diff --git a/prisma/migrations/20260407023407_remove_autorole_exclude/migration.sql b/prisma/migrations/20260407023407_remove_autorole_exclude/migration.sql
new file mode 100644
index 0000000..e3e5abd
--- /dev/null
+++ b/prisma/migrations/20260407023407_remove_autorole_exclude/migration.sql
@@ -0,0 +1,11 @@
+/*
+  Warnings:
+
+  - You are about to drop the `AutoRoleExclude` table. If the table is not empty, all the data it contains will be lost.
+
+*/
+-- DropTable
+DROP TABLE "AutoRoleExclude";
+
+-- DropEnum
+DROP TYPE "ExcludeType";
diff --git a/prisma/schema.prisma b/prisma/schema.prisma
index 9808ab3..67fac0f 100644
--- a/prisma/schema.prisma
+++ b/prisma/schema.prisma
@@ -218,20 +218,7 @@ model AutoRoleConfig {
   updatedAt      DateTime @updatedAt
 }
 
-model AutoRoleExclude {
-  id        String   @id @default(uuid())
-  guildId   String
-  targetId  String   // Role ID or User ID
-  type      ExcludeType
-  createdAt DateTime @default(now())
 
-  @@unique([guildId, targetId, type])
-}
-
-enum ExcludeType {
-  ROLE
-  USER
-}
 
 model RefinementLevelConfig {
   level          Int      @id
diff --git a/src/commands/autorole.ts b/src/commands/autorole.ts
index f1006a9..a987073 100644
--- a/src/commands/autorole.ts
+++ b/src/commands/autorole.ts
@@ -66,21 +66,9 @@ export async function generateAutoRoleDashboard(guild: import('discord.js').Guil
 
   const rowBotRole = new ActionRowBuilder<RoleSelectMenuBuilder>().addComponents(botSelect);
 
-  const rowRetroactive = new ActionRowBuilder<ButtonBuilder>().addComponents(
-    new ButtonBuilder()
-      .setCustomId('autorole_retroactive')
-      .setLabel(t(locale, 'commands.autorole.retroactiveBtn'))
-      .setStyle(ButtonStyle.Secondary)
-      .setDisabled(!config?.userRoleIds || config.userRoleIds.length === 0),
-    new ButtonBuilder()
-      .setCustomId('autorole_exclude')
-      .setLabel(t(locale, 'commands.autorole.excludeTitle'))
-      .setStyle(ButtonStyle.Secondary)
-  );
-
   return {
     embeds: [embed],
-    components: [rowUserRole, rowBotRole, rowRetroactive]
+    components: [rowUserRole, rowBotRole]
   };
 }
 
diff --git a/src/events/interactionCreate.ts b/src/events/interactionCreate.ts
index 680b764..4387a64 100644
--- a/src/events/interactionCreate.ts
+++ b/src/events/interactionCreate.ts
@@ -150,17 +150,7 @@ export default {
         // 타임아웃 방지를 위해 즉시 승인
         await interaction.deferUpdate();
         
-        const guild = interaction.guild!;
-        if (interaction.customId === 'autorole_retroactive') {
-          const config = await autoRoleService.getConfig(guild.id);
-          if (config?.userRoleIds && config.userRoleIds.length > 0) {
-            await autoRoleService.applyRetroactively(guild, config.userRoleIds, interaction.user.id);
-            const { generateAutoRoleDashboard } = require('../commands/autorole');
-            const dashboard = await generateAutoRoleDashboard(guild, locale);
-            await interaction.editReply({ content: t(locale, 'commands.autorole.retroactiveStarted'), ...dashboard });
-          }
-        }
-        // 나머지 버튼 처리
+        // 나머지 버튼 처리 (현재 사용 안함)
       }, locale);
     }
     else if (interaction.isRoleSelectMenu() && interaction.customId.startsWith('autorole_select_')) {
diff --git a/src/i18n/locales/en.ts b/src/i18n/locales/en.ts
index 6391d59..c839c72 100644
--- a/src/i18n/locales/en.ts
+++ b/src/i18n/locales/en.ts
@@ -208,12 +208,6 @@ export const en: TranslationSchema = {
       enabled: 'Enabled',
       disabled: 'Disabled',
       updateSuccess: 'Auto role settings have been updated.',
-      retroactiveBtn: 'Apply Retroactively to Entire Server Now',
-      retroactiveConfirm: 'Do you want to scan all server members and assign roles? This may take time depending on the member count.',
-      retroactiveStarted: 'Retroactive assignment has started in the background. Check progress in audit logs.',
-      excludeTitle: 'Retroactive Exclude Settings',
-      excludeDesc: 'Users with specific IDs or roles will be excluded from retroactive assignment.',
-      excludeAddBtn: 'Add Exclude Target',
       permissionsError: 'Failed to assign role due to low bot hierarchy or missing permissions.',
       suspendNotice: 'Auto role assignment has been suspended due to insufficient permissions. Please check the bot\'s permissions and role hierarchy.',
     },
diff --git a/src/i18n/locales/ko.ts b/src/i18n/locales/ko.ts
index cc1abd9..a11b70a 100644
--- a/src/i18n/locales/ko.ts
+++ b/src/i18n/locales/ko.ts
@@ -208,12 +208,6 @@ export const ko: TranslationSchema = {
       enabled: '활성',
       disabled: '비활성',
       updateSuccess: '자동 역할 설정이 업데이트되었습니다.',
-      retroactiveBtn: '지금 서버 전체에 소급 적용',
-      retroactiveConfirm: '서버의 모든 멤버를 스캔하여 역할을 부여하시겠습니까? 멤버 수에 따라 시간이 걸릴 수 있습니다.',
-      retroactiveStarted: '백그라운드에서 소급 적용을 시작합니다. 진행 상황은 감사 로그에서 확인하세요.',
-      excludeTitle: '소급 적용 제외 설정',
-      excludeDesc: '특정 ID나 역할을 가진 유저는 소급 적용 대상에서 제외됩니다.',
-      excludeAddBtn: '제외 대상 추가',
       permissionsError: '봇의 역할 순위가 낮거나 권한이 부족하여 역할을 부여할 수 없습니다.',
       suspendNotice: '권한 부족으로 인해 자동 역할 부여 기능이 일시 중지되었습니다. 봇의 권한과 역할 순위를 확인해 주세요.',
     },
diff --git a/src/i18n/types.ts b/src/i18n/types.ts
index 5c55b98..dcc113c 100644
--- a/src/i18n/types.ts
+++ b/src/i18n/types.ts
@@ -162,12 +162,6 @@ export interface TranslationSchema {
       enabled: string;
       disabled: string;
       updateSuccess: string;
-      retroactiveBtn: string;
-      retroactiveConfirm: string;
-      retroactiveStarted: string;
-      excludeTitle: string;
-      excludeDesc: string;
-      excludeAddBtn: string;
       permissionsError: string;
       suspendNotice: string;
     };
diff --git a/src/services/AutoRoleService.ts b/src/services/AutoRoleService.ts
index e124be6..101cf29 100644
--- a/src/services/AutoRoleService.ts
+++ b/src/services/AutoRoleService.ts
@@ -38,134 +38,6 @@ export class AutoRoleService {
   async setEnabled(guildId: string, enabled: boolean) {
     return this.updateConfig(guildId, { isEnabled: enabled });
   }
-
-  /**
-   * 소급 적용 제외 대상을 추가합니다.
-   */
-  async addExclude(guildId: string, targetId: string, type: 'ROLE' | 'USER') {
-    return prisma.autoRoleExclude.upsert({
-      where: {
-        guildId_targetId_type: {
-          guildId,
-          targetId,
-          type,
-        },
-      },
-      create: {
-        guildId,
-        targetId,
-        type,
-      },
-      update: {},
-    });
-  }
-
-  /**
-   * 소급 적용 제외 대상을 제거합니다.
-   */
-  async removeExclude(guildId: string, targetId: string, type: 'ROLE' | 'USER') {
-    return prisma.autoRoleExclude.deleteMany({
-      where: {
-        guildId,
-        targetId,
-        type,
-      },
-    });
-  }
-
-  /**
-   * 소급 적용 제외 대상 목록을 조회합니다.
-   */
-  async getExcludes(guildId: string) {
-    return prisma.autoRoleExclude.findMany({
-      where: { guildId },
-    });
-  }
-
-  /**
-   * 특정 멤버가 소급 적용 제외 대상인지 확인합니다.
-   */
-  async isExcluded(member: GuildMember): Promise<boolean> {
-    const excludes = await this.getExcludes(member.guild.id);
-    
-    // 유저 ID 체크
-    if (excludes.some((e: any) => e.type === 'USER' && e.targetId === member.id)) {
-      return true;
-    }
-
-    // 역할 ID 체크
-    if (excludes.some((e: any) => e.type === 'ROLE' && member.roles.cache.has(e.targetId))) {
-      return true;
-    }
-
-    return false;
-  }
-
-  /**
-   * 서버 전체에 역할을 소급 적용합니다 (백그라운드 처리).
-   */
-  async applyRetroactively(guild: Guild, roleIds: string[], initiatorId: string) {
-    if (!roleIds || roleIds.length === 0) return;
-
-    const roles = roleIds.map(id => guild.roles.cache.get(id)).filter((r): r is import('discord.js').Role => r !== undefined);
-    if (roles.length === 0) return;
-
-    // 봇의 권한 및 순위 확인
-    const botMember = guild.members.me;
-    if (!botMember || !botMember.permissions.has(PermissionFlagsBits.ManageRoles)) {
-      logger.warn(`AutoRole: Cannot apply roles in guild ${guild.id} due to missing ManageRoles permission.`);
-      return;
-    }
-
-    const validRoles = roles.filter(r => botMember.roles.highest.position > r.position);
-    if (validRoles.length === 0) {
-      logger.warn(`AutoRole: Cannot apply roles in guild ${guild.id} due to hierarchy limitations.`);
-      return;
-    }
-
-    // 모든 멤버 페치 (캐시되지 않았을 수 있음)
-    const members = await guild.members.fetch();
-    const targets = members.filter(m => !m.user.bot && validRoles.some(r => !m.roles.cache.has(r.id)));
-
-    logger.info(`AutoRole: Starting retroactive application of ${validRoles.length} roles to ${targets.size} members in guild ${guild.id}`);
-
-    let successCount = 0;
-    let failCount = 0;
-
-    // 비동기 실행 (응답 대기 안 함)
-    (async () => {
-      for (const [, member] of targets) {
-        try {
-          if (await this.isExcluded(member)) continue;
-
-          await member.roles.add(validRoles);
-          successCount++;
-
-          // Rate Limit 방지를 위한 지연 (1.5초)
-          await new Promise(resolve => setTimeout(resolve, 1500));
-        } catch (error: any) {
-          if (error.code === 10007 || error.code === 10013) {
-            // Unknown Member / User (이미 나감)
-            continue;
-          }
-          if (error.code === 50013) {
-            // Missing Permissions (도중 권한 상실)
-            logger.error(`AutoRole: Permission lost during retroactive assignment in guild ${guild.id}`);
-            break;
-          }
-          failCount++;
-          logger.error(`AutoRole: Failed to assign role to ${member.user.tag}:`, error);
-        }
-      }
-
-      await auditLogService.log(guild, {
-        category: 'SYSTEM',
-        severity: 'INFO',
-        title: 'Retroactive Role Assignment Completed',
-        description: `Retroactive assignment of roles (${validRoles.map(r => `<@&${r.id}>`).join(', ')}) by <@${initiatorId}> has finished.\n- Success: ${successCount}\n- Failed: ${failCount}`,
-      });
-    })();
-  }
 }
 
 export const autoRoleService = new AutoRoleService();