diff --git a/api-reference/ingest/destination-connector/qdrant.mdx b/api-reference/ingest/destination-connector/qdrant.mdx
index 9c276098..8cd1d7e6 100644
--- a/api-reference/ingest/destination-connector/qdrant.mdx
+++ b/api-reference/ingest/destination-connector/qdrant.mdx
@@ -2,6 +2,28 @@
 title: Qdrant
 ---
 
-import SharedQdrant from '/snippets/dc-shared-text/qdrant.mdx';
+import NewDocument from '/snippets/general-shared-text/new-document.mdx';
+
+<NewDocument />
+
+import SharedContentQdrant from '/snippets/dc-shared-text/qdrant-cli-api.mdx';
+import SharedAPIKeyURL from '/snippets/general-shared-text/api-key-url.mdx';
+
+<SharedContentQdrant/>
+<SharedAPIKeyURL/>
+
+Now call the Unstructured CLI or Python SDK. The source connector can be any of the ones supported.
+
+This example uses the local source connector:
+
+import QdrantAPISh from '/snippets/destination_connectors/qdrant.sh.mdx';
+import QdrantAPIPyV2 from '/snippets/destination_connectors/qdrant.v2.py.mdx';
+import QdrantAPIPyV1 from '/snippets/destination_connectors/qdrant.v1.py.mdx';
+
+<CodeGroup>
+  <QdrantAPISh />
+  <QdrantAPIPyV2 />
+  <QdrantAPIPyV1 />
+</CodeGroup>
+
 
-<SharedQdrant />
diff --git a/open-source/ingest/destination-connectors/qdrant.mdx b/open-source/ingest/destination-connectors/qdrant.mdx
index 9c276098..e14e90b6 100644
--- a/open-source/ingest/destination-connectors/qdrant.mdx
+++ b/open-source/ingest/destination-connectors/qdrant.mdx
@@ -2,6 +2,28 @@
 title: Qdrant
 ---
 
-import SharedQdrant from '/snippets/dc-shared-text/qdrant.mdx';
+<NewDocument />
 
-<SharedQdrant />
+import SharedContentQdrant from '/snippets/dc-shared-text/qdrant-cli-api.mdx';
+
+<SharedContentQdrant/>
+
+Now call the Unstructured CLI or Python SDK. The source connector can be any of the ones supported.
+
+This example uses the local source connector.
+
+This example sends files to Unstructured API services for processing by default. To process files locally instead, see the instructions at the end of this page.
+
+import QdrantAPISh from '/snippets/destination_connectors/qdrant.sh.mdx';
+import QdrantAPIPyV2 from '/snippets/destination_connectors/qdrant.v2.py.mdx';
+import QdrantAPIPyV1 from '/snippets/destination_connectors/qdrant.v1.py.mdx';
+
+<CodeGroup>
+  <QdrantAPISh />
+  <QdrantAPIPyV2 />
+  <QdrantAPIPyV1 />
+</CodeGroup>
+
+import SharedPartitionByAPIOSS from '/snippets/ingest-configuration-shared/partition-by-api-oss.mdx';
+
+<SharedPartitionByAPIOSS/>
diff --git a/snippets/dc-shared-text/qdrant-cli-api.mdx b/snippets/dc-shared-text/qdrant-cli-api.mdx
new file mode 100644
index 00000000..3a7c39f7
--- /dev/null
+++ b/snippets/dc-shared-text/qdrant-cli-api.mdx
@@ -0,0 +1,9 @@
+Batch process all your records to store structured outputs in Qdrant.
+
+You will need:
+
+import SharedQdrant from '/snippets/general-shared-text/qdrant.mdx';
+import SharedQdrantCLIAPI from '/snippets/general-shared-text/qdrant-cli-api.mdx';
+
+<SharedQdrant />
+<SharedQdrantCLIAPI />
\ No newline at end of file
diff --git a/snippets/dc-shared-text/qdrant.mdx b/snippets/dc-shared-text/qdrant.mdx
deleted file mode 100644
index d615d052..00000000
--- a/snippets/dc-shared-text/qdrant.mdx
+++ /dev/null
@@ -1,27 +0,0 @@
-Batch process all your records using `unstructured-ingest` to store structured outputs and embeddings locally on your filesystem and upload those to a Qdrant collection.
-
-First you’ll need to install the Qdrant dependencies as shown here.
-
-```bash
-pip install "unstructured-ingest[qdrant]"
-```
-
-Create a Qdrant collection with the appropriate configurations. Find more information in the [Qdrant collections guide](https://qdrant.tech/documentation/concepts/collections/).
-
-The upstream connector can be any of the ones supported, but for convenience here, showing a sample command using the upstream local connector.
-
-import QdrantSh from '/snippets/destination_connectors/qdrant.sh.mdx';
-import QdrantPy from '/snippets/destination_connectors/qdrant.py.mdx';
-
-<CodeGroup>
-
-  <QdrantSh />
-
-  <QdrantPy />
-
-</CodeGroup>
-
-
-For a full list of the options the Unstructured Ingest CLI accepts check `unstructured-ingest <upstream connector> qdrant --help`.
-
-NOTE: Keep in mind that you will need to have all the appropriate extras and dependencies for the file types of the documents contained in your data storage platform if you’re running this locally. You can find more information about this in the [installation guide](/open-source/installation/overview).
\ No newline at end of file
diff --git a/snippets/destination_connectors/qdrant.sh.mdx b/snippets/destination_connectors/qdrant.sh.mdx
index 2e8c24d5..37ca2d22 100644
--- a/snippets/destination_connectors/qdrant.sh.mdx
+++ b/snippets/destination_connectors/qdrant.sh.mdx
@@ -1,19 +1,54 @@
-```bash Shell
+```bash CLI
 #!/usr/bin/env bash
 
 # Chunking and embedding are optional.
 
+# For Qdrant local:
 unstructured-ingest \
   local \
     --input-path $LOCAL_FILE_INPUT_DIR \
-    --output-dir $LOCAL_FILE_OUTPUT_DIR \
-    --strategy hi_res \
-    --chunk-elements \
+    --chunking-strategy by_title \
     --embedding-provider huggingface \
-    --num-processes 2 \
-    --verbose \
-  qdrant \
-    --collection-name $QDRANT_COLLECTION_NAME \
-    --location http://localhost:6333 \
-    --batch-size 80
+    --partition-by-api \
+    --api-key $UNSTRUCTURED_API_KEY \
+    --partition-endpoint $UNSTRUCTURED_API_URL \
+    --additional-partition-args="{\"split_pdf_page\":\"true\", \"split_pdf_allow_failed\":\"true\", \"split_pdf_concurrency_level\": 15}" \
+  qdrant-local \
+    --path $QDRANT_PATH \
+    --collection-name $QDRANT_COLLECTION \
+    --batch-size 50 \
+    --num-processes 1
+
+# For Qdrant client-server:
+unstructured-ingest \
+  local \
+    --input-path $LOCAL_FILE_INPUT_DIR \
+    --chunking-strategy by_title \
+    --embedding-provider huggingface \
+    --partition-by-api \
+    --api-key $UNSTRUCTURED_API_KEY \
+    --partition-endpoint $UNSTRUCTURED_API_URL \
+    --additional-partition-args="{\"split_pdf_page\":\"true\", \"split_pdf_allow_failed\":\"true\", \"split_pdf_concurrency_level\": 15}" \
+  qdrant-server \
+    --url $QDRANT_URL \
+    --collection-name $QDRANT_COLLECTION \
+    --batch-size 50 \
+    --num-processes 1
+
+# For Qdrant cloud:
+unstructured-ingest \
+  local \
+    --input-path $LOCAL_FILE_INPUT_DIR \
+    --chunking-strategy by_title \
+    --embedding-provider huggingface \
+    --partition-by-api \
+    --api-key $UNSTRUCTURED_API_KEY \
+    --partition-endpoint $UNSTRUCTURED_API_URL \
+    --additional-partition-args="{\"split_pdf_page\":\"true\", \"split_pdf_allow_failed\":\"true\", \"split_pdf_concurrency_level\": 15}" \
+  qdrant-cloud \
+    --url $QDRANT_URL \
+    --api-key $QDRANT_API_KEY \
+    --collection-name $QDRANT_COLLECTION \
+    --batch-size 50 \
+    --num-processes 1
 ```
diff --git a/snippets/destination_connectors/qdrant.py.mdx b/snippets/destination_connectors/qdrant.v1.py.mdx
similarity index 69%
rename from snippets/destination_connectors/qdrant.py.mdx
rename to snippets/destination_connectors/qdrant.v1.py.mdx
index 56a1e5ec..4a2d97f1 100644
--- a/snippets/destination_connectors/qdrant.py.mdx
+++ b/snippets/destination_connectors/qdrant.v1.py.mdx
@@ -1,8 +1,11 @@
-```python Python
+```python Python Ingest v1
+import os
+
 from unstructured_ingest.connector.local import SimpleLocalConfig
 from unstructured_ingest.connector.qdrant import (
     QdrantWriteConfig,
     SimpleQdrantConfig,
+    QdrantAccessConfig,
 )
 from unstructured_ingest.interfaces import (
     ChunkingConfig,
@@ -15,12 +18,14 @@ from unstructured_ingest.runner import LocalRunner
 from unstructured_ingest.runner.writers.base_writer import Writer
 from unstructured_ingest.runner.writers.qdrant import QdrantWriter
 
+# This example uses Qdrant Cloud.
 
 def get_writer() -> Writer:
     return QdrantWriter(
         connector_config=SimpleQdrantConfig(
-            location="http://localhost:6333",
-            collection_name="test",
+            url=os.getenv("QDRANT_URL"),
+            access_config=QdrantAccessConfig(api_key=os.getenv("QDRANT_API_KEY")),
+            collection_name=os.getenv("QDRANT_COLLECTION"),
         ),
         write_config=QdrantWriteConfig(batch_size=80),
     )
@@ -40,7 +45,15 @@ if __name__ == "__main__":
         ),
         read_config=ReadConfig(),
         partition_config=PartitionConfig(
+            partition_by_api=True,
+            api_key=os.getenv("UNSTRUCTURED_API_KEY"),
+            partition_endpoint=os.getenv("UNSTRUCTURED_API_URL"),
             strategy="hi_res",
+            additional_partition_args={
+                "split_pdf_page": True,
+                "split_pdf_allow_failed": True,
+                "split_pdf_concurrency_level": 15
+            }
         ),
         chunking_config=ChunkingConfig(chunk_elements=True),
         embedding_config=EmbeddingConfig(
diff --git a/snippets/destination_connectors/qdrant.v2.py.mdx b/snippets/destination_connectors/qdrant.v2.py.mdx
new file mode 100644
index 00000000..f20f20d2
--- /dev/null
+++ b/snippets/destination_connectors/qdrant.v2.py.mdx
@@ -0,0 +1,99 @@
+```python Python Ingest v2
+import os
+
+from unstructured_ingest.v2.pipeline.pipeline import Pipeline
+from unstructured_ingest.v2.interfaces import ProcessorConfig
+
+from unstructured_ingest.v2.processes.connectors.local import (
+    LocalIndexerConfig,
+    LocalDownloaderConfig,
+    LocalConnectionConfig
+)
+from unstructured_ingest.v2.processes.partitioner import PartitionerConfig
+from unstructured_ingest.v2.processes.chunker import ChunkerConfig
+from unstructured_ingest.v2.processes.embedder import EmbedderConfig
+
+# For Qdrant local:
+# from unstructured_ingest.v2.processes.connectors.qdrant.local import (
+#     LocalQdrantConnectionConfig,
+#     LocalQdrantAccessConfig,
+#     LocalQdrantUploadStagerConfig,
+#     LocalQdrantUploaderConfig
+# )
+
+# For Qdrant client-server:
+# from unstructured_ingest.v2.processes.connectors.qdrant.server import (
+#     ServerQdrantConnectionConfig,
+#     ServerQdrantAccessConfig,
+#     ServerQdrantUploadStagerConfig,
+#     ServerQdrantUploaderConfig
+# )
+
+# For Qdrant Cloud:
+from unstructured_ingest.v2.processes.connectors.qdrant.cloud import (
+    CloudQdrantConnectionConfig,
+    CloudQdrantAccessConfig,
+    CloudQdrantUploadStagerConfig,
+    CloudQdrantUploaderConfig
+)
+
+# Chunking and embedding are optional.
+
+if __name__ == "__main__":
+    Pipeline.from_configs(
+        context=ProcessorConfig(),
+        indexer_config=LocalIndexerConfig(input_path=os.getenv("LOCAL_FILE_INPUT_DIR")),
+        downloader_config=LocalDownloaderConfig(),
+        source_connection_config=LocalConnectionConfig(),
+        partitioner_config=PartitionerConfig(
+            partition_by_api=True,
+            api_key=os.getenv("UNSTRUCTURED_API_KEY"),
+            partition_endpoint=os.getenv("UNSTRUCTURED_API_URL"),
+            additional_partition_args={
+                "split_pdf_page": True,
+                "split_pdf_allow_failed": True,
+                "split_pdf_concurrency_level": 15
+            }
+        ),
+        chunker_config=ChunkerConfig(chunking_strategy="by_title"),
+        embedder_config=EmbedderConfig(embedding_provider="huggingface"),
+
+        # For Qdrant local:
+        # destination_connection_config=LocalQdrantConnectionConfig(
+        #     access_config=LocalQdrantAccessConfig(),
+        #     path=os.getenv("QDRANT_PATH")
+        # ),
+        # stager_config=LocalQdrantUploadStagerConfig(),
+        # uploader_config=LocalQdrantUploaderConfig(
+        #     collection_name=os.gentenv("QDRANT_COLLECTION"),
+        #     batch_size=50,
+        #     num_processes=1
+        # )
+
+        # For Qdrant client-server:
+        # destination_connection_config=ServerQdrantConnectionConfig(
+        #     access_config=ServerQdrantAccessConfig(),
+        #     url=os.getenv("QDRANT_URL")
+        # ),
+        # stager_config=ServerQdrantUploadStagerConfig(),
+        # uploader_config=ServerQdrantUploaderConfig(
+        #     collection_name=os.gentenv("QDRANT_COLLECTION"),
+        #     batch_size=50,
+        #     num_processes=1
+        # )
+
+        # For Qdrant cloud:
+        destination_connection_config=CloudQdrantConnectionConfig(
+            access_config=CloudQdrantAccessConfig(
+                api_key=os.getenv("QDRANT_API_KEY")
+            ),
+            url=os.getenv("QDRANT_URL")
+        ),
+        stager_config=CloudQdrantUploadStagerConfig(),
+        uploader_config=CloudQdrantUploaderConfig(
+            collection_name=os.gentenv("QDRANT_COLLECTION"),
+            batch_size=50,
+            num_processes=1
+        )
+    ).run()
+```
\ No newline at end of file
diff --git a/snippets/general-shared-text/qdrant-cli-api.mdx b/snippets/general-shared-text/qdrant-cli-api.mdx
new file mode 100644
index 00000000..67374d40
--- /dev/null
+++ b/snippets/general-shared-text/qdrant-cli-api.mdx
@@ -0,0 +1,20 @@
+The Qdrant connector dependencies.
+
+```bash
+pip install "unstructured-ingest[qdrant]"
+```
+
+import AdditionalIngestDependencies from '/snippets/general-shared-text/ingest-dependencies.mdx';
+
+<AdditionalIngestDependencies />
+
+The following environment variables:
+
+- `QDRANT_COLLECTION` - The name of the target collection on the Qdrant local installation, 
+  Qdrant server, or Qdrant Cloud cluster, represented by `--collection-name` (CLI) or `collection_name` (Python).
+- For Qdrant local, `QDRANT_PATH` - The path to the local Qdrant installation, represented by `--path` (CLI) or `path` (Python).
+- For Qdrant client-server, `QDRANT_URL` - The Qdrant server's URL, represented by `--url` (CLI) or `url` (Python).
+- For Qdrant Cloud:
+
+  - `QDRANT_URL` - The Qdrant cluster's URL, represented by `--url` (CLI) or `url` (Python).
+  - `QDRANT_API_KEY` - The Qdrant API key, represented by `--api-key` (CLI) or `api_key` (Python).
diff --git a/snippets/general-shared-text/qdrant.mdx b/snippets/general-shared-text/qdrant.mdx
new file mode 100644
index 00000000..772ca94e
--- /dev/null
+++ b/snippets/general-shared-text/qdrant.mdx
@@ -0,0 +1,18 @@
+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`
+- For [Qdrant client-server](https://qdrant.tech/documentation/quickstart/), the Qdrant server URL, for example: `http://localhost:6333`
+- For [Qdrant Cloud](https://qdrant.tech/documentation/cloud-intro/):
+
+  - A [Qdrant account](https://cloud.qdrant.io/login).
+  - A [Qdrant cluster](https://qdrant.tech/documentation/cloud/create-cluster/).
+  - The cluster's URL. To get this URL, do the following:
+
+    1. Sign in to your Qdrant Cloud account.
+    2. On the sidebar, under **Dashboard**, click **Clusters**.
+    3. Click the cluster's name.
+    4. Note the value of the **Endpoint** field, for example: `https://<random-guid>.<region-id>.<cloud-provider>.cloud.qdrant.io`.
+
+  - A [Qdrant API key](https://qdrant.tech/documentation/cloud/authentication/#create-api-keys).