Expand the overview section of the docs

Author: miguelgrinberg

docs/reference/index.md

@@ -9,31 +9,43 @@ mapped_pages:
 
 This documentation covers the [official Python client for {{es}}](https://github.com/elastic/elasticsearch-py). The goal of the Python client is to provide common ground for all {{es}}-related code in Python. The client is designed to be unopinionated and extendable. 
 
-API reference documentation is provided on [Read the Docs](https://elasticsearch-py.readthedocs.io).
-
-
-The following example shows a simple Python client use case:
+## Example [_example]
 
 ```python
->>> from datetime import datetime
->>> from elasticsearch import Elasticsearch
-
-# Connect to 'http://localhost:9200'
->>> client = Elasticsearch("http://localhost:9200")
+import os
+from elasticsearch import Elasticsearch
+
+client = Elasticsearch(
+    hosts=[os.getenv("ELASTICSEARCH_URL")],
+    api_key=os.getenv("ELASTIC_API_KEY"),
+)
+
+resp = client.search(
+    index="my-index-000001",
+    from_="40",
+    size="20",
+    query={
+        "term": {
+            "user.id": "kimchy"
+        }
+    },
+)
+print(resp)
+```
 
-# Datetimes will be serialized:
->>> client.index(index="my-index-000001", id=42, document={"any": "data", "timestamp": datetime.now()})
-{'_id': '42', '_index': 'my-index-000001', '_type': 'test-type', '_version': 1, 'ok': True}
+## Overview
 
-# ...but not deserialized
->>> client.get(index="my-index-000001", id=42)['_source']
-{'any': 'data', 'timestamp': '2013-05-12T19:45:31.804229'}
-```
+This package is composed of several modules:
 
+### The actual client
 
+This module, sometimes also called the "low-level" client, implements the support for sending requests to {{es}} servers. The client provides access to the entire surface of the {{es}} API.
 
+* [Getting Started guide](getting-started.md)
+* [Ingest data with Python walkthrough](docs-content://manage-data/ingest/ingesting-data-from-applications/ingest-data-with-python-on-elasticsearch-service.md)
+* [Reference documentation](https://elasticsearch-py.readthedocs.io/en/stable/es_api.html)
 
-## Features [_features]
+#### Features [_features]
 
 The client's features include:
 
@@ -45,19 +57,28 @@ The client's features include:
 * Thread safety
 * Pluggable architecture
 
-The client also provides a convenient set of [helpers](client-helpers.md) for tasks like bulk indexing and reindexing.
+### Bulk helpers
 
-::::{tip}
-To get started, try this walkthrough: [Ingest data with Python](docs-content://manage-data/ingest/ingesting-data-from-applications/ingest-data-with-python-on-elasticsearch-service.md)
-::::
+The bulk helpers are a set of functions that simplify the ingest of large amounts of data through a high-level interface based on Python iterables.
 
-### Elasticsearch Python DSL [_elasticsearch_python_dsl]
+* [User guide](client-helpers.md#bulk-helpers)
+* [Reference documentation](https://elasticsearch-py.readthedocs.io/en/stable/api_helpers.html)
 
-The [Python DSL module](../reference/elasticsearch-dsl.md) offers a convenient and idiomatic way to write and manipulate queries. 
+### ES|QL query builder
 
-## {{es}} version compatibility [_compatibility]
+This module offers an idiomatic interface to construct ES|QL queries using Python expressions.
 
-Language clients are **forward compatible**: each client version works with equivalent and later minor versions of the **same or next major** version of {{es}}. For full compatibility, the client and {{es}} minor versions should match.
+* [User guide](esql-query-builder.md)
+* [Reference documentation](https://elasticsearch-py.readthedocs.io/en/stable/esql.html)
+
+### DSL module
+
+The DSL module could be thought of as a "high-level" client for {{es}}. It allows applications to manipulate documents and queries using Python classes and objects instead of primitive types such as dictionaries and lists.
+
+* [User guide](elasticsearch-dsl.md)
+* [Reference documentation](https://elasticsearch-py.readthedocs.io/en/stable/dsl.html)
+
+## Compatibility [_compatibility]
 
 | Client version | {{es}} `8.x` | {{es}} `9.x` | {{es}} `10.x` |
 |----------------|---------------------------------|---------------------------------|----------------------------------|
@@ -82,4 +103,4 @@ In the Python client, compatibility mode is always enabled.
 
 :::{tip}
 To support working with multiple client versions, the Python client is also released under the package names `elasticsearch8` and `elasticsearch9` (to prevent name collisions).
-:::
+:::