diff --git a/backend/apps/rag/main.py b/backend/apps/rag/main.py
index e3bb2bf5e..24b4a7453 100644
--- a/backend/apps/rag/main.py
+++ b/backend/apps/rag/main.py
@@ -91,7 +91,7 @@ from config import (
     SRC_LOG_LEVELS,
     UPLOAD_DIR,
     DOCS_DIR,
-    TEXT_EXTRACTION_ENGINE,
+    CONTENT_EXTRACTION_ENGINE,
     TIKA_SERVER_URL,
     RAG_TOP_K,
     RAG_RELEVANCE_THRESHOLD,
@@ -148,7 +148,7 @@ app.state.config.ENABLE_RAG_WEB_LOADER_SSL_VERIFICATION = (
     ENABLE_RAG_WEB_LOADER_SSL_VERIFICATION
 )
 
-app.state.config.TEXT_EXTRACTION_ENGINE = TEXT_EXTRACTION_ENGINE
+app.state.config.CONTENT_EXTRACTION_ENGINE = CONTENT_EXTRACTION_ENGINE
 app.state.config.TIKA_SERVER_URL = TIKA_SERVER_URL
 
 app.state.config.CHUNK_SIZE = CHUNK_SIZE
@@ -395,8 +395,8 @@ async def get_rag_config(user=Depends(get_admin_user)):
     return {
         "status": True,
         "pdf_extract_images": app.state.config.PDF_EXTRACT_IMAGES,
-        "text_extraction": {
-            "engine": app.state.config.TEXT_EXTRACTION_ENGINE,
+        "content_extraction": {
+            "engine": app.state.config.CONTENT_EXTRACTION_ENGINE,
             "tika_server_url": app.state.config.TIKA_SERVER_URL,
         },
         "chunk": {
@@ -428,7 +428,7 @@ async def get_rag_config(user=Depends(get_admin_user)):
     }
 
 
-class TextExtractionConfig(BaseModel):
+class ContentExtractionConfig(BaseModel):
     engine: str = ""
     tika_server_url: Optional[str] = None
 
@@ -466,7 +466,7 @@ class WebConfig(BaseModel):
 
 class ConfigUpdateForm(BaseModel):
     pdf_extract_images: Optional[bool] = None
-    text_extraction: Optional[TextExtractionConfig] = None
+    content_extraction: Optional[ContentExtractionConfig] = None
     chunk: Optional[ChunkParamUpdateForm] = None
     youtube: Optional[YoutubeLoaderConfig] = None
     web: Optional[WebConfig] = None
@@ -480,10 +480,10 @@ async def update_rag_config(form_data: ConfigUpdateForm, user=Depends(get_admin_
         else app.state.config.PDF_EXTRACT_IMAGES
     )
 
-    if form_data.text_extraction is not None:
-        log.info(f"Updating text settings: {form_data.text_extraction}")
-        app.state.config.TEXT_EXTRACTION_ENGINE = form_data.text_extraction.engine
-        app.state.config.TIKA_SERVER_URL = form_data.text_extraction.tika_server_url
+    if form_data.content_extraction is not None:
+        log.info(f"Updating text settings: {form_data.content_extraction}")
+        app.state.config.CONTENT_EXTRACTION_ENGINE = form_data.content_extraction.engine
+        app.state.config.TIKA_SERVER_URL = form_data.content_extraction.tika_server_url
 
     if form_data.chunk is not None:
         app.state.config.CHUNK_SIZE = form_data.chunk.chunk_size
@@ -521,8 +521,8 @@ async def update_rag_config(form_data: ConfigUpdateForm, user=Depends(get_admin_
     return {
         "status": True,
         "pdf_extract_images": app.state.config.PDF_EXTRACT_IMAGES,
-        "text_extraction": {
-            "engine": app.state.config.TEXT_EXTRACTION_ENGINE,
+        "content_extraction": {
+            "engine": app.state.config.CONTENT_EXTRACTION_ENGINE,
             "tika_server_url": app.state.config.TIKA_SERVER_URL,
         },
         "chunk": {
@@ -1017,7 +1017,7 @@ class TikaLoader:
         self.mime_type = mime_type
 
     def load(self) -> List[Document]:
-        with (open(self.file_path, "rb") as f):
+        with open(self.file_path, "rb") as f:
             data = f.read()
 
         if self.mime_type is not None:
@@ -1096,9 +1096,12 @@ def get_loader(filename: str, file_content_type: str, file_path: str):
         "msg",
     ]
 
-    if app.state.config.TEXT_EXTRACTION_ENGINE == "tika" and app.state.config.TIKA_SERVER_URL:
+    if (
+        app.state.config.CONTENT_EXTRACTION_ENGINE == "tika"
+        and app.state.config.TIKA_SERVER_URL
+    ):
         if file_ext in known_source_ext or (
-                file_content_type and file_content_type.find("text/") >= 0
+            file_content_type and file_content_type.find("text/") >= 0
         ):
             loader = TextLoader(file_path, autodetect_encoding=True)
         else:
diff --git a/backend/config.py b/backend/config.py
index 064ddff33..d6efde563 100644
--- a/backend/config.py
+++ b/backend/config.py
@@ -886,13 +886,13 @@ if WEBUI_AUTH and WEBUI_SECRET_KEY == "":
     raise ValueError(ERROR_MESSAGES.ENV_VAR_NOT_FOUND)
 
 ####################################
-# RAG document text extraction
+# RAG document content extraction
 ####################################
 
-TEXT_EXTRACTION_ENGINE = PersistentConfig(
-    "TEXT_EXTRACTION_ENGINE",
-    "rag.text_extraction_engine",
-    os.environ.get("TEXT_EXTRACTION_ENGINE", "").lower()
+CONTENT_EXTRACTION_ENGINE = PersistentConfig(
+    "CONTENT_EXTRACTION_ENGINE",
+    "rag.CONTENT_EXTRACTION_ENGINE",
+    os.environ.get("CONTENT_EXTRACTION_ENGINE", "").lower(),
 )
 
 TIKA_SERVER_URL = PersistentConfig(
diff --git a/src/lib/apis/rag/index.ts b/src/lib/apis/rag/index.ts
index 4047c419a..b32e544ee 100644
--- a/src/lib/apis/rag/index.ts
+++ b/src/lib/apis/rag/index.ts
@@ -32,7 +32,7 @@ type ChunkConfigForm = {
 	chunk_overlap: number;
 };
 
-type TextExtractConfigForm = {
+type ContentExtractConfigForm = {
 	engine: string;
 	tika_server_url: string | null;
 };
@@ -45,7 +45,7 @@ type YoutubeConfigForm = {
 type RAGConfigForm = {
 	pdf_extract_images?: boolean;
 	chunk?: ChunkConfigForm;
-	text_extraction?: TextExtractConfigForm;
+	content_extraction?: ContentExtractConfigForm;
 	web_loader_ssl_verification?: boolean;
 	youtube?: YoutubeConfigForm;
 };
diff --git a/src/lib/components/admin/Settings/Documents.svelte b/src/lib/components/admin/Settings/Documents.svelte
index 1377eb5bb..2094d0421 100644
--- a/src/lib/components/admin/Settings/Documents.svelte
+++ b/src/lib/components/admin/Settings/Documents.svelte
@@ -37,7 +37,7 @@
 	let embeddingModel = '';
 	let rerankingModel = '';
 
-	let textExtractionEngine = 'default';
+	let contentExtractionEngine = 'default';
 	let tikaServerUrl = '';
 	let showTikaServerUrl = false;
 
@@ -167,7 +167,7 @@
 			rerankingModelUpdateHandler();
 		}
 
-		if (textExtractionEngine === 'tika' && tikaServerUrl === '') {
+		if (contentExtractionEngine === 'tika' && tikaServerUrl === '') {
 			toast.error($i18n.t('Tika Server URL required.'));
 			return;
 		}
@@ -178,8 +178,8 @@
 				chunk_overlap: chunkOverlap,
 				chunk_size: chunkSize
 			},
-			text_extraction: {
-				engine: textExtractionEngine,
+			content_extraction: {
+				engine: contentExtractionEngine,
 				tika_server_url: tikaServerUrl
 			}
 		});
@@ -227,9 +227,9 @@
 			chunkSize = res.chunk.chunk_size;
 			chunkOverlap = res.chunk.chunk_overlap;
 
-			textExtractionEngine = res.text_extraction.engine;
-			tikaServerUrl = res.text_extraction.tika_server_url;
-			showTikaServerUrl = textExtractionEngine === 'tika';
+			contentExtractionEngine = res.content_extraction.engine;
+			tikaServerUrl = res.content_extraction.tika_server_url;
+			showTikaServerUrl = contentExtractionEngine === 'tika';
 		}
 	});
 </script>
@@ -414,11 +414,11 @@
 				<div class="self-center text-xs font-medium">{$i18n.t('Engine')}</div>
 				<div class="flex items-center relative">
 					<select
-							class="dark:bg-gray-900 w-fit pr-8 rounded px-2 p-1 text-xs bg-transparent outline-none text-right"
-							bind:value={textExtractionEngine}
-							on:change={(e) => {
-								showTikaServerUrl = (e.target.value === 'tika');
-							}}
+						class="dark:bg-gray-900 w-fit pr-8 rounded px-2 p-1 text-xs bg-transparent outline-none text-right"
+						bind:value={contentExtractionEngine}
+						on:change={(e) => {
+							showTikaServerUrl = e.target.value === 'tika';
+						}}
 					>
 						<option value="default">{$i18n.t('Default')}</option>
 						<option value="tika">{$i18n.t('Tika')}</option>
@@ -430,9 +430,9 @@
 				<div class="flex w-full mt-2">
 					<div class="flex-1 mr-2">
 						<input
-								class="w-full rounded-lg py-2 px-4 text-sm dark:text-gray-300 dark:bg-gray-850 outline-none"
-								placeholder={$i18n.t('Enter Tika Server URL')}
-								bind:value={tikaServerUrl}
+							class="w-full rounded-lg py-2 px-4 text-sm dark:text-gray-300 dark:bg-gray-850 outline-none"
+							placeholder={$i18n.t('Enter Tika Server URL')}
+							bind:value={tikaServerUrl}
 						/>
 					</div>
 				</div>