGTH = 10;
+
+    private static final int MILLIS_TIMESTAMP_LENGTH = 13;
+
     /** 支持时间的格式列表（直接解析为 LocalDateTime） */
     private static final List<DateTimeFormatter> DATETIME_FORMATTERS = List.of(
         DateTimeFormatter.ofPattern("yyyy-MM-dd HH:mm:ss"),
@@ -52,11 +56,10 @@ public class CustomLocalDateTimeDeserializer extends ValueDeserializer<LocalDate
         }
         text = text.trim();
 
-        // 纯数字：按时间戳处理（毫秒）
-        if (text.chars().allMatch(Character::isDigit)) {
-            return Instant.ofEpochMilli(Long.parseLong(text))
-                .atZone(ZoneId.systemDefault())
-                .toLocalDateTime();
+        // 纯数字：支持秒级与毫秒级时间戳
+        LocalDateTime timestamp = parseTimestamp(text);
+        if (timestamp != null) {
+            return timestamp;
         }
 
         // 尝试带时间的格式
@@ -78,4 +81,27 @@ public class CustomLocalDateTimeDeserializer extends ValueDeserializer<LocalDate
         return null;
     }
 
+    private LocalDateTime parseTimestamp(String text) {
+        int startIndex = text.startsWith("-") ? 1 : 0;
+        if (startIndex == text.length()) {
+            return null;
+        }
+        for (int i = startIndex; i < text.length(); i++) {
+            if (!Character.isDigit(text.charAt(i))) {
+                return null;
+            }
+        }
+        int digitLength = text.length() - startIndex;
+        long timestamp = Long.parseLong(text);
+        Instant instant;
+        if (digitLength == SECOND_TIMESTAMP_LENGTH) {
+            instant = Instant.ofEpochSecond(timestamp);
+        } else if (digitLength == MILLIS_TIMESTAMP_LENGTH) {
+            instant = Instant.ofEpochMilli(timestamp);
+        } else {
+            return null;
+        }
+        return instant.atZone(ZoneId.systemDefault()).toLocalDateTime();
+    }
+
 }
diff --git a/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/utils/JsonUtils.java b/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/utils/JsonUtils.java
index 3ab1a3233..ec2307f26 100644
--- a/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/utils/JsonUtils.java
+++ b/ruoyi-common/ruoyi-common-json/src/main/java/org/dromara/common/json/utils/JsonUtils.java
@@ -146,15 +146,7 @@ public class JsonUtils {
      * @return true = 合法 JSON，false = 非法或空
      */
     public static boolean isJson(String str) {
-        if (StringUtils.isBlank(str)) {
-            return false;
-        }
-        try {
-            JSON_MAPPER.readTree(str);
-            return true;
-        } catch (Exception e) {
-            return false;
-        }
+        return readTreeQuietly(str) != null;
     }
 
     /**
@@ -164,15 +156,8 @@ public class JsonUtils {
      * @return true = JSON 对象
      */
     public static boolean isJsonObject(String str) {
-        if (StringUtils.isBlank(str)) {
-            return false;
-        }
-        try {
-            JsonNode node = JSON_MAPPER.readTree(str);
-            return node.isObject();
-        } catch (Exception e) {
-            return false;
-        }
+        JsonNode node = readTreeQuietly(str);
+        return node != null && node.isObject();
     }
 
     /**
@@ -185,11 +170,18 @@ public class JsonUtils {
         if (StringUtils.isBlank(str)) {
             return false;
         }
+        JsonNode node = readTreeQuietly(str);
+        return node != null && node.isArray();
+    }
+
+    private static JsonNode readTreeQuietly(String str) {
+        if (StringUtils.isBlank(str)) {
+            return null;
+        }
         try {
-            JsonNode node = JSON_MAPPER.readTree(str);
-            return node.isArray();
+            return JSON_MAPPER.readTree(str);
         } catch (Exception e) {
-            return false;
+            return null;
         }
     }
 
diff --git a/ruoyi-common/ruoyi-common-sensitive/src/main/java/org/dromara/common/sensitive/handler/SensitiveJsonFieldProcessor.java b/ruoyi-common/ruoyi-common-sensitive/src/main/java/org/dromara/common/sensitive/handler/SensitiveJsonFieldProcessor.java
index affc2ccf6..fbaf1f42a 100644
--- a/ruoyi-common/ruoyi-common-sensitive/src/main/java/org/dromara/common/sensitive/handler/SensitiveJsonFieldProcessor.java
+++ b/ruoyi-common/ruoyi-common-sensitive/src/main/java/org/dromara/common/sensitive/handler/SensitiveJsonFieldProcessor.java
@@ -20,6 +20,11 @@ public class SensitiveJsonFieldProcessor implements JsonFieldProcessor {
     @Autowired(required = false)
     private SensitiveService sensitiveService;
 
+    @Override
+    public boolean supports(JsonFieldContext fieldContext) {
+        return fieldContext.getAnnotation(Sensitive.class) != null;
+    }
+
     @Override
     public Object process(JsonFieldContext fieldContext, Object value, JsonEnhancementContext context) {
         Sensitive sensitive = fieldContext.getAnnotation(Sensitive.class);
diff --git a/ruoyi-common/ruoyi-common-translation/src/main/java/org/dromara/common/translation/core/handler/TranslationJsonFieldProcessor.java b/ruoyi-common/ruoyi-common-translation/src/main/java/org/dromara/common/translation/core/handler/TranslationJsonFieldProcessor.java
index 56385b490..ed36bd2bf 100644
--- a/ruoyi-common/ruoyi-common-translation/src/main/java/org/dromara/common/translation/core/handler/TranslationJsonFieldProcessor.java
+++ b/ruoyi-common/ruoyi-common-translation/src/main/java/org/dromara/common/translation/core/handler/TranslationJsonFieldProcessor.java
@@ -57,6 +57,17 @@ public class TranslationJsonFieldProcessor implements JsonFieldProcessor {
         this.translationMap = Collections.unmodifiableMap(map);
     }
 
+    /**
+     * 判断字段是否包含翻译注解。
+     *
+     * @param fieldContext 字段上下文
+     * @return true 需要处理 false 无需处理
+     */
+    @Override
+    public boolean supports(JsonFieldContext fieldContext) {
+        return fieldContext.getAnnotation(Translation.class) != null;
+    }
+
     /**
      * 收集字段上的翻译注解和原始值，供后续批量翻译使用。
      *
@@ -150,12 +161,7 @@ public class TranslationJsonFieldProcessor implements JsonFieldProcessor {
      * @return 待批量翻译数据映射
      */
     private Map<TranslationBatchKey, Set<Object>> getOrCreateBatches(JsonEnhancementContext context) {
-        Map<TranslationBatchKey, Set<Object>> batches = context.getAttribute(ATTR_BATCHES);
-        if (batches == null) {
-            batches = new LinkedHashMap<>();
-            context.setAttribute(ATTR_BATCHES, batches);
-        }
-        return batches;
+        return context.getOrCreateAttribute(ATTR_BATCHES, LinkedHashMap::new);
     }
 
     /**