* 5-step tutorial * move * tiny bit of editing * Update tutorial * update docs * reset * move files * record selector, request options, and more links * update * update * connector definition * link * links * update example * footnote * typo * document string interpolation * note on string interpolation * update * fix code sample * fix * update sample * fix * use the actual config * Update as per comments * write as yaml * typo * Clarify options overloading * clarify that docker must be running * remove extra footnote * use venv directly * Apply suggestions from code review Co-authored-by: Sherif A. Nada <snadalive@gmail.com> * signup instructions * update * clarify that both dot and bracket notations are interchangeable * Clarify how check works * create spec and config before updating connector definition * clarify what now_local() is * rename to yaml structure * Go through tutorial and update end of section code samples * fix link * update * update code samples * Update code samples * Update to bracket notation * remove superfluous comments * Update docs/connector-development/config-based/tutorial/2-install-dependencies.md Co-authored-by: Augustin <augustin.lafanechere@gmail.com> * Update docs/connector-development/config-based/tutorial/3-connecting-to-the-API-source.md Co-authored-by: Augustin <augustin.lafanechere@gmail.com> * Update docs/connector-development/config-based/tutorial/3-connecting-to-the-API-source.md Co-authored-by: Augustin <augustin.lafanechere@gmail.com> * Update docs/connector-development/config-based/tutorial/3-connecting-to-the-API-source.md Co-authored-by: Augustin <augustin.lafanechere@gmail.com> * Update docs/connector-development/config-based/tutorial/3-connecting-to-the-API-source.md Co-authored-by: Augustin <augustin.lafanechere@gmail.com> * Update docs/connector-development/config-based/tutorial/3-connecting-to-the-API-source.md Co-authored-by: Augustin <augustin.lafanechere@gmail.com> * Update docs/connector-development/config-based/tutorial/4-reading-data.md Co-authored-by: Augustin <augustin.lafanechere@gmail.com> * fix path * update * motivation blurp * warning * warning * fix code block * update code samples * update code sample * update code samples * small updates * update yaml structure * custom class example * language annotations * update warning * Update tutorial to use dpath extractor * Update record selector docs * unit test * link to contributing * tiny update * $ in front of commands * $ in front of commands * More readings * link to existing config-based connectors * index * update * delete broken link * supported features * update * Add some links * Update docs/connector-development/config-based/overview.md Co-authored-by: Brian Lai <51336873+brianjlai@users.noreply.github.com> * Update docs/connector-development/config-based/record-selector.md Co-authored-by: Brian Lai <51336873+brianjlai@users.noreply.github.com> * Update docs/connector-development/config-based/overview.md Co-authored-by: Brian Lai <51336873+brianjlai@users.noreply.github.com> * Update docs/connector-development/config-based/overview.md Co-authored-by: Brian Lai <51336873+brianjlai@users.noreply.github.com> * Update docs/connector-development/config-based/overview.md Co-authored-by: Brian Lai <51336873+brianjlai@users.noreply.github.com> * mention the unit * headers * remove mentions of interpolating on stream slice, etc. * update * exclude config-based docs Co-authored-by: Sherif A. Nada <snadalive@gmail.com> Co-authored-by: Augustin <augustin.lafanechere@gmail.com> Co-authored-by: Brian Lai <51336873+brianjlai@users.noreply.github.com>
7.7 KiB
Step 3: Connecting to the API
We're now ready to start implementing the connector.
Over the course of this tutorial, we'll be editing a few files that were generated by the code generator:
source-exchange-rates-tutorial/source_exchange_rates_tutorial/spec.yaml: This is the spec file. It describes the inputs used to configure the connector.source-exchange-rates-tutorial/source_exchange_rates_tutorial/exchange_rates_tutorial.yaml: This is the connector definition. It describes how the data should be read from the API source.source-exchange_rates-tutorial/integration_tests/configured_catalog.json: This is the connector's catalog. It describes what data is available in a sourcesource-exchange-rates-tutorial/integration_tests/sample_state.json: This is a sample state object to be used to test incremental syncs.
We'll also be creating the following files:
source-exchange-rates-tutorial/secrets/config.json: This is the configuration file we'll be using to test the connector. It's schema should match the schema defined in the spec file.source-exchange-rates-tutorial/secrets/invalid_config.json: This is an invalid configuration file we'll be using to test the connector. It's schema should match the schema defined in the spec file.source_exchange_rates_tutorial/schemas/rates.json: This is the schema definition for the stream we'll implement.
Updating the connector spec and config
Let's populate the specification (spec.yaml) the configuration (`secrets/config.json), so the connector can access the access key and base currency.
- We'll add these properties to the connector spec in
source-exchange-rates-tutorial/source_exchange_rates_tutorial/spec.yaml
documentationUrl: https://docs.airbyte.io/integrations/sources/exchangeratesapi
connectionSpecification:
$schema: http://json-schema.org/draft-07/schema#
title: exchangeratesapi.io Source Spec
type: object
required:
- access_key
- base
additionalProperties: true
properties:
access_key:
type: string
description: >-
Your API Access Key. See <a
href="https://exchangeratesapi.io/documentation/">here</a>. The key is
case sensitive.
airbyte_secret: true
base:
type: string
description: >-
ISO reference currency. See <a
href="https://www.ecb.europa.eu/stats/policy_and_exchange_rates/euro_reference_exchange_rates/html/index.en.html">here</a>.
examples:
- EUR
- USD
- We also need to fill in the connection config in the
secrets/config.jsonBecause of the sensitive nature of the access key, we recommend storing this config in thesecretsdirectory because it is ignored by git.
$ echo '{"access_key": "<your_access_key>", "base": "USD"}' > secrets/config.json
Updating the connector definition
Next, we'll update the connector definition (source-exchange-rates-tutorial/source_exchange_rates_tutorial/exchange_rates_tutorial.yaml). It was generated by the code generation script.
More details on the connector definition file can be found in the overview and connection definition sections.
Let's fill this out these TODOs with the information found in the Exchange Rates API docs
- First, let's rename the stream from
customerstorates, and update the primary key todate
streams:
- type: DeclarativeStream
$options:
name: "rates"
primary_key: "date"
and update the references in the check block
check:
type: CheckStream
stream_names: [ "rates" ]
Adding the reference in the check tells the check operation to use that stream to test the connection.
- Next we'll set the base url.
According to the API documentation, the base url is
"https://api.exchangeratesapi.io/v1/".
definitions:
<...>
retriever:
type: SimpleRetriever
$options:
url_base: "https://api.apilayer.com"
- We can fetch the latest data by submitting a request to the
/latestAPI endpoint. This path is specific to the stream, so we'll set it within therates_streamdefinition, at theretrieverlevel.
streams:
- type: DeclarativeStream
$options:
name: "rates"
primary_key: "date"
schema_loader:
$ref: "*ref(definitions.schema_loader)"
retriever:
$ref: "*ref(definitions.retriever)"
requester:
$ref: "*ref(definitions.requester)"
path: "/exchangerates_data/latest"
- Next, we'll set up the authentication.
The Exchange Rates API requires an access key to be passed as header named "apikey".
This can be done using an
ApiKeyAuthenticator, which we'll configure to point to the config'saccess_keyfield.
definitions:
<...>
requester:
type: HttpRequester
name: "{{ options['name'] }}"
http_method: "GET"
authenticator:
type: ApiKeyAuthenticator
header: "apikey"
api_token: "{{ config['access_key'] }}"
- According to the ExchangeRatesApi documentation, we can specify the base currency of interest in a request parameter. Let's assume the user will configure this via the connector configuration in parameter called
base; we'll pass the value input by the user as a request parameter:
definitions:
<...>
requester:
<...>
request_options_provider:
request_parameters:
base: "{{ config['base'] }}"
The full connection definition should now look like
version: "0.1.0"
definitions:
schema_loader:
type: JsonSchema
file_path: "./source_exchange_rates_tutorial/schemas/{{ options['name'] }}.json"
selector:
type: RecordSelector
extractor:
type: DpathExtractor
field_pointer: [ ]
requester:
type: HttpRequester
name: "{{ options['name'] }}"
http_method: "GET"
authenticator:
type: ApiKeyAuthenticator
header: "apikey"
api_token: "{{ config['access_key'] }}"
request_options_provider:
request_parameters:
base: "{{ config['base'] }}"
retriever:
type: SimpleRetriever
$options:
url_base: "https://api.apilayer.com"
name: "{{ options['name'] }}"
primary_key: "{{ options['primary_key'] }}"
record_selector:
$ref: "*ref(definitions.selector)"
paginator:
type: NoPagination
streams:
- type: DeclarativeStream
$options:
name: "rates"
primary_key: "date"
schema_loader:
$ref: "*ref(definitions.schema_loader)"
retriever:
$ref: "*ref(definitions.retriever)"
requester:
$ref: "*ref(definitions.requester)"
path: "/exchangerates_data/latest"
check:
type: CheckStream
stream_names: [ "rates" ]
We can now run the check operation, which verifies the connector can connect to the API source.
$ python main.py check --config secrets/config.json
which should now succeed with logs similar to:
{"type": "LOG", "log": {"level": "INFO", "message": "Check succeeded"}}
{"type": "CONNECTION_STATUS", "connectionStatus": {"status": "SUCCEEDED"}}
Next steps
Next, we'll extract the records from the response