datahub/metadata-ingestion/source_docs/openapi.md

OpenApi Metadata

This plugin is meant to gather dataset-like informations about OpenApi Endpoints.

As example, if by calling GET at the endpoint at https://test_endpoint.com/api/users/ you obtain as result:

[{"user": "albert_physics",
  "name": "Albert Einstein",
  "job": "nature declutterer",
  "is_active": true},
  {"user": "phytagoras",
  "name": "Phytagoras of Kroton",
  "job": "Phylosopher on steroids", 
  "is_active": true}
]

in Datahub you will see a dataset called test_endpoint/users which contains as fields user, name and job.

Setup

To install this plugin, run pip install 'acryl-datahub[openapi]'.

Example of configuration file:

source:
  type: openapi
  config:
    name: test_endpoint # this name will appear in DatHub
    url: https://test_endpoint.com/
    swagger_file: classicapi/doc/swagger.json  # where to search for the OpenApi definitions
    get_token: True  # optional, if you need to get an authentication token beforehand 
    username: your_username  # optional
    password: your_password  # optional
    forced_examples:  # optionals
      /accounts/groupname/{name}: ['test']
      /accounts/username/{name}: ['test']
    ignore_endpoints: [/ignore/this, /ignore/that, /also/that_other]  # optional, the endpoints to ignore

sink:
  type: "datahub-rest"
  config:
    server: 'http://localhost:8080'

The dataset metadata should be defined directly in the Swagger file, section ["example"]. If this is not true, the following procedures will take place.

Capabilities

The plugin read the swagger file where the endopints are defined and searches for the ones which accept a GET call: those are the ones supposed to give back the datasets.

For every selected endpoint defined in the paths section, the tool searches whether the medatada are already defined in there.
As example, if in your swagger file there is the /api/users/ defined as follows:

paths:
  /api/users/:
    get:
      tags: [ "Users" ]
      operationID: GetUsers
      description: Retrieve users data
      responses:
        '200':
          description: Return the list of users
          content:
            application/json:
              example:
                {"user": "username", "name": "Full Name", "job": "any", "is_active": True}

then this plugin has all the information needed to create the dataset in DataHub.

In case there is no example defined, the plugin will try to get the metadata directly from the endpoint. So, if in your swagger file you have

paths:
  /colors/:
    get:
      tags: [ "Colors" ]
      operationID: GetDefinedColors
      description: Retrieve colors
      responses:
        '200':
          description: Return the list of colors

the tool will make a GET call to https:///test_endpoint.com/colors and parse the response obtained.

Automatically recorded examples

Sometimes you can have an endpoint which wants a parameter to work, like https://test_endpoint.com/colors/{color}.

Since in the OpenApi specifications the listing endpoints are specified just before the detailed ones, in the list of the paths, you will find

https:///test_endpoint.com/colors

defined before

https://test_endpoint.com/colors/{color}

This plugin is set to automatically keep an example of the data given by the first URL, which with some probability will include an example of attribute needed by the second.

So, if by calling GET to the first URL you get as response:

{"pantone code": 100,
 "color": "yellow",
 ...}

the "color": "yellow" part will be used to complete the second link, which will become:

https://test_endpoint.com/colors/yellow

and this last URL will be called to get back the needed metadata.

Automatic guessing of IDs

If no useful example is found, a second procedure will try to guess a numerical ID. So if we have:

https:///test_endpoint.com/colors/{colorID}

and there is no colorID example already found by the plugin, it will try to put a number one (1) at the parameter place

https://test_endpoint.com/colors/1

and this URL will be called to get back the needed metadata.

Config details

Getting dataset metadata from forced_example

Suppose you have an endpoint defined in the swagger file, but without example given, and the tool is unable to guess the URL. In such cases you can still manually specify it in the forced_examples part of the configuration file.

As example, if in your swagger file you have

paths:
  /accounts/groupname/{name}/:
    get:
      tags: [ "Groups" ]
      operationID: GetGroup
      description: Retrieve group data
      responses:
        '200':
          description: Return details about the group

and the plugin did not found an example in its previous calls, so the tool have no idea about what substitute to the {name} part.

By specifying in the configuration file

    forced_examples:  # optionals
      /accounts/groupname/{name}: ['test']

the plugin is able to build a correct URL, as follows:

https://test_endpoint.com/accounts/groupname/test