diff --git a/api/tests/integration_tests/vdb/milvus/test_milvus.py b/api/tests/integration_tests/vdb/milvus/test_milvus.py
index 00c414000..2ce85445f 100644
--- a/api/tests/integration_tests/vdb/milvus/test_milvus.py
+++ b/api/tests/integration_tests/vdb/milvus/test_milvus.py
@@ -1,12 +1,12 @@
 from core.rag.datasource.vdb.milvus.milvus_vector import MilvusConfig, MilvusVector
 from tests.integration_tests.vdb.test_vector_store import (
-    AbstractTestVector,
+    AbstractVectorTest,
     get_example_text,
     setup_mock_redis,
 )
 
 
-class TestMilvusVector(AbstractTestVector):
+class MilvusVectorTest(AbstractVectorTest):
     def __init__(self):
         super().__init__()
         self.vector = MilvusVector(
@@ -33,4 +33,4 @@ class TestMilvusVector(AbstractTestVector):
 
 
 def test_milvus_vector(setup_mock_redis):
-    TestMilvusVector().run_all_tests()
+    MilvusVectorTest().run_all_tests()
diff --git a/api/tests/integration_tests/vdb/qdrant/test_qdrant.py b/api/tests/integration_tests/vdb/qdrant/test_qdrant.py
index ba6920660..34beb25d4 100644
--- a/api/tests/integration_tests/vdb/qdrant/test_qdrant.py
+++ b/api/tests/integration_tests/vdb/qdrant/test_qdrant.py
@@ -1,11 +1,11 @@
 from core.rag.datasource.vdb.qdrant.qdrant_vector import QdrantConfig, QdrantVector
 from tests.integration_tests.vdb.test_vector_store import (
-    AbstractTestVector,
+    AbstractVectorTest,
     setup_mock_redis,
 )
 
 
-class TestQdrantVector(AbstractTestVector):
+class QdrantVectorTest(AbstractVectorTest):
     def __init__(self):
         super().__init__()
         self.attributes = ['doc_id', 'dataset_id', 'document_id', 'doc_hash']
@@ -20,4 +20,4 @@ class TestQdrantVector(AbstractTestVector):
 
 
 def test_qdrant_vector(setup_mock_redis):
-    TestQdrantVector().run_all_tests()
+    QdrantVectorTest().run_all_tests()
diff --git a/api/tests/integration_tests/vdb/test_vector_store.py b/api/tests/integration_tests/vdb/test_vector_store.py
index fd64d445e..f7698c903 100644
--- a/api/tests/integration_tests/vdb/test_vector_store.py
+++ b/api/tests/integration_tests/vdb/test_vector_store.py
@@ -41,7 +41,7 @@ def setup_mock_redis() -> None:
     ext_redis.redis_client.lock = mock_redis_lock
 
 
-class AbstractTestVector:
+class AbstractVectorTest:
     def __init__(self):
         self.vector = None
         self.dataset_id = str(uuid.uuid4())
diff --git a/api/tests/integration_tests/vdb/weaviate/test_weaviate.py b/api/tests/integration_tests/vdb/weaviate/test_weaviate.py
index 20a2d2be0..3d540cee3 100644
--- a/api/tests/integration_tests/vdb/weaviate/test_weaviate.py
+++ b/api/tests/integration_tests/vdb/weaviate/test_weaviate.py
@@ -1,11 +1,11 @@
 from core.rag.datasource.vdb.weaviate.weaviate_vector import WeaviateConfig, WeaviateVector
 from tests.integration_tests.vdb.test_vector_store import (
-    AbstractTestVector,
+    AbstractVectorTest,
     setup_mock_redis,
 )
 
 
-class TestWeaviateVector(AbstractTestVector):
+class WeaviateVectorTest(AbstractVectorTest):
     def __init__(self):
         super().__init__()
         self.attributes = ['doc_id', 'dataset_id', 'document_id', 'doc_hash']
@@ -20,4 +20,4 @@ class TestWeaviateVector(AbstractTestVector):
 
 
 def test_weaviate_vector(setup_mock_redis):
-    TestWeaviateVector().run_all_tests()
+    WeaviateVectorTest().run_all_tests()