Skip to main content
Version: 1.5.0 (latest)

Advanced configuration

rest_api_source() function creates the dlt source and lets you configure the following parameters:

  • config: The REST API configuration dictionary.
  • name: An optional name for the source.
  • section: An optional section name in the configuration file.
  • max_table_nesting: Sets the maximum depth of nested tables above which the remaining nodes are loaded as structs or JSON.
  • root_key (bool): Enables merging on all resources by propagating the root foreign key to nested tables. This option is most useful if you plan to change the write disposition of a resource to disable/enable merge. Defaults to False.
  • schema_contract: Schema contract settings that will be applied to this resource.
  • spec: A specification of configuration and secret values required by the source.

Response actions

The response_actions field in the endpoint configuration allows you to specify how to handle specific responses or all responses from the API. For example, responses with specific status codes or content substrings can be ignored. Additionally, all responses or only responses with specific status codes or content substrings can be transformed with a custom callable, such as a function. This callable is passed on to the requests library as a response hook. The callable can modify the response object and must return it for the modifications to take effect.

Experimental Feature

This is an experimental feature and may change in future releases.

Fields:

  • status_code (int, optional): The HTTP status code to match.
  • content (str, optional): A substring to search for in the response content.
  • action (str or Callable or List[Callable], optional): The action to take when the condition is met. Currently supported actions:
    • "ignore": Ignore the response.
    • a callable accepting and returning the response object.
    • a list of callables, each accepting and returning the response object.

Example A

{
"path": "issues",
"response_actions": [
{"status_code": 404, "action": "ignore"},
{"content": "Not found", "action": "ignore"},
{"status_code": 200, "content": "some text", "action": "ignore"},
],
}

In this example, the source will ignore responses with a status code of 404, responses with the content "Not found", and responses with a status code of 200 and content "some text".

Example B

from requests.models import Response
from dlt.common import json

def set_encoding(response, *args, **kwargs):
# Sets the encoding in case it's not correctly detected
response.encoding = 'windows-1252'
return response


def add_and_remove_fields(response: Response, *args, **kwargs) -> Response:
payload = response.json()
for record in payload["data"]:
record["custom_field"] = "foobar"
record.pop("email", None)
modified_content: bytes = json.dumps(payload).encode("utf-8")
response._content = modified_content
return response


source_config = {
"client": {
# ...
},
"resources": [
{
"name": "issues",
"endpoint": {
"path": "issues",
"response_actions": [
set_encoding,
{
"status_code": 200,
"content": "some text",
"action": add_and_remove_fields,
},
],
},
},
],
}

In this example, the resource will set the correct encoding for all responses first. Thereafter, for all responses that have the status code 200, we will add a field custom_field and remove the field email.

Example C

def set_encoding(response, *args, **kwargs):
# Sets the encoding in case it's not correctly detected
response.encoding = 'windows-1252'
return response

source_config = {
"client": {
# ...
},
"resources": [
{
"name": "issues",
"endpoint": {
"path": "issues",
"response_actions": [
set_encoding,
],
},
},
],
}

In this example, the resource will set the correct encoding for all responses. More callables can be added to the list of response_actions.

This demo works on codespaces. Codespaces is a development environment available for free to anyone with a Github account. You'll be asked to fork the demo repository and from there the README guides you with further steps.
The demo uses the Continue VSCode extension.

Off to codespaces!

DHelp

Ask a question

Welcome to "Codex Central", your next-gen help center, driven by OpenAI's GPT-4 model. It's more than just a forum or a FAQ hub – it's a dynamic knowledge base where coders can find AI-assisted solutions to their pressing problems. With GPT-4's powerful comprehension and predictive abilities, Codex Central provides instantaneous issue resolution, insightful debugging, and personalized guidance. Get your code running smoothly with the unparalleled support at Codex Central - coding help reimagined with AI prowess.