diff --git a/api/.env.example b/api/.env.example
index ba512a668d..fbf0b12f40 100644
--- a/api/.env.example
+++ b/api/.env.example
@@ -176,6 +176,7 @@ WEAVIATE_ENDPOINT=http://localhost:8080
 WEAVIATE_API_KEY=WVF5YThaHlkYwhGUSmCRgsX3tD5ngdN8pkih
 WEAVIATE_GRPC_ENABLED=false
 WEAVIATE_BATCH_SIZE=100
+WEAVIATE_TOKENIZATION=word
 
 # OceanBase Vector configuration
 OCEANBASE_VECTOR_HOST=127.0.0.1
diff --git a/api/configs/middleware/vdb/weaviate_config.py b/api/configs/middleware/vdb/weaviate_config.py
index aa81c870f6..6f4fccaa7f 100644
--- a/api/configs/middleware/vdb/weaviate_config.py
+++ b/api/configs/middleware/vdb/weaviate_config.py
@@ -31,3 +31,8 @@ class WeaviateConfig(BaseSettings):
         description="Number of objects to be processed in a single batch operation (default is 100)",
         default=100,
     )
+
+    WEAVIATE_TOKENIZATION: str | None = Field(
+        description="Tokenization for Weaviate (default is word)",
+        default="word",
+    )
diff --git a/api/core/rag/datasource/vdb/weaviate/weaviate_vector.py b/api/core/rag/datasource/vdb/weaviate/weaviate_vector.py
index 591de01669..2c7bc592c0 100644
--- a/api/core/rag/datasource/vdb/weaviate/weaviate_vector.py
+++ b/api/core/rag/datasource/vdb/weaviate/weaviate_vector.py
@@ -167,13 +167,18 @@ class WeaviateVector(BaseVector):
 
             try:
                 if not self._client.collections.exists(self._collection_name):
+                    tokenization = (
+                        wc.Tokenization(dify_config.WEAVIATE_TOKENIZATION)
+                        if dify_config.WEAVIATE_TOKENIZATION
+                        else wc.Tokenization.WORD
+                    )
                     self._client.collections.create(
                         name=self._collection_name,
                         properties=[
                             wc.Property(
                                 name=Field.TEXT_KEY.value,
                                 data_type=wc.DataType.TEXT,
-                                tokenization=wc.Tokenization.WORD,
+                                tokenization=tokenization,
                             ),
                             wc.Property(name="document_id", data_type=wc.DataType.TEXT),
                             wc.Property(name="doc_id", data_type=wc.DataType.TEXT),
diff --git a/api/tests/integration_tests/.env.example b/api/tests/integration_tests/.env.example
index e4c534f046..46d13079db 100644
--- a/api/tests/integration_tests/.env.example
+++ b/api/tests/integration_tests/.env.example
@@ -62,6 +62,7 @@ WEAVIATE_ENDPOINT=http://localhost:8080
 WEAVIATE_API_KEY=WVF5YThaHlkYwhGUSmCRgsX3tD5ngdN8pkih
 WEAVIATE_GRPC_ENABLED=false
 WEAVIATE_BATCH_SIZE=100
+WEAVIATE_TOKENIZATION=word
 
 
 # Upload configuration
diff --git a/docker/.env.example b/docker/.env.example
index 7e2e9aa26d..0bfdc6b495 100644
--- a/docker/.env.example
+++ b/docker/.env.example
@@ -525,6 +525,7 @@ VECTOR_INDEX_NAME_PREFIX=Vector_index
 WEAVIATE_ENDPOINT=http://weaviate:8080
 WEAVIATE_API_KEY=WVF5YThaHlkYwhGUSmCRgsX3tD5ngdN8pkih
 WEAVIATE_GRPC_ENDPOINT=grpc://weaviate:50051
+WEAVIATE_TOKENIZATION=word
 
 # For OceanBase metadata database configuration, available when `DB_TYPE` is `mysql` and `COMPOSE_PROFILES` includes `oceanbase`.
 # For OceanBase vector database configuration, available when `VECTOR_STORE` is `oceanbase`
diff --git a/docker/docker-compose.yaml b/docker/docker-compose.yaml
index d1e970719c..881111f629 100644
--- a/docker/docker-compose.yaml
+++ b/docker/docker-compose.yaml
@@ -164,6 +164,7 @@ x-shared-env: &shared-api-worker-env
   WEAVIATE_ENDPOINT: ${WEAVIATE_ENDPOINT:-http://weaviate:8080}
   WEAVIATE_API_KEY: ${WEAVIATE_API_KEY:-WVF5YThaHlkYwhGUSmCRgsX3tD5ngdN8pkih}
   WEAVIATE_GRPC_ENDPOINT: ${WEAVIATE_GRPC_ENDPOINT:-grpc://weaviate:50051}
+  WEAVIATE_TOKENIZATION: ${WEAVIATE_TOKENIZATION:-word}
   OCEANBASE_VECTOR_HOST: ${OCEANBASE_VECTOR_HOST:-oceanbase}
   OCEANBASE_VECTOR_PORT: ${OCEANBASE_VECTOR_PORT:-2881}
   OCEANBASE_VECTOR_USER: ${OCEANBASE_VECTOR_USER:-root@test}