diff --git a/qdrant-landing/content/articles/multitenancy.md b/qdrant-landing/content/articles/multitenancy.md
index efd6323d5..5f19bf419 100644
--- a/qdrant-landing/content/articles/multitenancy.md
+++ b/qdrant-landing/content/articles/multitenancy.md
@@ -4,7 +4,7 @@ short_description: "Combining our most popular features to support scalable mach
 description: "Combining our most popular features to support scalable machine learning solutions."
 social_preview_image: /articles_data/multitenancy/social_preview.png
 preview_dir: /articles_data/multitenancy/preview
-small_preview_image: /articles_data/multitenancy/scatter-graph.svg
+small_preview_image: /articles_data/multitenancy/icon.svg
 weight: -101
 author: David Myriel
 date: 2024-02-06T13:21:00.000Z
@@ -83,7 +83,7 @@ Additionally, each vector can now be allocated to a shard. You can specify the `
 
 ```python
 client.upsert(
-    collection_name="{collection_name}",
+    collection_name="{tenant_data}",
     points=[
         models.PointStruct(
             id=1,
@@ -103,7 +103,7 @@ Keep in mind that the data for each `group_id` is isolated. In the example below
 
 ```python
 client.upsert(
-    collection_name="{collection_name}",
+    collection_name="{tenant_data}",
     points=[
         models.PointStruct(
             id=3,
@@ -121,7 +121,7 @@ The access control setup is completed as you specify the criteria for data retri
 
 ```python
 client.search(
-    collection_name="{collection_name}",
+    collection_name="{tenant_data}",
     query_filter=models.Filter(
         must=[
             models.FieldCondition(
@@ -154,7 +154,7 @@ from qdrant_client import QdrantClient, models
 client = QdrantClient("localhost", port=6333)
 
 client.create_collection(
-    collection_name="{collection_name}",
+    collection_name="{tenant_data}",
     vectors_config=models.VectorParams(size=768, distance=models.Distance.COSINE),
     hnsw_config=models.HnswConfigDiff(
         payload_m=16,
@@ -167,7 +167,7 @@ client.create_collection(
 
 ```python
 client.create_payload_index(
-    collection_name="{collection_name}",
+    collection_name="{tenant_data}",
     field_name="group_id",
     field_schema=models.PayloadSchemaType.KEYWORD,
 )
diff --git a/qdrant-landing/static/articles_data/multitenancy/icon.svg b/qdrant-landing/static/articles_data/multitenancy/icon.svg
new file mode 100644
index 000000000..2d8041c80
--- /dev/null
+++ b/qdrant-landing/static/articles_data/multitenancy/icon.svg
@@ -0,0 +1,7 @@
+<?xml version="1.0" encoding="utf-8"?>
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+     xmlns="http://www.w3.org/2000/svg">
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+          fill="#ffffff"/>
+</svg>
\ No newline at end of file
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diff --git a/qdrant-landing/static/articles_data/multitenancy/shards.png b/qdrant-landing/static/articles_data/multitenancy/shards.png
index 6eab37f6e..445a14174 100644
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