diff --git a/x-pack/plugins/search_notebooks/server/data/00_quick_start.json b/x-pack/plugins/search_notebooks/server/data/00_quick_start.json
index 53b3ca4e55587..45e50a2a00dd4 100644
--- a/x-pack/plugins/search_notebooks/server/data/00_quick_start.json
+++ b/x-pack/plugins/search_notebooks/server/data/00_quick_start.json
@@ -24,7 +24,7 @@
    "source": [
     "## Create Elastic Cloud deployment\n",
     "\n",
-    "If you don't have an Elastic Cloud deployment, sign up [here](https://cloud.elastic.co/registration?utm_source=github&utm_content=elasticsearch-labs-notebook) for a free trial.\n",
+    "If you don't have an Elastic Cloud deployment, sign up [here](https://cloud.elastic.co/registration?onboarding_token=vectorsearch&utm_source=github&utm_content=elasticsearch-labs-notebook) for a free trial.\n",
     "\n",
     "Once logged in to your Elastic Cloud account, go to the [Create deployment](https://cloud.elastic.co/deployments/create) page and select **Create deployment**. Leave all settings with their default values."
    ]
@@ -53,7 +53,7 @@
    },
    "outputs": [],
    "source": [
-    "!pip install -qU elasticsearch sentence-transformers"
+    "!pip install -qU elasticsearch sentence-transformers==2.7.0"
    ]
   },
   {
diff --git a/x-pack/plugins/search_notebooks/server/data/02_hybrid_search.json b/x-pack/plugins/search_notebooks/server/data/02_hybrid_search.json
index 3dbe93a3b15c2..750fa1baa8dab 100644
--- a/x-pack/plugins/search_notebooks/server/data/02_hybrid_search.json
+++ b/x-pack/plugins/search_notebooks/server/data/02_hybrid_search.json
@@ -44,7 +44,7 @@
    },
    "outputs": [],
    "source": [
-    "!pip install -qU elasticsearch sentence_transformers"
+    "!pip install -qU elasticsearch sentence-transformers==2.7.0"
    ]
   },
   {
diff --git a/x-pack/plugins/search_notebooks/server/data/04_multilingual.json b/x-pack/plugins/search_notebooks/server/data/04_multilingual.json
index 5071f103759c4..0842b0341be3a 100644
--- a/x-pack/plugins/search_notebooks/server/data/04_multilingual.json
+++ b/x-pack/plugins/search_notebooks/server/data/04_multilingual.json
@@ -37,7 +37,7 @@
     "\n",
     "- Python 3.6 or later\n",
     "- An Elastic deployment with a machine learning node\n",
-    "   - We'll be using [Elastic Cloud](https://www.elastic.co/guide/en/cloud/current/ec-getting-started.html) for this example (available with a [free trial](https://cloud.elastic.co/registration?utm_source=github&utm_content=elasticsearch-labs-notebook))\n",
+    "   - We'll be using [Elastic Cloud](https://www.elastic.co/guide/en/cloud/current/ec-getting-started.html) for this example (available with a [free trial](https://cloud.elastic.co/registration?onboarding_token=vectorsearch&utm_source=github&utm_content=elasticsearch-labs-notebook))\n",
     "- The [Elastic Python client](https://www.elastic.co/guide/en/elasticsearch/client/python-api/current/installation.html)\n"
    ]
   },
@@ -50,7 +50,7 @@
    "source": [
     "## Create Elastic Cloud deployment\n",
     "\n",
-    "If you don't have an Elastic Cloud deployment, sign up [here](https://cloud.elastic.co/registration?utm_source=github&utm_content=elasticsearch-labs-notebook) for a free trial.\n",
+    "If you don't have an Elastic Cloud deployment, sign up [here](https://cloud.elastic.co/registration?onboarding_token=vectorsearch&utm_source=github&utm_content=elasticsearch-labs-notebook) for a free trial.\n",
     "\n",
     "Once logged in to your Elastic Cloud account, go to the [Create deployment](https://cloud.elastic.co/deployments/create) page and select **Create deployment**. Leave all settings with their default values."
    ]
@@ -82,7 +82,7 @@
    },
    "outputs": [],
    "source": [
-    "!pip install -qU elasticsearch sentence_transformers"
+    "!pip install -qU elasticsearch sentence-transformers==2.7.0"
    ]
   },
   {