diff --git a/api-reference/api-services/aws.mdx b/api-reference/api-services/aws.mdx
index a0f8ccf4..7967d3de 100644
--- a/api-reference/api-services/aws.mdx
+++ b/api-reference/api-services/aws.mdx
@@ -13,7 +13,7 @@ description: Follow these steps to deploy the Unstructured API service into your
 
 _Estimated time to complete: 30 minutes_
 
-You will need:
+The requirements are as follows.
 
 1.  **An AWS account**: 
 
diff --git a/platform/destinations/astradb.mdx b/platform/destinations/astradb.mdx
index dc53de43..530f41bf 100644
--- a/platform/destinations/astradb.mdx
+++ b/platform/destinations/astradb.mdx
@@ -4,7 +4,7 @@ title: Astra DB
 
 Send processed data from Unstructured to Astra DB.
 
-You'll need:
+The requirements are as follows.
 
 import AstraDBPrerequisites from '/snippets/general-shared-text/astradb.mdx';
 
diff --git a/platform/destinations/azure-ai-search.mdx b/platform/destinations/azure-ai-search.mdx
index 382cf96d..68c63e9f 100644
--- a/platform/destinations/azure-ai-search.mdx
+++ b/platform/destinations/azure-ai-search.mdx
@@ -4,7 +4,7 @@ title: Azure AI Search
 
 Send processed data from Unstructured to Azure AI Search.
 
-You'll need:
+The requirements are as follows.
 
 import AzureAISPrerequisites from '/snippets/general-shared-text/azure-ai-search.mdx';
 
diff --git a/platform/destinations/chroma.mdx b/platform/destinations/chroma.mdx
index dea3d65f..2339ee0c 100644
--- a/platform/destinations/chroma.mdx
+++ b/platform/destinations/chroma.mdx
@@ -4,7 +4,7 @@ title: Chroma
 
 Send processed data from Unstructured to Chroma.
 
-You'll need:
+The requirements are as follows.
 
 import ChromaPrerequisites from '/snippets/general-shared-text/chroma.mdx';
 
diff --git a/platform/destinations/couchbase.mdx b/platform/destinations/couchbase.mdx
index 3af59ddd..d304c1ab 100644
--- a/platform/destinations/couchbase.mdx
+++ b/platform/destinations/couchbase.mdx
@@ -4,7 +4,7 @@ title: Couchbase
 
 Send processed data from Unstructured to Couchbase.
 
-You'll need:
+The requirements are as follows.
 
 import CouchbasePrerequisites from '/snippets/general-shared-text/couchbase.mdx';
 
diff --git a/platform/destinations/databricks-volumes.mdx b/platform/destinations/databricks-volumes.mdx
index 8ee26865..c65f7bd4 100644
--- a/platform/destinations/databricks-volumes.mdx
+++ b/platform/destinations/databricks-volumes.mdx
@@ -4,7 +4,7 @@ title: Databricks Volumes
 
 Send processed data from Unstructured to Databricks Volumes.
 
-You'll need:
+The requirements are as follows.
 
 import DatabricksVolumesPrerequisites from '/snippets/general-shared-text/databricks-volumes.mdx';
 
diff --git a/platform/destinations/delta-table.mdx b/platform/destinations/delta-table.mdx
index 32e2d773..15f019ae 100644
--- a/platform/destinations/delta-table.mdx
+++ b/platform/destinations/delta-table.mdx
@@ -4,7 +4,7 @@ title: Delta Table
 
 Send processed data from Unstructured to a Delta Table, stored in Amazon S3.
 
-You'll need:
+The requirements are as follows.
 
 import DeltaTablePrerequisites from '/snippets/general-shared-text/delta-table.mdx';
 
diff --git a/platform/destinations/elasticsearch.mdx b/platform/destinations/elasticsearch.mdx
index cdff3651..76079867 100644
--- a/platform/destinations/elasticsearch.mdx
+++ b/platform/destinations/elasticsearch.mdx
@@ -4,7 +4,7 @@ title: Elasticsearch
 
 Send processed data from Unstructured to Elasticsearch.
 
-You'll need:
+The requirements are as follows.
 
 import ElasticsearchPrerequisites from '/snippets/general-shared-text/elasticsearch.mdx';
 
diff --git a/platform/destinations/google-cloud.mdx b/platform/destinations/google-cloud.mdx
index 7203350c..e1ee0c54 100644
--- a/platform/destinations/google-cloud.mdx
+++ b/platform/destinations/google-cloud.mdx
@@ -4,7 +4,7 @@ title: Google Cloud Storage
 
 Send processed data from Unstructured to Google Cloud Storage.
 
-You'll need:
+The requirements are as follows.
 
 import GCSPrerequisites from '/snippets/general-shared-text/gcs.mdx';
 
diff --git a/platform/destinations/milvus.mdx b/platform/destinations/milvus.mdx
index 7806fdbb..6092de63 100644
--- a/platform/destinations/milvus.mdx
+++ b/platform/destinations/milvus.mdx
@@ -4,17 +4,7 @@ title: Milvus
 
 Send processed data from Unstructured to Milvus.
 
-The following video shows how to fulfill the minimum set of Milvus prerequisites, demonstrating Milvus on IBM watsonx.data.
-
-<iframe
-width="560"
-height="315"
-src="https://www.youtube.com/embed/tl9eV-_nAHI"
-title="YouTube video player"
-frameborder="0"
-allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture"
-allowfullscreen
-></iframe>
+The requirements are as follows.
 
 import MilvusPrerequisites from '/snippets/general-shared-text/milvus.mdx';
 
diff --git a/platform/destinations/mongodb.mdx b/platform/destinations/mongodb.mdx
index bf006c2e..592caba0 100644
--- a/platform/destinations/mongodb.mdx
+++ b/platform/destinations/mongodb.mdx
@@ -4,7 +4,7 @@ title: MongoDB
 
 Send processed data from Unstructured to MongoDB.
 
-You'll need:
+The requirements are as follows.
 
 import MongoDBPrerequisites from '/snippets/general-shared-text/mongodb.mdx';
 
diff --git a/platform/destinations/onedrive.mdx b/platform/destinations/onedrive.mdx
index cf111e9e..f35b523f 100644
--- a/platform/destinations/onedrive.mdx
+++ b/platform/destinations/onedrive.mdx
@@ -4,7 +4,7 @@ title: OneDrive
 
 Send processed data from Unstructured to OneDrive.
 
-You'll need:
+The requirements are as follows.
 
 import OneDrivePrerequisites from '/snippets/general-shared-text/onedrive.mdx';
 
diff --git a/platform/destinations/opensearch.mdx b/platform/destinations/opensearch.mdx
index dae57340..e62dfcd0 100644
--- a/platform/destinations/opensearch.mdx
+++ b/platform/destinations/opensearch.mdx
@@ -4,7 +4,7 @@ title: OpenSearch
 
 Send processed data from Unstructured to OpenSearch.
 
-You'll need:
+The requirements are as follows.
 
 import OpenSearchPrerequisites from '/snippets/general-shared-text/opensearch.mdx';
 
diff --git a/platform/destinations/pinecone.mdx b/platform/destinations/pinecone.mdx
index 61975ced..8af35ff0 100644
--- a/platform/destinations/pinecone.mdx
+++ b/platform/destinations/pinecone.mdx
@@ -4,7 +4,7 @@ title: Pinecone
 
 Send processed data from Unstructured to Pinecone.
 
-The following video shows how to fulfill the minimum set of Pinecone prerequisites:
+The following video shows how to fulfill the minimum set of Pinecone requirements:
 
 <iframe
 width="560"
@@ -16,7 +16,7 @@ allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; pic
 allowfullscreen
 ></iframe>
 
-Here are some more details about the prerequisites:
+Here are some more details about the requirements:
 
 import PineconePrerequisites from '/snippets/general-shared-text/pinecone.mdx';
 
diff --git a/platform/destinations/s3.mdx b/platform/destinations/s3.mdx
index 09158d32..62d09def 100644
--- a/platform/destinations/s3.mdx
+++ b/platform/destinations/s3.mdx
@@ -4,7 +4,7 @@ title: S3
 
 Send processed data from Unstructured to Amazon S3.
 
-You'll need:
+The requirements are as follows.
 
 import S3Prerequisites from '/snippets/general-shared-text/s3.mdx';
 
diff --git a/platform/destinations/weaviate.mdx b/platform/destinations/weaviate.mdx
index dccdd753..0d5be17a 100644
--- a/platform/destinations/weaviate.mdx
+++ b/platform/destinations/weaviate.mdx
@@ -4,7 +4,7 @@ title: Weaviate
 
 Send processed data from Unstructured to Weaviate.
 
-You'll need:
+The requirements are as follows.
 
 import WeaviatePrerequisites from '/snippets/general-shared-text/weaviate.mdx';
 
diff --git a/platform/sources/azure-blob-storage.mdx b/platform/sources/azure-blob-storage.mdx
index 32dc06ea..760353b4 100644
--- a/platform/sources/azure-blob-storage.mdx
+++ b/platform/sources/azure-blob-storage.mdx
@@ -4,7 +4,7 @@ title: Azure
 
 Ingest your files into Unstructured from Azure Blob Storage.
 
-You'll need:
+The requirements are as follows.
 
 import AzurePrerequisites from '/snippets/general-shared-text/azure.mdx';
 
diff --git a/platform/sources/confluence.mdx b/platform/sources/confluence.mdx
index 166e52eb..4d989bee 100644
--- a/platform/sources/confluence.mdx
+++ b/platform/sources/confluence.mdx
@@ -4,7 +4,7 @@ title: Confluence
 
 Ingest your files into Unstructured from Confluence.
 
-You'll need:
+The requirements are as follows.
 
 import ConfluencePrerequisites from '/snippets/general-shared-text/confluence.mdx';
 
diff --git a/platform/sources/databricks-volumes.mdx b/platform/sources/databricks-volumes.mdx
index f577321b..85b17e5c 100644
--- a/platform/sources/databricks-volumes.mdx
+++ b/platform/sources/databricks-volumes.mdx
@@ -4,7 +4,7 @@ title: Databricks Volumes
 
 Ingest your files into Unstructured from Databricks Volumes.
 
-You'll need: 
+The requirements are as follows. 
 
 import DatabricksVolumesPrerequisites from '/snippets/general-shared-text/databricks-volumes.mdx';
 
diff --git a/platform/sources/elasticsearch.mdx b/platform/sources/elasticsearch.mdx
index a3d6d7da..96fd0a15 100644
--- a/platform/sources/elasticsearch.mdx
+++ b/platform/sources/elasticsearch.mdx
@@ -4,7 +4,7 @@ title: Elasticsearch
 
 Ingest your files into Unstructured from Elasticsearch.
 
-You'll need:
+The requirements are as follows.
 
 import ElasticsearchPrerequisites from '/snippets/general-shared-text/elasticsearch.mdx';
 
diff --git a/platform/sources/google-cloud.mdx b/platform/sources/google-cloud.mdx
index 4a81946b..684ead72 100644
--- a/platform/sources/google-cloud.mdx
+++ b/platform/sources/google-cloud.mdx
@@ -4,7 +4,7 @@ title: Google Cloud Storage
 
 Ingest your files into Unstructured from Google Cloud Storage.
 
-You'll need:
+The requirements are as follows.
 
 import GCSPrerequisites from '/snippets/general-shared-text/gcs.mdx';
 
diff --git a/platform/sources/google-drive.mdx b/platform/sources/google-drive.mdx
index 45e2ad5b..95698c9c 100644
--- a/platform/sources/google-drive.mdx
+++ b/platform/sources/google-drive.mdx
@@ -4,7 +4,7 @@ title: Google Drive
 
 Ingest your files into Unstructured from Google Drive.
 
-You'll need:
+The requirements are as follows.
 
 import GoogleDrivePrerequisites from '/snippets/general-shared-text/google-drive.mdx';
 
diff --git a/platform/sources/mongodb.mdx b/platform/sources/mongodb.mdx
index 7b6c21c4..89295669 100644
--- a/platform/sources/mongodb.mdx
+++ b/platform/sources/mongodb.mdx
@@ -4,7 +4,7 @@ title: MongoDB
 
 Ingest your files into Unstructured from MongoDB.
 
-You'll need: 
+The requirements are as follows. 
 
 import MongoDBPrerequisites from '/snippets/general-shared-text/mongodb.mdx';
 
diff --git a/platform/sources/onedrive.mdx b/platform/sources/onedrive.mdx
index 4ebf9e9e..36516d57 100644
--- a/platform/sources/onedrive.mdx
+++ b/platform/sources/onedrive.mdx
@@ -4,7 +4,7 @@ title: OneDrive
 
 Ingest your files into Unstructured from OneDrive.
 
-You'll need:
+The requirements are as follows.
 
 import OneDrivePrerequisites from '/snippets/general-shared-text/onedrive.mdx';
 
diff --git a/platform/sources/opensearch.mdx b/platform/sources/opensearch.mdx
index fc52805c..8647223a 100644
--- a/platform/sources/opensearch.mdx
+++ b/platform/sources/opensearch.mdx
@@ -4,7 +4,7 @@ title: OpenSearch
 
 Ingest your files into Unstructured from OpenSearch.
 
-You'll need:
+The requirements are as follows.
 
 import OpenSearchPrerequisites from '/snippets/general-shared-text/opensearch.mdx';
 
diff --git a/platform/sources/outlook.mdx b/platform/sources/outlook.mdx
index 879198ae..9604d0b6 100644
--- a/platform/sources/outlook.mdx
+++ b/platform/sources/outlook.mdx
@@ -4,7 +4,7 @@ title: Outlook
 
 Ingest your files into Unstructured from Outlook.
 
-You'll need:
+The requirements are as follows.
 
 import OutlookPrerequisites from '/snippets/general-shared-text/outlook.mdx';
 
diff --git a/platform/sources/s3.mdx b/platform/sources/s3.mdx
index ef935d58..496eb8b4 100644
--- a/platform/sources/s3.mdx
+++ b/platform/sources/s3.mdx
@@ -4,7 +4,7 @@ title: S3
 
 Ingest your files into Unstructured from Amazon S3.
 
-You'll need: 
+The requirements are as follows. 
 
 import S3Prerequisites from '/snippets/general-shared-text/s3.mdx';
 
diff --git a/platform/sources/salesforce.mdx b/platform/sources/salesforce.mdx
index 34741db8..eba5137c 100644
--- a/platform/sources/salesforce.mdx
+++ b/platform/sources/salesforce.mdx
@@ -4,7 +4,7 @@ title: Salesforce
 
 Ingest your files into Unstructured from Salesforce.
 
-You'll need: 
+The requirements are as follows. 
 
 import SalesforcePrerequisites from '/snippets/general-shared-text/salesforce.mdx';
 
diff --git a/platform/sources/sftp-storage.mdx b/platform/sources/sftp-storage.mdx
index 2e3adf78..6f568b18 100644
--- a/platform/sources/sftp-storage.mdx
+++ b/platform/sources/sftp-storage.mdx
@@ -4,7 +4,7 @@ title: SFTP
 
 Ingest your files into Unstructured from SFTP.
 
-You'll need:
+The requirements are as follows.
 
 import SFTPPrerequisites from '/snippets/general-shared-text/sftp.mdx';
 
diff --git a/platform/sources/sharepoint.mdx b/platform/sources/sharepoint.mdx
index 4102205a..d384d63b 100644
--- a/platform/sources/sharepoint.mdx
+++ b/platform/sources/sharepoint.mdx
@@ -4,7 +4,7 @@ title: SharePoint
 
 Ingest your files into Unstructured from SharePoint.
 
-You'll need: 
+The requirements are as follows. 
 
 import SharePointPrerequisites from '/snippets/general-shared-text/sharepoint.mdx';
 
diff --git a/snippets/dc-shared-text/astradb-cli-api.mdx b/snippets/dc-shared-text/astradb-cli-api.mdx
index 7ab4a319..e4dd354e 100644
--- a/snippets/dc-shared-text/astradb-cli-api.mdx
+++ b/snippets/dc-shared-text/astradb-cli-api.mdx
@@ -1,7 +1,7 @@
 
 Batch process all your records to store structured outputs in an Astra DB account.
 
-You will need:
+The requirements are as follows.
 
 import AstraDBShared from '/snippets/general-shared-text/astradb.mdx';
 import AstraDBSharedCLIAPI from '/snippets/general-shared-text/astradb-cli-api.mdx';
diff --git a/snippets/dc-shared-text/azure-ai-search-cli-api.mdx b/snippets/dc-shared-text/azure-ai-search-cli-api.mdx
index a56f7cf8..e893bbf5 100644
--- a/snippets/dc-shared-text/azure-ai-search-cli-api.mdx
+++ b/snippets/dc-shared-text/azure-ai-search-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in an Azure AI Search account.
 
-You will need:
+The requirements are as follows.
 
 import AzureAISShared from '/snippets/general-shared-text/azure-ai-search.mdx';
 import AzureAISSharedCLIAPI from '/snippets/general-shared-text/azure-ai-search-cli-api.mdx';
diff --git a/snippets/dc-shared-text/azure-cli-api.mdx b/snippets/dc-shared-text/azure-cli-api.mdx
index 917a34a9..f1abc6a4 100644
--- a/snippets/dc-shared-text/azure-cli-api.mdx
+++ b/snippets/dc-shared-text/azure-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in an Azure Storage account.
 
-You will need:
+The requirements are as follows.
 
 import SharedAzure from '/snippets/general-shared-text/azure.mdx';
 import SharedAzureCLIAPI from '/snippets/general-shared-text/azure-cli-api.mdx';
diff --git a/snippets/dc-shared-text/box-cli-api.mdx b/snippets/dc-shared-text/box-cli-api.mdx
index 53bcbb53..b4fc1bf8 100644
--- a/snippets/dc-shared-text/box-cli-api.mdx
+++ b/snippets/dc-shared-text/box-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in a Box account.
 
-You will need:
+The requirements are as follows.
 
 import SharedBox from '/snippets/general-shared-text/box.mdx';
 import SharedBoxCLIAPI from '/snippets/general-shared-text/box-cli-api.mdx';
diff --git a/snippets/dc-shared-text/chroma-cli-api.mdx b/snippets/dc-shared-text/chroma-cli-api.mdx
index 94e9b427..5a184b2d 100644
--- a/snippets/dc-shared-text/chroma-cli-api.mdx
+++ b/snippets/dc-shared-text/chroma-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in a Chroma account.
 
-You will need:
+The requirements are as follows.
 
 import SharedChroma from '/snippets/general-shared-text/chroma.mdx';
 import SharedChromaCLIAPI from '/snippets/general-shared-text/chroma-cli-api.mdx';
diff --git a/snippets/dc-shared-text/couchbase-cli-api.mdx b/snippets/dc-shared-text/couchbase-cli-api.mdx
index a6c9cdab..6648fad6 100644
--- a/snippets/dc-shared-text/couchbase-cli-api.mdx
+++ b/snippets/dc-shared-text/couchbase-cli-api.mdx
@@ -2,7 +2,7 @@
 
 Batch process all your records to store structured outputs in a Couchbase database.
 
-You will need:
+The requirements are as follows.
 
 import CouchbaseShared from '/snippets/general-shared-text/couchbase.mdx';
 import CouchbaseSharedCLIAPI from '/snippets/general-shared-text/couchbase-cli-api.mdx';
diff --git a/snippets/dc-shared-text/databricks-volumes-cli-api.mdx b/snippets/dc-shared-text/databricks-volumes-cli-api.mdx
index 80662a24..3f8bed72 100644
--- a/snippets/dc-shared-text/databricks-volumes-cli-api.mdx
+++ b/snippets/dc-shared-text/databricks-volumes-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in Databricks Volumes.
 
-You will need:
+The requirements are as follows.
 
 import SharedDatabricksVolumes from '/snippets/general-shared-text/databricks-volumes.mdx';
 import SharedDatabricksVolumesCLIAPI from '/snippets/general-shared-text/databricks-volumes-cli-api.mdx';
diff --git a/snippets/dc-shared-text/delta-table-cli-api.mdx b/snippets/dc-shared-text/delta-table-cli-api.mdx
index af9a42a1..30688489 100644
--- a/snippets/dc-shared-text/delta-table-cli-api.mdx
+++ b/snippets/dc-shared-text/delta-table-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in a Delta Table in an Amazon S3 bucket.
 
-You will need:
+The requirements are as follows.
 
 import SharedDeltaTable from '/snippets/general-shared-text/delta-table.mdx';
 import SharedDeltaTableCLIAPI from '/snippets/general-shared-text/delta-table-cli-api.mdx';
diff --git a/snippets/dc-shared-text/dropbox-cli-api.mdx b/snippets/dc-shared-text/dropbox-cli-api.mdx
index bebf9052..67076a2f 100644
--- a/snippets/dc-shared-text/dropbox-cli-api.mdx
+++ b/snippets/dc-shared-text/dropbox-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in a Dropbox account.
 
-You will need:
+The requirements are as follows.
 
 import SharedDropbox from '/snippets/general-shared-text/dropbox.mdx';
 import SharedDropboxCLIAPI from '/snippets/general-shared-text/dropbox-cli-api.mdx';
diff --git a/snippets/dc-shared-text/elasticsearch-cli-api.mdx b/snippets/dc-shared-text/elasticsearch-cli-api.mdx
index 9a3e5246..e44bd352 100644
--- a/snippets/dc-shared-text/elasticsearch-cli-api.mdx
+++ b/snippets/dc-shared-text/elasticsearch-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in Elasticsearch.
 
-You will need:
+The requirements are as follows.
 
 import SharedElasticsearch from '/snippets/general-shared-text/elasticsearch.mdx';
 import SharedElasticsearchCLIAPI from '/snippets/general-shared-text/elasticsearch-cli-api.mdx';
diff --git a/snippets/dc-shared-text/gcs-cli-api.mdx b/snippets/dc-shared-text/gcs-cli-api.mdx
index 6f0d7fb0..8b7f0d2d 100644
--- a/snippets/dc-shared-text/gcs-cli-api.mdx
+++ b/snippets/dc-shared-text/gcs-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in Google Cloud Service.
 
-You will need:
+The requirements are as follows.
 
 import SharedGoogleCloudStorage from '/snippets/general-shared-text/gcs.mdx';
 import SharedGoogleCloudStorageCLIAPI from '/snippets/general-shared-text/gcs-cli-api.mdx';
diff --git a/snippets/dc-shared-text/kafka-cli-api.mdx b/snippets/dc-shared-text/kafka-cli-api.mdx
index 36c49489..fc4f5765 100644
--- a/snippets/dc-shared-text/kafka-cli-api.mdx
+++ b/snippets/dc-shared-text/kafka-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in Kafka.
 
-You will need:
+The requirements are as follows.
 
 import SharedKafka from '/snippets/general-shared-text/kafka.mdx';
 import SharedKafkaCLIAPI from '/snippets/general-shared-text/kafka-cli-api.mdx';
diff --git a/snippets/dc-shared-text/kdbai-cli-api.mdx b/snippets/dc-shared-text/kdbai-cli-api.mdx
index 8f876cc9..9ac643c6 100644
--- a/snippets/dc-shared-text/kdbai-cli-api.mdx
+++ b/snippets/dc-shared-text/kdbai-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in KDB.AI.
 
-You will need:
+The requirements are as follows.
 
 import SharedKDBAI from '/snippets/general-shared-text/kdbai.mdx';
 import SharedKDBAICLIAPI from '/snippets/general-shared-text/kdbai-cli-api.mdx';
diff --git a/snippets/dc-shared-text/lancedb-cli-api.mdx b/snippets/dc-shared-text/lancedb-cli-api.mdx
index a1edce80..5c54694d 100644
--- a/snippets/dc-shared-text/lancedb-cli-api.mdx
+++ b/snippets/dc-shared-text/lancedb-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in LanceDB.
 
-You will need:
+The requirements are as follows.
 
 import SharedLanceDB from '/snippets/general-shared-text/lancedb.mdx';
 import SharedLanceDBCLIAPI from '/snippets/general-shared-text/lancedb-cli-api.mdx';
diff --git a/snippets/dc-shared-text/milvus-cli-api.mdx b/snippets/dc-shared-text/milvus-cli-api.mdx
index 6599e0d3..ec4d225c 100644
--- a/snippets/dc-shared-text/milvus-cli-api.mdx
+++ b/snippets/dc-shared-text/milvus-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in Milvus.
 
-You will need:
+The requirements are as follows.
 
 import SharedMilvus from '/snippets/general-shared-text/milvus.mdx';
 import SharedMilvusCLIAPI from '/snippets/general-shared-text/milvus-cli-api.mdx';
diff --git a/snippets/dc-shared-text/mongodb-cli-api.mdx b/snippets/dc-shared-text/mongodb-cli-api.mdx
index 136ed4a1..c8115015 100644
--- a/snippets/dc-shared-text/mongodb-cli-api.mdx
+++ b/snippets/dc-shared-text/mongodb-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in MongoDB.
 
-You will need:
+The requirements are as follows.
 
 import SharedMongoDB from '/snippets/general-shared-text/mongodb.mdx';
 import SharedMongoDBCLIAPI from '/snippets/general-shared-text/mongodb-cli-api.mdx';
diff --git a/snippets/dc-shared-text/onedrive-cli-api.mdx b/snippets/dc-shared-text/onedrive-cli-api.mdx
index 31b810e0..c5510d08 100644
--- a/snippets/dc-shared-text/onedrive-cli-api.mdx
+++ b/snippets/dc-shared-text/onedrive-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in a OneDrive account.
 
-You will need:
+The requirements are as follows.
 
 import SharedOneDrive from '/snippets/general-shared-text/onedrive.mdx';
 import SharedOneDriveCLIAPI from '/snippets/general-shared-text/onedrive-cli-api.mdx';
diff --git a/snippets/dc-shared-text/opensearch-cli-api.mdx b/snippets/dc-shared-text/opensearch-cli-api.mdx
index 31505449..cea6e15f 100644
--- a/snippets/dc-shared-text/opensearch-cli-api.mdx
+++ b/snippets/dc-shared-text/opensearch-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in OpenSearch.
 
-You will need:
+The requirements are as follows.
 
 import SharedOpenSearch from '/snippets/general-shared-text/opensearch.mdx';
 import SharedOpenSearchCLIAPI from '/snippets/general-shared-text/opensearch-cli-api.mdx';
diff --git a/snippets/dc-shared-text/pinecone-cli-api.mdx b/snippets/dc-shared-text/pinecone-cli-api.mdx
index 95ccb054..473f3108 100644
--- a/snippets/dc-shared-text/pinecone-cli-api.mdx
+++ b/snippets/dc-shared-text/pinecone-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in Pinecone.
 
-You will need:
+The requirements are as follows.
 
 import SharedPinecone from '/snippets/general-shared-text/pinecone.mdx';
 import SharedPineconeCLIAPI from '/snippets/general-shared-text/pinecone-cli-api.mdx';
diff --git a/snippets/dc-shared-text/postgresql-cli-api.mdx b/snippets/dc-shared-text/postgresql-cli-api.mdx
index 23cf7d09..f2e794df 100644
--- a/snippets/dc-shared-text/postgresql-cli-api.mdx
+++ b/snippets/dc-shared-text/postgresql-cli-api.mdx
@@ -2,7 +2,7 @@ Batch process all your records to store structured outputs in a PostgreSQL schem
 
 Insert query is currently limited to append.
 
-You will need:
+The requirements are as follows.
 
 import SharedPostgreSQL from '/snippets/general-shared-text/postgresql.mdx';
 import SharedPostgreSQLCLIAPI from '/snippets/general-shared-text/postgresql-cli-api.mdx';
diff --git a/snippets/dc-shared-text/qdrant-cli-api.mdx b/snippets/dc-shared-text/qdrant-cli-api.mdx
index 3a7c39f7..d0da2ac1 100644
--- a/snippets/dc-shared-text/qdrant-cli-api.mdx
+++ b/snippets/dc-shared-text/qdrant-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in Qdrant.
 
-You will need:
+The requirements are as follows.
 
 import SharedQdrant from '/snippets/general-shared-text/qdrant.mdx';
 import SharedQdrantCLIAPI from '/snippets/general-shared-text/qdrant-cli-api.mdx';
diff --git a/snippets/dc-shared-text/s3-cli-api.mdx b/snippets/dc-shared-text/s3-cli-api.mdx
index 55050cc4..d841bdcf 100644
--- a/snippets/dc-shared-text/s3-cli-api.mdx
+++ b/snippets/dc-shared-text/s3-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in an S3 bucket.
 
-You will need:
+The requirements are as follows.
 
 import SharedS3 from '/snippets/general-shared-text/s3.mdx';
 import SharedS3CLIAPI from '/snippets/general-shared-text/s3-cli-api.mdx';
diff --git a/snippets/dc-shared-text/sftp-cli-api.mdx b/snippets/dc-shared-text/sftp-cli-api.mdx
index 6d578ccb..f10a06e8 100644
--- a/snippets/dc-shared-text/sftp-cli-api.mdx
+++ b/snippets/dc-shared-text/sftp-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in SFTP.
 
-You will need:
+The requirements are as follows.
 
 import SharedSFTP from '/snippets/general-shared-text/sftp.mdx';
 import SharedSFTPCLIAPI from '/snippets/general-shared-text/sftp-cli-api.mdx';
diff --git a/snippets/dc-shared-text/singlestore-cli-api.mdx b/snippets/dc-shared-text/singlestore-cli-api.mdx
index 8fc26d38..dbff9ee9 100644
--- a/snippets/dc-shared-text/singlestore-cli-api.mdx
+++ b/snippets/dc-shared-text/singlestore-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in a SingleStore account.
 
-You will need:
+The requirements are as follows.
 
 import SingleStoreShared from '/snippets/general-shared-text/singlestore.mdx';
 import SingleStoreSharedCLIAPI from '/snippets/general-shared-text/singlestore-cli-api.mdx';
diff --git a/snippets/dc-shared-text/snowflake-cli-api.mdx b/snippets/dc-shared-text/snowflake-cli-api.mdx
index 59f1148e..13e8f95d 100644
--- a/snippets/dc-shared-text/snowflake-cli-api.mdx
+++ b/snippets/dc-shared-text/snowflake-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in Snowflake.
 
-You will need:
+The requirements are as follows.
 
 import SharedSnowflake from '/snippets/general-shared-text/snowflake.mdx';
 import SharedSnowflakeCLIAPI from '/snippets/general-shared-text/snowflake-cli-api.mdx';
diff --git a/snippets/dc-shared-text/sqlite-cli-api.mdx b/snippets/dc-shared-text/sqlite-cli-api.mdx
index cad91861..0fe7dd75 100644
--- a/snippets/dc-shared-text/sqlite-cli-api.mdx
+++ b/snippets/dc-shared-text/sqlite-cli-api.mdx
@@ -2,7 +2,7 @@ Batch process all your records to store structured outputs in a SQLite schema.
 
 Insert query is currently limited to append.
 
-You will need:
+The requirements are as follows.
 
 import SharedSQLite from '/snippets/general-shared-text/sqlite.mdx';
 import SharedSQLiteCLIAPI from '/snippets/general-shared-text/sqlite-cli-api.mdx';
diff --git a/snippets/dc-shared-text/weaviate-cli-api.mdx b/snippets/dc-shared-text/weaviate-cli-api.mdx
index 741ab823..041f3578 100644
--- a/snippets/dc-shared-text/weaviate-cli-api.mdx
+++ b/snippets/dc-shared-text/weaviate-cli-api.mdx
@@ -1,6 +1,6 @@
 Batch process all your records to store structured outputs in a Weaviate database.
 
-You will need:
+The requirements are as follows.
 
 import SharedWeaviate from '/snippets/general-shared-text/weaviate.mdx';
 import SharedWeaviateCLIAPI from '/snippets/general-shared-text/weaviate-cli-api.mdx';
diff --git a/snippets/general-shared-text/airtable.mdx b/snippets/general-shared-text/airtable.mdx
index 5ddca7a6..135d957e 100644
--- a/snippets/general-shared-text/airtable.mdx
+++ b/snippets/general-shared-text/airtable.mdx
@@ -1,5 +1,3 @@
-The Airtable connector prerequisites:
-
 - An [Airtable](https://www.airtable.com/) account. [Create a free Airtable account](https://airtable.com/signup). 
 - An Airtable personal access token. [Create a personal access token](https://support.airtable.com/docs/creating-and-using-api-keys-and-access-tokens).
 
diff --git a/snippets/general-shared-text/astradb.mdx b/snippets/general-shared-text/astradb.mdx
index ab6967c3..7269ec46 100644
--- a/snippets/general-shared-text/astradb.mdx
+++ b/snippets/general-shared-text/astradb.mdx
@@ -1,5 +1,3 @@
-The Astra DB connector prerequisites:
-
 <iframe
 width="560"
 height="315"
diff --git a/snippets/general-shared-text/azure-ai-search.mdx b/snippets/general-shared-text/azure-ai-search.mdx
index 4e6512b5..e3540580 100644
--- a/snippets/general-shared-text/azure-ai-search.mdx
+++ b/snippets/general-shared-text/azure-ai-search.mdx
@@ -1,6 +1,4 @@
-The Azure AI Search prerequisites:
-
-The following video shows how to fulfill the minimum set of Azure AI Search prerequisites:
+The following video shows how to fulfill the minimum set of Azure AI Search requirements:
 
 <iframe
 width="560"
@@ -12,7 +10,7 @@ allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; pic
 allowfullscreen
 ></iframe>
 
-Here are some more details about these prerequisites:
+Here are some more details about these requirements:
 
 - The endpoint and API key for Azure AI Search. [Create an endpoint and API key](https://learn.microsoft.com/azure/search/search-create-service-portal).
 - The name of the index in Azure AI Search. [Create an index](https://learn.microsoft.com/rest/api/searchservice/create-index).
diff --git a/snippets/general-shared-text/azure.mdx b/snippets/general-shared-text/azure.mdx
index b1cbfaeb..858b6e8a 100644
--- a/snippets/general-shared-text/azure.mdx
+++ b/snippets/general-shared-text/azure.mdx
@@ -1,6 +1,4 @@
-The Azure Storage account prerequisites.
-
-The following video shows how to fulfill the minimum set of Azure Storage account prerequisites:
+The following video shows how to fulfill the minimum set of Azure Storage account requirements:
 
 <iframe
 width="560"
@@ -20,7 +18,7 @@ allowfullscreen
   - **Read**, **Write**, and **List** for both reading from and writing to the container.
 </Note>
 
-Here are some more details about these prerequisites:
+Here are some more details about these requirements:
 
 - An Azure account. To create one, [learn how](https://azure.microsoft.com/pricing/purchase-options/azure-account).
 
diff --git a/snippets/general-shared-text/box.mdx b/snippets/general-shared-text/box.mdx
index ca66429d..fe4b2f05 100644
--- a/snippets/general-shared-text/box.mdx
+++ b/snippets/general-shared-text/box.mdx
@@ -1,5 +1,3 @@
-The Box prerequisites:
-
 1. Access to the [Developer Console](https://app.box.com/developers/console) from your [Box enterprise account](https://account.box.com/signup/enterprise-plan) or [Box developer account](https://account.box.com/signup/developer).
 
 2. A Box Custom App in your Box account, set up to use **Server Authentication (with JWT)**. See [Setup with JWT](https://developer.box.com/guides/authentication/jwt/jwt-setup/).
diff --git a/snippets/general-shared-text/chroma.mdx b/snippets/general-shared-text/chroma.mdx
index 9a337775..bffa4118 100644
--- a/snippets/general-shared-text/chroma.mdx
+++ b/snippets/general-shared-text/chroma.mdx
@@ -1,5 +1,3 @@
-The Chroma prerequisites:
-
 - A Chroma server. See [Deployment](https://docs.trychroma.com/deployment).
 
   For example, here is a video about how to deploy a Chroma server to AWS:
diff --git a/snippets/general-shared-text/confluence.mdx b/snippets/general-shared-text/confluence.mdx
index 4da631ed..964027e2 100644
--- a/snippets/general-shared-text/confluence.mdx
+++ b/snippets/general-shared-text/confluence.mdx
@@ -1,5 +1,3 @@
-The Confluence prerequisites:
-
 <iframe
 width="560"
 height="315"
diff --git a/snippets/general-shared-text/couchbase.mdx b/snippets/general-shared-text/couchbase.mdx
index 9b3ae01a..d8ca1b78 100644
--- a/snippets/general-shared-text/couchbase.mdx
+++ b/snippets/general-shared-text/couchbase.mdx
@@ -1,5 +1,3 @@
-The Couchbase database prerequisites. 
-
 - For the [Unstructured Platform](/platform/overview), only Couchbase Capella clusters are supported.
 - For [Unstructured Ingest](/ingestion/overview), Couchbase Capella clusters and local Couchbase server deployments are supported.
 
diff --git a/snippets/general-shared-text/databricks-volumes.mdx b/snippets/general-shared-text/databricks-volumes.mdx
index 60a3c4f4..9b15c264 100644
--- a/snippets/general-shared-text/databricks-volumes.mdx
+++ b/snippets/general-shared-text/databricks-volumes.mdx
@@ -1,5 +1,3 @@
-The Databricks Volumes prerequisites:
-
 <iframe
 width="560"
 height="315"
diff --git a/snippets/general-shared-text/delta-table.mdx b/snippets/general-shared-text/delta-table.mdx
index c4993b8e..438e4f73 100644
--- a/snippets/general-shared-text/delta-table.mdx
+++ b/snippets/general-shared-text/delta-table.mdx
@@ -1,6 +1,4 @@
-The Delta Table prerequisites for Amazon S3:
-
-The following video shows how to fulfill the minimum set of S3 prerequisites:
+The following video shows how to fulfill the minimum set of Amazon S3 requirements to store Delta Tables:
 
 <iframe
 width="560"
@@ -14,7 +12,7 @@ allowfullscreen
 
 The preceding video does not show how to create an AWS account or an S3 bucket. 
 
-For more information about prerequisites, see the following:
+For more information about requirements, see the following:
 
 - An AWS account. [Create an AWS account](https://aws.amazon.com/free).
 
diff --git a/snippets/general-shared-text/dropbox.mdx b/snippets/general-shared-text/dropbox.mdx
index 96e2dbcc..c0b49785 100644
--- a/snippets/general-shared-text/dropbox.mdx
+++ b/snippets/general-shared-text/dropbox.mdx
@@ -1,5 +1,3 @@
-The Dropbox prerequisites:
-
 1. A Dropbox account. [Get an account](https://www.dropbox.com/try/teams).
 
 2. A target source or destination folder in your Dropbox account. [Create a folder](https://help.dropbox.com/create-upload/creating-using-folders-on-dropbox).
diff --git a/snippets/general-shared-text/elasticsearch.mdx b/snippets/general-shared-text/elasticsearch.mdx
index f57b8dbe..0ba4502d 100644
--- a/snippets/general-shared-text/elasticsearch.mdx
+++ b/snippets/general-shared-text/elasticsearch.mdx
@@ -1,5 +1,3 @@
-The Elasticsearch prerequisites.
-
 - For the [Unstructured Platform](/platform/overview), only Elastic Cloud instances are supported.
 - For [Unstructured Ingest](/ingestion/overview), Elastic Cloud instances and self-manged Elasticsearch instances are supported.
 - For Elastic Cloud, you will need an [Elastic Cloud service instance](https://www.elastic.co/guide/en/elasticsearch/reference/current/install-elasticsearch.html#hosted-elasticsearch-service).
diff --git a/snippets/general-shared-text/gcs.mdx b/snippets/general-shared-text/gcs.mdx
index 8168b8e5..d23b4fbe 100644
--- a/snippets/general-shared-text/gcs.mdx
+++ b/snippets/general-shared-text/gcs.mdx
@@ -1,5 +1,3 @@
-The Google Cloud Storage prerequisites:
-
 <iframe
 width="560"
 height="315"
diff --git a/snippets/general-shared-text/gitlab.mdx b/snippets/general-shared-text/gitlab.mdx
index 210dba42..61c8fe2c 100644
--- a/snippets/general-shared-text/gitlab.mdx
+++ b/snippets/general-shared-text/gitlab.mdx
@@ -1,5 +1,3 @@
-The GitLab prerequisites:
-
 - A [GitLab account](https://gitlab.com/users/sign_up).
 - The URL for the target [GitLab repository](https://docs.gitlab.com/ee/user/project/repository/).
 - A [GitLab access token](https://docs.gitlab.com/ee/security/tokens/) that allows access to the repository.
diff --git a/snippets/general-shared-text/google-drive.mdx b/snippets/general-shared-text/google-drive.mdx
index fc18ff7a..c90b21ee 100644
--- a/snippets/general-shared-text/google-drive.mdx
+++ b/snippets/general-shared-text/google-drive.mdx
@@ -1,5 +1,3 @@
-The Google Drive prerequisites:
-
 1. A Google Cloud service account and its related `credentials.json` key file or its contents in JSON format. [Learn how](https://developers.google.com/workspace/guides/create-credentials#service-account).
 
    <iframe
diff --git a/snippets/general-shared-text/hubspot.mdx b/snippets/general-shared-text/hubspot.mdx
index ad803d31..c5d91ff4 100644
--- a/snippets/general-shared-text/hubspot.mdx
+++ b/snippets/general-shared-text/hubspot.mdx
@@ -1,5 +1,3 @@
-The HubSpot prerequisites:
-
 - A [HubSpot private app and its related access token](https://developers.hubspot.com/docs/api/private-apps). 
 - The HubSpot [object types](https://developers.hubspot.com/docs/api/crm/understanding-the-crm#objects) and any of their built-in properties that you want to access. Supported object types include tickets, emails, notes, calls, products, and communications.
 - Any HubSpot params and [custom properties](https://knowledge.hubspot.com/properties/create-and-edit-properties) that you want to access for any of the supported object types.
\ No newline at end of file
diff --git a/snippets/general-shared-text/kafka.mdx b/snippets/general-shared-text/kafka.mdx
index e6aeeca2..6128a0ac 100644
--- a/snippets/general-shared-text/kafka.mdx
+++ b/snippets/general-shared-text/kafka.mdx
@@ -1,5 +1,3 @@
-The Kafka prerequisites:
-
 - A Kafka cluster, such as ones provided by [Confluent Cloud](https://www.confluent.io/confluent-cloud), [Amazon Managed Streaming for Apache Kafka (Amazon MSK)](https://aws.amazon.com/msk/), or [Google Cloud Managed Service for Apache Kafka](https://cloud.google.com/products/managed-service-for-apache-kafka).
 - The hostname of the bootstrap Kafka cluster to connect to.  
 - The port number of the cluster.
diff --git a/snippets/general-shared-text/kdbai.mdx b/snippets/general-shared-text/kdbai.mdx
index dacca0a6..0fddea00 100644
--- a/snippets/general-shared-text/kdbai.mdx
+++ b/snippets/general-shared-text/kdbai.mdx
@@ -1,5 +1,3 @@
-The KDB.AI prerequisites:
-
 - A KDB.AI Cloud or server instance. [Sign Up for KDB.AI Cloud: Starter Edition](https://trykdb.kx.com/kdbai/signup/). [Set up KDB.AI Server](https://code.kx.com/kdbai/latest/gettingStarted/kdb-ai-server-setup.html).
 - The instance's endpoint URL. [Get the KDB.AI Cloud endpoint URL](https://code.kx.com/kdbai/latest/gettingStarted/kdb-ai-cloud-setup.html#connect-to-your-database). [Get the KDB.AI Server endpoint URL](https://code.kx.com/kdbai/latest/gettingStarted/kdb-ai-server-setup.html).
 - An API key. [Create the API key](https://code.kx.com/kdbai/latest/gettingStarted/kdb-ai-cloud-setup.html#create-an-api-key).
diff --git a/snippets/general-shared-text/lancedb.mdx b/snippets/general-shared-text/lancedb.mdx
index 395f30be..4dd58842 100644
--- a/snippets/general-shared-text/lancedb.mdx
+++ b/snippets/general-shared-text/lancedb.mdx
@@ -1,5 +1,3 @@
-The LanceDB prerequisites:
-
 - A [LanceDB open source software (OSS) installation](https://lancedb.github.io/lancedb/basic/#installation) on a local machine, a server, or a virtual machine. 
   (LanceDB Cloud is not supported.)
 - For LanceDB OSS with local data storage:
diff --git a/snippets/general-shared-text/milvus.mdx b/snippets/general-shared-text/milvus.mdx
index ec85a553..6febc8e3 100644
--- a/snippets/general-shared-text/milvus.mdx
+++ b/snippets/general-shared-text/milvus.mdx
@@ -1,10 +1,4 @@
-The Milvus prerequisites:
-
-- A [Milvus instance](https://milvus.io/docs/install-overview.md).
-- The [URI](https://milvus.io/api-reference/pymilvus/v2.4.x/MilvusClient/Client/MilvusClient.md) of the instance.
-- The [username and password, or token](https://milvus.io/docs/authenticate.md) to access the instance.
-- The name of the [database](https://milvus.io/docs/manage_databases.md) in the instance.
-- The name of the [collection](https://milvus.io/docs/manage-collections.md) in the database.
+The following video shows how to fulfill the minimum set of Milvus requirements, demonstrating Milvus on IBM watsonx.data:
 
 <iframe
 width="560"
@@ -14,4 +8,11 @@ title="YouTube video player"
 frameborder="0"
 allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture"
 allowfullscreen
-></iframe>
\ No newline at end of file
+></iframe>
+
+- A [Milvus instance](https://milvus.io/docs/install-overview.md).
+- The [URI](https://milvus.io/api-reference/pymilvus/v2.4.x/MilvusClient/Client/MilvusClient.md) of the instance.
+- The [username and password, or token](https://milvus.io/docs/authenticate.md) to access the instance.
+- The name of the [database](https://milvus.io/docs/manage_databases.md) in the instance.
+- The name of the [collection](https://milvus.io/docs/manage-collections.md) in the database.
+
diff --git a/snippets/general-shared-text/mongodb.mdx b/snippets/general-shared-text/mongodb.mdx
index e544c1d6..730e3a6f 100644
--- a/snippets/general-shared-text/mongodb.mdx
+++ b/snippets/general-shared-text/mongodb.mdx
@@ -1,4 +1,4 @@
-The MongoDB prerequisites for a MongoDB Atlas deployment:
+The MongoDB requirements for a MongoDB Atlas deployment include:
 
 <iframe
 width="560"
diff --git a/snippets/general-shared-text/onedrive.mdx b/snippets/general-shared-text/onedrive.mdx
index 09f9ce49..d8e16022 100644
--- a/snippets/general-shared-text/onedrive.mdx
+++ b/snippets/general-shared-text/onedrive.mdx
@@ -1,5 +1,3 @@
-The OneDrive prerequisites:
-
 <iframe
 width="560"
 height="315"
diff --git a/snippets/general-shared-text/opensearch.mdx b/snippets/general-shared-text/opensearch.mdx
index fdf0b35a..24b39052 100644
--- a/snippets/general-shared-text/opensearch.mdx
+++ b/snippets/general-shared-text/opensearch.mdx
@@ -1,5 +1,3 @@
-The OpenSearch prerequisites:
-
 - An OpenSearch instance, such as an [AWS OpenSearch](https://docs.aws.amazon.com/opensearch-service/latest/developerguide/setting-up.html) instance...
 
   <iframe
diff --git a/snippets/general-shared-text/outlook.mdx b/snippets/general-shared-text/outlook.mdx
index 8f862845..c0653bd9 100644
--- a/snippets/general-shared-text/outlook.mdx
+++ b/snippets/general-shared-text/outlook.mdx
@@ -1,5 +1,3 @@
-The Outlook prerequisites:
-
 <iframe
 width="560"
 height="315"
diff --git a/snippets/general-shared-text/pinecone.mdx b/snippets/general-shared-text/pinecone.mdx
index de6c2d9a..fc3d2671 100644
--- a/snippets/general-shared-text/pinecone.mdx
+++ b/snippets/general-shared-text/pinecone.mdx
@@ -1,5 +1,3 @@
-The Pinecone prerequisites:
-
 - A Pinecone account. [Get an account](https://app.pinecone.io/).
 
   <iframe
diff --git a/snippets/general-shared-text/postgresql.mdx b/snippets/general-shared-text/postgresql.mdx
index a0539eb7..ed03e2da 100644
--- a/snippets/general-shared-text/postgresql.mdx
+++ b/snippets/general-shared-text/postgresql.mdx
@@ -1,6 +1,4 @@
-The PostgreSQL prerequisites, which include the following settings.
-
-The following video shows for example how to get these settings by using [Amazon RDS for PostgreSQL](https://aws.amazon.com/rds/postgresql/).
+The following video shows for example how to get these settings by using [Amazon RDS for PostgreSQL](https://aws.amazon.com/rds/postgresql/):
 
 <iframe
 width="560"
diff --git a/snippets/general-shared-text/qdrant.mdx b/snippets/general-shared-text/qdrant.mdx
index 772ca94e..38929e03 100644
--- a/snippets/general-shared-text/qdrant.mdx
+++ b/snippets/general-shared-text/qdrant.mdx
@@ -1,5 +1,3 @@
-The Qdrant prerequisites are as follows.
-
 - The name of the target [collection](https://qdrant.tech/documentation/concepts/collections) on the Qdrant local installation, 
   Qdrant server, or Qdrant Cloud cluster.
 - For [Qdrant local](https://github.com/qdrant/qdrant), the path to the local Qdrant installation, for example: `/qdrant/local`
diff --git a/snippets/general-shared-text/s3.mdx b/snippets/general-shared-text/s3.mdx
index 12c02be2..2951ec72 100644
--- a/snippets/general-shared-text/s3.mdx
+++ b/snippets/general-shared-text/s3.mdx
@@ -1,6 +1,4 @@
-The Amazon S3 prerequisites:
-
-The following video shows how to fulfill the minimum set of S3 prerequisites:
+The following video shows how to fulfill the minimum set of Amazon S3 requirements:
 
 <iframe
 width="560"
@@ -14,7 +12,7 @@ allowfullscreen
 
 The preceding video does not show how to create an AWS account; enable anonymous access to the bucket (which is supported but 
 not recommended); or generate an AWS STS session token for temporary access, if required by your organization's security 
-requirements. For more information about prerequisites, see the following:
+requirements. For more information about requirements, see the following:
 
 - An AWS account. [Create an AWS account](https://aws.amazon.com/free).
 
diff --git a/snippets/general-shared-text/salesforce.mdx b/snippets/general-shared-text/salesforce.mdx
index 65dd8348..53b0289a 100644
--- a/snippets/general-shared-text/salesforce.mdx
+++ b/snippets/general-shared-text/salesforce.mdx
@@ -1,5 +1,3 @@
-The Salesforce prerequisites:
-
 - A Salesforce account. [Create an account](https://developer.salesforce.com/signup).
 
   <iframe
diff --git a/snippets/general-shared-text/sftp.mdx b/snippets/general-shared-text/sftp.mdx
index c7ca5a74..92cdd6fa 100644
--- a/snippets/general-shared-text/sftp.mdx
+++ b/snippets/general-shared-text/sftp.mdx
@@ -1,5 +1,3 @@
-The SFTP prerequisites:
-
 - The SFTP server hostname, port, username, and password.
 
   SFTP servers are offered by several vendors. For example, the following video shows how to create and set up an SFTP server by using AWS Transfer Family:
diff --git a/snippets/general-shared-text/sharepoint.mdx b/snippets/general-shared-text/sharepoint.mdx
index d39759d0..957f385b 100644
--- a/snippets/general-shared-text/sharepoint.mdx
+++ b/snippets/general-shared-text/sharepoint.mdx
@@ -1,5 +1,3 @@
-The SharePoint prerequisites, which include the following settings.
-
 <iframe
 width="560"
 height="315"
diff --git a/snippets/general-shared-text/singlestore.mdx b/snippets/general-shared-text/singlestore.mdx
index 6b7d5863..94162f1d 100644
--- a/snippets/general-shared-text/singlestore.mdx
+++ b/snippets/general-shared-text/singlestore.mdx
@@ -1,5 +1,3 @@
-The SingleStore prerequisites:
-
 - A SingleStore deployment, database, and table. [Learn how](https://www.singlestore.com/blog/how-to-get-started-with-singlestore/).
 - The hostname for the SingleStore deployment.
 - The port for the host.
diff --git a/snippets/general-shared-text/slack.mdx b/snippets/general-shared-text/slack.mdx
index c3a14f15..748cd253 100644
--- a/snippets/general-shared-text/slack.mdx
+++ b/snippets/general-shared-text/slack.mdx
@@ -1,5 +1,3 @@
-The Slack prerequisites:
-
 - A Slack app. Create a Slack app by following [Step 1: Creating an app](https://api.slack.com/quickstart#creating).
 - The app must have the `channels:history` OAuth scope. Give the app this scope by following [Step 2: Requesting scopes](https://api.slack.com/quickstart#scopes).
 - The app must be installed and authorized for the target Slack workspace. Install and authorize the app by following [Step 3: Installing and authorizing the app](https://api.slack.com/quickstart#installing).
diff --git a/snippets/general-shared-text/snowflake.mdx b/snippets/general-shared-text/snowflake.mdx
index d9c0bfc3..b114f60f 100644
--- a/snippets/general-shared-text/snowflake.mdx
+++ b/snippets/general-shared-text/snowflake.mdx
@@ -1,5 +1,3 @@
-The Snowflake prerequisites:
-
 - A Snowflake [account](https://signup.snowflake.com/) and its [identifier](https://docs.snowflake.com/user-guide/admin-account-identifier).
 
   <iframe
diff --git a/snippets/general-shared-text/sqlite.mdx b/snippets/general-shared-text/sqlite.mdx
index 462d94e3..dab1c806 100644
--- a/snippets/general-shared-text/sqlite.mdx
+++ b/snippets/general-shared-text/sqlite.mdx
@@ -1,5 +1,3 @@
-The SQLite prerequisites:
-
 - A SQLite instance. [Download and install SQLite](https://www.sqlitetutorial.net/download-install-sqlite/).
 - A SQLite database. [Create a database](https://www.sqlite.org/quickstart.html).
 - The path to the database's `.db` file.
diff --git a/snippets/general-shared-text/weaviate.mdx b/snippets/general-shared-text/weaviate.mdx
index 5fd08572..148ff363 100644
--- a/snippets/general-shared-text/weaviate.mdx
+++ b/snippets/general-shared-text/weaviate.mdx
@@ -1,5 +1,3 @@
-The Weaviate prerequisites.
-
 - For the [Unstructured Platform](/platform/overview): only [Weaviate Cloud](https://weaviate.io/developers/wcs) clusters are supported.
 - For [Unstructured Ingest](/ingestion/overview): Weaviate Cloud clusters, 
   [Weaviate installed locally](https://weaviate.io/developers/weaviate/quickstart/local), 
diff --git a/snippets/quickstarts/platform.mdx b/snippets/quickstarts/platform.mdx
index d7696eb3..473b7377 100644
--- a/snippets/quickstarts/platform.mdx
+++ b/snippets/quickstarts/platform.mdx
@@ -1,6 +1,6 @@
 This quickstart uses a no-code, point-and-click user interface in your web browser to get all of your data RAG-ready. Data is processed on Unstructured-hosted compute resources.
 
-You will need:
+The requirements are as follows.
 
 - A compatible source (input) location in cloud storage that contains your documents for Unstructured to process. [See the list of supported source types](/platform/connectors#sources).
 - Compatible files in your source location. [See the list of supported file types](/platform/supported-file-types). If you do not have any files available, you can download some from the [example-docs](https://github.com/Unstructured-IO/unstructured-ingest/tree/main/example-docs) folder in the Unstructured repo on GitHub.
diff --git a/snippets/sc-shared-text/airtable-cli-api.mdx b/snippets/sc-shared-text/airtable-cli-api.mdx
index 73ce1d28..adc2f96d 100644
--- a/snippets/sc-shared-text/airtable-cli-api.mdx
+++ b/snippets/sc-shared-text/airtable-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect Airtable to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your data and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import AirtableShared from '/snippets/general-shared-text/airtable.mdx';
 import AirtableSharedCLIAPI from '/snippets/general-shared-text/airtable-cli-api.mdx';
diff --git a/snippets/sc-shared-text/astradb-cli-api.mdx b/snippets/sc-shared-text/astradb-cli-api.mdx
index 1169d7d8..fd181ec8 100644
--- a/snippets/sc-shared-text/astradb-cli-api.mdx
+++ b/snippets/sc-shared-text/astradb-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect Astra DB to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import AstraDBShared from '/snippets/general-shared-text/astradb.mdx';
 import AstraDBSharedCLIAPI from '/snippets/general-shared-text/astradb-cli-api.mdx';
diff --git a/snippets/sc-shared-text/azure-cli-api.mdx b/snippets/sc-shared-text/azure-cli-api.mdx
index 2d52c55a..a9764159 100644
--- a/snippets/sc-shared-text/azure-cli-api.mdx
+++ b/snippets/sc-shared-text/azure-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect Azure Storage to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedAzure from '/snippets/general-shared-text/azure.mdx';
 import SharedAzureCLIAPI from '/snippets/general-shared-text/azure-cli-api.mdx';
diff --git a/snippets/sc-shared-text/box-cli-api.mdx b/snippets/sc-shared-text/box-cli-api.mdx
index 665c0a02..a9463705 100644
--- a/snippets/sc-shared-text/box-cli-api.mdx
+++ b/snippets/sc-shared-text/box-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect Box to your preprocessing pipeline, and use the Unstructured CLI or Python to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedBox from '/snippets/general-shared-text/box.mdx';
 import SharedBoxCLIAPI from '/snippets/general-shared-text/box-cli-api.mdx';
diff --git a/snippets/sc-shared-text/confluence-cli-api.mdx b/snippets/sc-shared-text/confluence-cli-api.mdx
index 43cd6173..55ddc9e3 100644
--- a/snippets/sc-shared-text/confluence-cli-api.mdx
+++ b/snippets/sc-shared-text/confluence-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect Confluence to your preprocessing pipeline, and use the Unstructured CLI or Python to batch process all your spaces and pages and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedConfluence from '/snippets/general-shared-text/confluence.mdx';
 import SharedConfluenceCLIAPI from '/snippets/general-shared-text/confluence-cli-api.mdx';
diff --git a/snippets/sc-shared-text/couchbase-cli-api.mdx b/snippets/sc-shared-text/couchbase-cli-api.mdx
index 27d2aa70..4957aab8 100644
--- a/snippets/sc-shared-text/couchbase-cli-api.mdx
+++ b/snippets/sc-shared-text/couchbase-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect Couchbase Database to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need:
+The requirements are as follows.
 
 import SharedCouchbaseDB from '/snippets/general-shared-text/couchbase.mdx';
 import SharedCouchbaseDBCLIAPI from '/snippets/general-shared-text/couchbase-cli-api.mdx';
diff --git a/snippets/sc-shared-text/databricks-volumes-cli-api.mdx b/snippets/sc-shared-text/databricks-volumes-cli-api.mdx
index 6116d936..944e3e2b 100644
--- a/snippets/sc-shared-text/databricks-volumes-cli-api.mdx
+++ b/snippets/sc-shared-text/databricks-volumes-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect Databricks Volumes to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedDatabricksVolumes from '/snippets/general-shared-text/databricks-volumes.mdx';
 import SharedDatabricksVolumesCLIAPI from '/snippets/general-shared-text/databricks-volumes-cli-api.mdx';
diff --git a/snippets/sc-shared-text/dropbox-cli-api.mdx b/snippets/sc-shared-text/dropbox-cli-api.mdx
index 3fbd76a6..7ea42ffb 100644
--- a/snippets/sc-shared-text/dropbox-cli-api.mdx
+++ b/snippets/sc-shared-text/dropbox-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect Dropbox to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedDropbox from '/snippets/general-shared-text/dropbox.mdx';
 import SharedDropboxCLIAPI from '/snippets/general-shared-text/dropbox-cli-api.mdx';
diff --git a/snippets/sc-shared-text/elasticsearch-cli-api.mdx b/snippets/sc-shared-text/elasticsearch-cli-api.mdx
index 156f0e5a..f8a2d173 100644
--- a/snippets/sc-shared-text/elasticsearch-cli-api.mdx
+++ b/snippets/sc-shared-text/elasticsearch-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect Elasticsearch to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedElasticsearch from '/snippets/general-shared-text/elasticsearch.mdx';
 import SharedElasticsearchCLIAPI from '/snippets/general-shared-text/elasticsearch-cli-api.mdx';
diff --git a/snippets/sc-shared-text/gcs-cli-api.mdx b/snippets/sc-shared-text/gcs-cli-api.mdx
index 8b353987..a694fde4 100644
--- a/snippets/sc-shared-text/gcs-cli-api.mdx
+++ b/snippets/sc-shared-text/gcs-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect Google Cloud Storage to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need:
+The requirements are as follows.
 
 import SharedGoogleCloudStorage from '/snippets/general-shared-text/gcs.mdx';
 import SharedGoogleCloudStorageCLIAPI from '/snippets/general-shared-text/gcs-cli-api.mdx';
diff --git a/snippets/sc-shared-text/gitlab-cli-api.mdx b/snippets/sc-shared-text/gitlab-cli-api.mdx
index e8894353..09a12d74 100644
--- a/snippets/sc-shared-text/gitlab-cli-api.mdx
+++ b/snippets/sc-shared-text/gitlab-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect GitLab to your preprocessing pipeline, and use the Unstructured CLI or Python to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedGitLab from '/snippets/general-shared-text/gitlab.mdx';
 import SharedGitLabCLIAPI from '/snippets/general-shared-text/gitlab-cli-api.mdx';
diff --git a/snippets/sc-shared-text/google-drive-cli-api.mdx b/snippets/sc-shared-text/google-drive-cli-api.mdx
index e8ee1eae..123b7b62 100644
--- a/snippets/sc-shared-text/google-drive-cli-api.mdx
+++ b/snippets/sc-shared-text/google-drive-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect Google Drive to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need:
+The requirements are as follows.
 
 import SharedGoogleDrive from '/snippets/general-shared-text/google-drive.mdx';
 import SharedGoogleDriveCLIAPI from '/snippets/general-shared-text/google-drive-cli-api.mdx';
diff --git a/snippets/sc-shared-text/hubspot-cli-api.mdx b/snippets/sc-shared-text/hubspot-cli-api.mdx
index 70bf43ce..191f7bb9 100644
--- a/snippets/sc-shared-text/hubspot-cli-api.mdx
+++ b/snippets/sc-shared-text/hubspot-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect HubSpot to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need:
+The requirements are as follows.
 
 import SharedHubSpot from '/snippets/general-shared-text/hubspot.mdx';
 import SharedHubSpotCLIAPI from '/snippets/general-shared-text/hubspot-cli-api.mdx';
diff --git a/snippets/sc-shared-text/kafka-cli-api.mdx b/snippets/sc-shared-text/kafka-cli-api.mdx
index 85b3122c..0eccf714 100644
--- a/snippets/sc-shared-text/kafka-cli-api.mdx
+++ b/snippets/sc-shared-text/kafka-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect Kafka to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedKafka from '/snippets/general-shared-text/kafka.mdx';
 import SharedKafkaCLIAPI from '/snippets/general-shared-text/kafka-cli-api.mdx';
diff --git a/snippets/sc-shared-text/mongodb-cli-api.mdx b/snippets/sc-shared-text/mongodb-cli-api.mdx
index 2eeefe83..4d2a9273 100644
--- a/snippets/sc-shared-text/mongodb-cli-api.mdx
+++ b/snippets/sc-shared-text/mongodb-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect MongoDB to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedMongoDB from '/snippets/general-shared-text/mongodb.mdx';
 import SharedMongoDBCLIAPI from '/snippets/general-shared-text/mongodb-cli-api.mdx';
diff --git a/snippets/sc-shared-text/onedrive-cli-api.mdx b/snippets/sc-shared-text/onedrive-cli-api.mdx
index d4497fd3..183a52a4 100644
--- a/snippets/sc-shared-text/onedrive-cli-api.mdx
+++ b/snippets/sc-shared-text/onedrive-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect OneDrive to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedOneDrive from '/snippets/general-shared-text/onedrive.mdx';
 import SharedOneDriveCLIAPI from '/snippets/general-shared-text/onedrive-cli-api.mdx';
diff --git a/snippets/sc-shared-text/opensearch-cli-api.mdx b/snippets/sc-shared-text/opensearch-cli-api.mdx
index 2ad892c5..b12d4bd4 100644
--- a/snippets/sc-shared-text/opensearch-cli-api.mdx
+++ b/snippets/sc-shared-text/opensearch-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect OpenSearch to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedOpenSearch from '/snippets/general-shared-text/opensearch.mdx';
 import SharedOpenSearchCLIAPI from '/snippets/general-shared-text/opensearch-cli-api.mdx';
diff --git a/snippets/sc-shared-text/outlook-cli-api.mdx b/snippets/sc-shared-text/outlook-cli-api.mdx
index 31b0e9ca..2504e850 100644
--- a/snippets/sc-shared-text/outlook-cli-api.mdx
+++ b/snippets/sc-shared-text/outlook-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect Outlook to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedOutlook from '/snippets/general-shared-text/outlook.mdx';
 import SharedOutlookCLIAPI from '/snippets/general-shared-text/outlook-cli-api.mdx';
diff --git a/snippets/sc-shared-text/postgresql-cli-api.mdx b/snippets/sc-shared-text/postgresql-cli-api.mdx
index f9486f50..0eb2db0b 100644
--- a/snippets/sc-shared-text/postgresql-cli-api.mdx
+++ b/snippets/sc-shared-text/postgresql-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect PostgreSQL to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedPostgreSQL from '/snippets/general-shared-text/postgresql.mdx';
 import SharedPostgreSQLCLIAPI from '/snippets/general-shared-text/postgresql-cli-api.mdx';
diff --git a/snippets/sc-shared-text/s3-cli-api.mdx b/snippets/sc-shared-text/s3-cli-api.mdx
index e161f5e7..fa84ccfa 100644
--- a/snippets/sc-shared-text/s3-cli-api.mdx
+++ b/snippets/sc-shared-text/s3-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect S3 to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedS3 from '/snippets/general-shared-text/s3.mdx';
 import SharedS3CLIAPI from '/snippets/general-shared-text/s3-cli-api.mdx';
diff --git a/snippets/sc-shared-text/salesforce-cli-api.mdx b/snippets/sc-shared-text/salesforce-cli-api.mdx
index 34c14c56..06e624fe 100644
--- a/snippets/sc-shared-text/salesforce-cli-api.mdx
+++ b/snippets/sc-shared-text/salesforce-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect Salesforce to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedSalesforce from '/snippets/general-shared-text/salesforce.mdx';
 import SharedSalesforceCLIAPI from '/snippets/general-shared-text/salesforce-cli-api.mdx';
diff --git a/snippets/sc-shared-text/sftp-cli-api.mdx b/snippets/sc-shared-text/sftp-cli-api.mdx
index 9f3be2ad..c3a56475 100644
--- a/snippets/sc-shared-text/sftp-cli-api.mdx
+++ b/snippets/sc-shared-text/sftp-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect SFTP to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedSFTP from '/snippets/general-shared-text/sftp.mdx';
 import SharedSFTPCLIAPI from '/snippets/general-shared-text/sftp-cli-api.mdx';
diff --git a/snippets/sc-shared-text/sharepoint-cli-api.mdx b/snippets/sc-shared-text/sharepoint-cli-api.mdx
index bb3e0121..7e2e06d9 100644
--- a/snippets/sc-shared-text/sharepoint-cli-api.mdx
+++ b/snippets/sc-shared-text/sharepoint-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect SharePoint to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedSharePoint from '/snippets/general-shared-text/sharepoint.mdx';
 import SharedSharePointCLIAPI from '/snippets/general-shared-text/sharepoint-cli-api.mdx';
diff --git a/snippets/sc-shared-text/singlestore-cli-api.mdx b/snippets/sc-shared-text/singlestore-cli-api.mdx
index d1cd7e82..2b36e459 100644
--- a/snippets/sc-shared-text/singlestore-cli-api.mdx
+++ b/snippets/sc-shared-text/singlestore-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect SingleStore to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedSingleStore from '/snippets/general-shared-text/singlestore.mdx';
 import SharedSingleStoreCLIAPI from '/snippets/general-shared-text/singlestore-cli-api.mdx';
diff --git a/snippets/sc-shared-text/slack-cli-api.mdx b/snippets/sc-shared-text/slack-cli-api.mdx
index 046f9e26..e85c59f8 100644
--- a/snippets/sc-shared-text/slack-cli-api.mdx
+++ b/snippets/sc-shared-text/slack-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect Slack to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedSlack from '/snippets/general-shared-text/slack.mdx';
 import SharedSlackCLIAPI from '/snippets/general-shared-text/slack-cli-api.mdx';
diff --git a/snippets/sc-shared-text/snowflake-cli-api.mdx b/snippets/sc-shared-text/snowflake-cli-api.mdx
index 78abee72..0ccb6e5b 100644
--- a/snippets/sc-shared-text/snowflake-cli-api.mdx
+++ b/snippets/sc-shared-text/snowflake-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect Snowflake to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedSnowflake from '/snippets/general-shared-text/snowflake.mdx';
 import SharedSnowflakeCLIAPI from '/snippets/general-shared-text/snowflake-cli-api.mdx';
diff --git a/snippets/sc-shared-text/sqlite-cli-api.mdx b/snippets/sc-shared-text/sqlite-cli-api.mdx
index cb0c8dd5..deeef332 100644
--- a/snippets/sc-shared-text/sqlite-cli-api.mdx
+++ b/snippets/sc-shared-text/sqlite-cli-api.mdx
@@ -1,6 +1,6 @@
 Connect SQLite to your preprocessing pipeline, and use the Unstructured Ingest CLI or the Unstructured Ingest Python library to batch process all your documents and store structured outputs locally on your filesystem.
 
-You will need: 
+The requirements are as follows. 
 
 import SharedSQLite from '/snippets/general-shared-text/sqlite.mdx';
 import SharedSQLiteCLIAPI from '/snippets/general-shared-text/sqlite-cli-api.mdx';
diff --git a/welcome.mdx b/welcome.mdx
index 4297f388..a6f086a8 100644
--- a/welcome.mdx
+++ b/welcome.mdx
@@ -88,7 +88,7 @@ import AdditionalIngestDependencies from '/snippets/general-shared-text/ingest-d
 
 This quickstart uses your local machine, with the [Unstructured Ingest Python library](/ingestion/overview#unstructured-ingest-python-library) installed. It preprocesses source (input) files on your local machine, and it uses the Unstructured Serverless API to deliver the processed data to a destination (output) location, also on your local machine. Data is processed on Unstructured-hosted compute resources.
 
-You will need:
+The requirements are as follows.
 
 - Python installed on your local machine.
 - Compatible files on your local machine to be processed. [See the list of supported file types](#supported-file-types). If you do not have any files available, you can download some from the [example-docs](https://github.com/Unstructured-IO/unstructured-ingest/tree/main/example-docs) folder in the Unstructured repo on GitHub.