diff --git a/vector-stores/spring-ai-neo4j-store/src/main/java/org/springframework/ai/vectorstore/Neo4jVectorStore.java b/vector-stores/spring-ai-neo4j-store/src/main/java/org/springframework/ai/vectorstore/Neo4jVectorStore.java
index 21f2e8c8a6e..2d6af4c4b85 100644
--- a/vector-stores/spring-ai-neo4j-store/src/main/java/org/springframework/ai/vectorstore/Neo4jVectorStore.java
+++ b/vector-stores/spring-ai-neo4j-store/src/main/java/org/springframework/ai/vectorstore/Neo4jVectorStore.java
@@ -48,11 +48,14 @@
  * @author Christian Tzolov
  * @author Thomas Vitale
  * @author Soby Chacko
+ * @author Jihoon Kim
  */
 public class Neo4jVectorStore extends AbstractObservationVectorStore implements InitializingBean {
 
 	public static final int DEFAULT_EMBEDDING_DIMENSION = 1536;
 
+	public static final int DEFAULT_TRANSACTION_SIZE = 10_000;
+
 	public static final String DEFAULT_LABEL = "Document";
 
 	public static final String DEFAULT_INDEX_NAME = "spring-ai-document-index";
@@ -117,7 +120,7 @@ public void doAdd(List<Document> documents) {
 							SET u.%2$s = row.id,
 								u += row.properties
 						WITH row, u
-						CALL db.create.setNodeVectorProperty(u, $embeddingProperty, row.embedding)
+						CALL db.create.setNodeVectorProperty(u, $embeddingProperty, row[$embeddingProperty])
 					""".formatted(this.config.label, this.config.idProperty);
 			session.run(statement, Map.of("rows", rows, "embeddingProperty", this.config.embeddingProperty)).consume();
 		}
@@ -133,7 +136,7 @@ public Optional<Boolean> doDelete(List<String> idList) {
 						MATCH (n:%s) WHERE n.%s IN $ids
 						CALL { WITH n DETACH DELETE n } IN TRANSACTIONS OF $transactionSize ROWS
 						""".formatted(this.config.label, this.config.idProperty),
-						Map.of("ids", idList, "transactionSize", 10_000))
+						Map.of("ids", idList, "transactionSize", DEFAULT_TRANSACTION_SIZE))
 				.consume();
 			return Optional.of(idList.size() == summary.counters().nodesDeleted());
 		}