diff --git a/learn/security/multitenancy_tenant_tokens.mdx b/learn/security/multitenancy_tenant_tokens.mdx
index de6d7405e8..82478e5fe1 100644
--- a/learn/security/multitenancy_tenant_tokens.mdx
+++ b/learn/security/multitenancy_tenant_tokens.mdx
@@ -32,7 +32,7 @@ You must generate tokens in your application. The quickest method to generate te
 
 Meilisearch developed an in-app search demo using multi-tenancy in a SaaS CRM. It only allows authenticated users to search through contacts, companies, and deals belonging to their organization.
 
-Check out this [sample application](https://saas.meilisearch.com/utm_source=docs) Its code is publicly available in a dedicated [GitHub repository](https://github.com/meilisearch/saas-demo/).
+Check out this [sample application](https://saas.meilisearch.com/?utm_source=docs) Its code is publicly available in a dedicated [GitHub repository](https://github.com/meilisearch/saas-demo/).
 
 <Tip>
 You can also use tenant tokens in role-based access control (RBAC) systems. Consult [How to implement RBAC with Meilisearch](https://blog.meilisearch.com/role-based-access-guide/) on Meilisearch's official blog for more information.
diff --git a/snippets/samples/code_samples_analytics_event_bind_event_1.mdx b/snippets/samples/code_samples_analytics_event_bind_event_1.mdx
index 8d83b33773..f9375a7082 100644
--- a/snippets/samples/code_samples_analytics_event_bind_event_1.mdx
+++ b/snippets/samples/code_samples_analytics_event_bind_event_1.mdx
@@ -2,10 +2,10 @@
 
 ```bash cURL
 curl \
-  -X POST 'https://edge.meilisearch.com/events' \
+  -X POST 'https://PROJECT_URL/events' \
   -H 'Content-Type: application/json' \
   -H 'Authorization: Bearer DEFAULT_SEARCH_API_KEY' \
-  -H 'X-MS-USER-ID: MEILISEARCH_USER_ID' \
+  -H 'X-MS-USER-ID: SEARCH_USER_ID' \
   --data-binary '{
     "eventType": "click",
     "eventName": "Search Result Clicked",
diff --git a/snippets/samples/code_samples_analytics_event_bind_event_2.mdx b/snippets/samples/code_samples_analytics_event_bind_event_2.mdx
new file mode 100644
index 0000000000..2dcacaa4a8
--- /dev/null
+++ b/snippets/samples/code_samples_analytics_event_bind_event_2.mdx
@@ -0,0 +1,17 @@
+<CodeGroup>
+
+```bash cURL
+curl \
+  -X POST 'https://PROJECT_URL/events' \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization: Bearer DEFAULT_SEARCH_API_KEY' \
+  --data-binary '{
+    "eventType": "click",
+    "userId": "SEARCH_USER_ID",
+    "eventName": "Search Result Clicked",
+    "indexUid": "products",
+    "objectId": "0",
+    "position": 0
+  }'
+```
+</CodeGroup>
\ No newline at end of file
diff --git a/snippets/samples/code_samples_analytics_event_click_1.mdx b/snippets/samples/code_samples_analytics_event_click_1.mdx
index 750f0f50fe..3983dfd7a2 100644
--- a/snippets/samples/code_samples_analytics_event_click_1.mdx
+++ b/snippets/samples/code_samples_analytics_event_click_1.mdx
@@ -2,14 +2,17 @@
 
 ```bash cURL
 curl \
-  -X POST 'https://edge.meilisearch.com/events' \
+  -X POST 'https://PROJECT_URL/events' \
   -H 'Content-Type: application/json' \
   -H 'Authorization: Bearer DEFAULT_SEARCH_API_KEY' \
   --data-binary '{
     "eventType": "click",
     "eventName": "Search Result Clicked",
     "indexUid": "products",
+    "userId": "SEARCH_USER_ID",
+    "queryUid": "019a01b7-a1c2-7782-a410-bb1274c81393",
     "objectId": "0",
+    "objectName": "DOCUMENT_DESCRIPTION",
     "position": 0
   }'
 ```
diff --git a/snippets/samples/code_samples_analytics_event_conversion_1.mdx b/snippets/samples/code_samples_analytics_event_conversion_1.mdx
index 4595c4a3c7..337556e8cb 100644
--- a/snippets/samples/code_samples_analytics_event_conversion_1.mdx
+++ b/snippets/samples/code_samples_analytics_event_conversion_1.mdx
@@ -2,14 +2,16 @@
 
 ```bash cURL
 curl \
-  -X POST 'https://edge.meilisearch.com/events' \
+  -X POST 'https://PROJECT_URL/events' \
   -H 'Content-Type: application/json' \
   -H 'Authorization: Bearer DEFAULT_SEARCH_API_KEY'
   --data-binary '{
     "eventType": "conversion",
     "eventName": "Product Added To Cart",
     "indexUid": "products",
+    "userId": "SEARCH_USER_ID",
     "objectId": "0",
+    "objectName": "DOCUMENT_DESCRIPTION",
     "position": 0
   }'
 ```
diff --git a/snippets/samples/code_samples_compact_index_1.mdx b/snippets/samples/code_samples_compact_index_1.mdx
index 3ae5de23df..9c43472206 100644
--- a/snippets/samples/code_samples_compact_index_1.mdx
+++ b/snippets/samples/code_samples_compact_index_1.mdx
@@ -4,4 +4,12 @@
 curl \
   -X POST 'MEILISEARCH_URL/indexes/INDEX_UID/compact'
 ```
+
+```python Python
+client.index('movies').compact()
+```
+
+```java Java
+client.index("INDEX_NAME").compact();
+```
 </CodeGroup>
\ No newline at end of file
diff --git a/snippets/samples/code_samples_getting_started_add_documents.mdx b/snippets/samples/code_samples_getting_started_add_documents.mdx
index e3b2e68adb..6c00fa42e7 100644
--- a/snippets/samples/code_samples_getting_started_add_documents.mdx
+++ b/snippets/samples/code_samples_getting_started_add_documents.mdx
@@ -78,14 +78,14 @@ $client->index('movies')->addDocuments($movies);
 // <dependency>
 //   <groupId>com.meilisearch.sdk</groupId>
 //   <artifactId>meilisearch-java</artifactId>
-//   <version>0.16.1</version>
+//   <version>0.17.0</version>
 //   <type>pom</type>
 // </dependency>
 
 // For Gradle
 // Add the following line to the `dependencies` section of your `build.gradle`:
 //
-// implementation 'com.meilisearch.sdk:meilisearch-java:0.16.1'
+// implementation 'com.meilisearch.sdk:meilisearch-java:0.17.0'
 
 // In your .java file:
 import com.meilisearch.sdk;
diff --git a/snippets/samples/code_samples_index_compact_1.mdx b/snippets/samples/code_samples_index_compact_1.mdx
new file mode 100644
index 0000000000..cc18c9d8f1
--- /dev/null
+++ b/snippets/samples/code_samples_index_compact_1.mdx
@@ -0,0 +1,6 @@
+<CodeGroup>
+
+```go Go
+client.Index("INDEX_UID").Compact();
+```
+</CodeGroup>
\ No newline at end of file