diff --git a/src/main/java/in/koreatech/koin/domain/community/article/dto/BusArticleProjection.java b/src/main/java/in/koreatech/koin/domain/community/article/dto/BusArticleProjection.java
new file mode 100644
index 0000000000..cb14cb86af
--- /dev/null
+++ b/src/main/java/in/koreatech/koin/domain/community/article/dto/BusArticleProjection.java
@@ -0,0 +1,11 @@
+package in.koreatech.koin.domain.community.article.dto;
+
+import java.time.LocalDateTime;
+
+public record BusArticleProjection(
+    Integer id,
+    String title,
+    LocalDateTime createdAt
+) {
+
+}
diff --git a/src/main/java/in/koreatech/koin/domain/community/article/model/redis/BusNoticeArticle.java b/src/main/java/in/koreatech/koin/domain/community/article/model/redis/BusNoticeArticle.java
index 4c3e062d5c..7453fe0e2a 100644
--- a/src/main/java/in/koreatech/koin/domain/community/article/model/redis/BusNoticeArticle.java
+++ b/src/main/java/in/koreatech/koin/domain/community/article/model/redis/BusNoticeArticle.java
@@ -1,10 +1,10 @@
 package in.koreatech.koin.domain.community.article.model.redis;
 
-import in.koreatech.koin.domain.community.article.model.Article;
 import org.springframework.data.annotation.Id;
+import org.springframework.data.redis.core.RedisHash;
+
 import lombok.Builder;
 import lombok.Getter;
-import org.springframework.data.redis.core.RedisHash;
 
 @Getter
 @RedisHash(value = "busNoticeArticle")
@@ -21,10 +21,10 @@ private BusNoticeArticle(Integer id, String title) {
         this.title = title;
     }
 
-    public static BusNoticeArticle from(Article article) {
+    public static BusNoticeArticle of(int id, String title) {
         return BusNoticeArticle.builder()
-                .id(article.getId())
-                .title(article.getTitle())
-                .build();
+            .id(id)
+            .title(title)
+            .build();
     }
 }
diff --git a/src/main/java/in/koreatech/koin/domain/community/article/repository/ArticleRepository.java b/src/main/java/in/koreatech/koin/domain/community/article/repository/ArticleRepository.java
index daabf61dc3..1733dc9973 100644
--- a/src/main/java/in/koreatech/koin/domain/community/article/repository/ArticleRepository.java
+++ b/src/main/java/in/koreatech/koin/domain/community/article/repository/ArticleRepository.java
@@ -14,6 +14,7 @@
 import org.springframework.data.repository.Repository;
 import org.springframework.data.repository.query.Param;
 
+import in.koreatech.koin.domain.community.article.dto.BusArticleProjection;
 import in.koreatech.koin.domain.community.article.exception.ArticleNotFoundException;
 import in.koreatech.koin.domain.community.article.exception.BoardNotFoundException;
 import in.koreatech.koin.domain.community.article.model.Article;
@@ -184,8 +185,19 @@ List<Article> findAllByRegisteredAtIsAfterExcludingBoardId(@Param("registeredAt"
     @Query("SELECT a.title FROM Article a WHERE a.id = :id")
     String getTitleById(@Param("id") Integer id);
 
-    @Query(value = "SELECT * FROM new_articles a "
-        + "WHERE a.title REGEXP '통학버스|등교버스|셔틀버스|하교버스' AND a.is_notice = true "
-        + "ORDER BY a.created_at DESC LIMIT 5", nativeQuery = true)
-    List<Article> findBusArticlesTop5OrderByCreatedAtDesc();
+    @Query("""
+        SELECT new in.koreatech.koin.domain.community.article.dto.BusArticleProjection(
+            a.id, a.title, a.createdAt
+        )
+        FROM Article a
+        WHERE (
+            a.title LIKE '%통학버스%'
+            OR a.title LIKE '%등교버스%'
+            OR a.title LIKE '%셔틀버스%'
+            OR a.title LIKE '%하교버스%'
+        )
+        AND a.isNotice = true
+        ORDER BY a.createdAt DESC
+        """)
+    List<BusArticleProjection> findBusArticlesTop5OrderByCreatedAtDesc(Pageable pageable);
 }
diff --git a/src/main/java/in/koreatech/koin/domain/community/article/service/ArticleSyncService.java b/src/main/java/in/koreatech/koin/domain/community/article/service/ArticleSyncService.java
index 28ebcf226d..f4422c2e03 100644
--- a/src/main/java/in/koreatech/koin/domain/community/article/service/ArticleSyncService.java
+++ b/src/main/java/in/koreatech/koin/domain/community/article/service/ArticleSyncService.java
@@ -1,5 +1,21 @@
 package in.koreatech.koin.domain.community.article.service;
 
+import java.time.Clock;
+import java.time.LocalDate;
+import java.time.LocalDateTime;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.Optional;
+import java.util.Set;
+
+import org.springframework.data.domain.PageRequest;
+import org.springframework.data.redis.core.RedisTemplate;
+import org.springframework.data.redis.core.ZSetOperations.TypedTuple;
+import org.springframework.stereotype.Service;
+import org.springframework.transaction.annotation.Transactional;
+
+import in.koreatech.koin.domain.community.article.dto.BusArticleProjection;
 import in.koreatech.koin.domain.community.article.model.Article;
 import in.koreatech.koin.domain.community.article.model.ArticleSearchKeyword;
 import in.koreatech.koin.domain.community.article.model.ArticleSearchKeywordIpMap;
@@ -14,20 +30,6 @@
 import lombok.RequiredArgsConstructor;
 import lombok.extern.slf4j.Slf4j;
 
-import org.springframework.data.redis.core.RedisTemplate;
-import org.springframework.data.redis.core.ZSetOperations.TypedTuple;
-import org.springframework.stereotype.Service;
-import org.springframework.transaction.annotation.Transactional;
-
-import java.time.Clock;
-import java.time.LocalDate;
-import java.time.LocalDateTime;
-import java.util.HashMap;
-import java.util.List;
-import java.util.Map;
-import java.util.Optional;
-import java.util.Set;
-
 @Slf4j
 @Service
 @RequiredArgsConstructor
@@ -75,10 +77,11 @@ public void updateHotArticles() {
 
     @Transactional
     public void updateBusNoticeArticle() {
-        List<Article> articles = articleRepository.findBusArticlesTop5OrderByCreatedAtDesc();
-        LocalDate latestDate = articles.get(0).getCreatedAt().toLocalDate();
-        List<Article> latestArticles = articles.stream()
-            .filter(article -> article.getCreatedAt().toLocalDate().isEqual(latestDate))
+        List<BusArticleProjection> articles = articleRepository.findBusArticlesTop5OrderByCreatedAtDesc(
+            PageRequest.of(0, 5));
+        LocalDate latestDate = articles.get(0).createdAt().toLocalDate();
+        List<BusArticleProjection> latestArticles = articles.stream()
+            .filter(article -> article.createdAt().toLocalDate().isEqual(latestDate))
             .toList();
 
         if (latestArticles.size() >= 2) {
@@ -88,21 +91,23 @@ public void updateBusNoticeArticle() {
                     int secondWeight = 0;
 
                     // 제목(title)에 "사과"가 들어가면 후순위, "긴급"이 포함되면 우선순위
-                    if (first.getTitle().contains("사과"))
+                    if (first.title().contains("사과"))
                         firstWeight++;
-                    if (first.getTitle().contains("긴급"))
+                    if (first.title().contains("긴급"))
                         firstWeight--;
 
-                    if (second.getTitle().contains("사과"))
+                    if (second.title().contains("사과"))
                         secondWeight++;
-                    if (second.getTitle().contains("긴급"))
+                    if (second.title().contains("긴급"))
                         secondWeight--;
 
                     return Integer.compare(firstWeight, secondWeight);
                 })
                 .toList();
         }
-        busArticleRepository.save(BusNoticeArticle.from(latestArticles.get(0)));
+
+        BusArticleProjection latestArticle = latestArticles.get(0);
+        busArticleRepository.save(BusNoticeArticle.of(latestArticle.id(), latestArticle.title()));
     }
 
     @Transactional
@@ -130,9 +135,10 @@ private void syncAllIpSearchCounts() {
             String ipAddress = ipKey.replace(IP_SEARCH_COUNT_PREFIX, "");
 
             for (Map.Entry<Object, Object> entry : keywordSearchCounts.entrySet()) {
-                String searchedKeyword = (String) entry.getKey();
+                String searchedKeyword = (String)entry.getKey();
                 int searchCount = Integer.parseInt(entry.getValue().toString());
-                if (searchCount <= 0) continue;
+                if (searchCount <= 0)
+                    continue;
 
                 articleSearchKeywordRepository.findByKeyword(searchedKeyword).ifPresent(keywordEntity -> {
                     ipMapRepository.findByArticleSearchKeywordAndIpAddress(keywordEntity, ipAddress)