Get started with the Python client
editGet started with the Python client
editThis page guides you through the installation process of the Python client, shows you how to initialize the client, and how to perform basic Elasticsearch operations with it.
See the Python client documentation for more detailed usage instructions.
The same client is used for Elasticsearch Serverless, on-premise and managed Elasticsearch. Some API endpoints are however not available in Elasticsearch Serverless.
Requirements
edit- Python 3.9 or higher
-
pip
Documentation
editFind the full documentation for the Python client on readthedocs.
Installation
editUsing the command line
editYou can install the Python client with the following commands:
python -m pip install elasticsearch
Initialize the client
editInitialize the client using your API key and Elasticsearch endpoint:
from elasticsearch import Elasticsearch
client = Elasticsearch(
"https://...", # Your project's Elasticsearch endpoint
api_key='api-key', # API key for your project
)
To get API keys for the Elasticsearch endpoint for a project, see Get started.
Using the API
editAfter you’ve initialized the client, you can start ingesting documents. You can use
the bulk API for this. This API enables you to index, update, and delete several
documents in one request.
Creating an index and ingesting documents
editYou can call the bulk API with a body parameter, an array of hashes that
define the action, and a document.
The following is an example of indexing some classic books into the books
index:
from datetime import datetime
client.bulk(
body=[
{"index": {"_index": "books", "_id": "1"}},
{"title": "Infinite Jest", "author": "David Foster Wallace", "published_on": datetime(1996, 2, 1)},
{"index": {"_index": "books", "_id": "2"}},
{"title": "Ulysses", "author": "James Joyce", "published_on": datetime(1922, 2, 2)},
{"index": {"_index": "books", "_id": "3"}},
{"title": "Just Kids", "author": "Patti Smith", "published_on": datetime(2010, 1, 19)},
],
)
Getting documents
editYou can get documents by using the following code:
response = client.get(index="books", id="1") print(response.body)
Searching
editNow that some data is available, you can search your documents using the
search API:
response = client.search(index="books", query={
"match": {
"title": "infinite"
}
})
for hit in response["hits"]["hits"]:
print(hit["_source"])
Updating a document
editYou can call the update API to update a document:
client.update(index="books", id="2", doc={
"author": "James Augustine Aloysius Joyce",
"pages": 732,
})
Deleting a document
editYou can call the delete API to delete a document:
client.delete(index="books", id="3")
Deleting an index
editclient.indices.delete(index="books")