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mirror of synced 2025-12-25 02:09:19 -05:00

Updates to low-code documentation (#17121)

* Update docs

* move substreams to another file

* Update link

* rename

* link to alpha definition

* Update docs/connector-development/config-based/index.md

Co-authored-by: Andy <andy@airbyte.io>

Co-authored-by: Andy <andy@airbyte.io>
This commit is contained in:
Alexandre Girard
2022-09-26 19:05:40 -07:00
committed by GitHub
parent 751667949e
commit 4c5f6aa82e
5 changed files with 76 additions and 68 deletions

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:warning: This framework is in [alpha](https://docs.airbyte.com/project-overview/product-release-stages/#alpha). It is still in active development and may include backward-incompatible changes. Please share feedback and requests directly with us at feedback@airbyte.io :warning:
# Index
## From scratch
This section gives an overview of the low-code framework.
- [Overview](overview.md)
- [Yaml structure](yaml-structure.md)
- [YAML structure](yaml-structure.md)
- [Reference docs](https://airbyte-cdk.readthedocs.io/en/latest/api/airbyte_cdk.sources.declarative.html)
## Concepts
This section contains additional information on the different components that can be used to define a low-code connector.
- [Authentication](authentication.md)
- [Error handling](error-handling.md)
- [Pagination](pagination.md)
- [Record selection](record-selector.md)
- [Request options](request-options.md)
- [Stream slicers](stream-slicers.md)
- [Substreams](substreams.md)
## Tutorial
This section a tutorial that will guide you through the end-to-end process of implementing a low-code connector.
0. [Getting started](tutorial/0-getting-started.md)
1. [Creating a source](tutorial/1-create-source.md)
2. [Installing dependencies](tutorial/2-install-dependencies.md)

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# Config-based connectors overview
:warning: This framework is in alpha stage. Support is not in production and is available only to select users. :warning:
:warning: This framework is in [alpha](https://docs.airbyte.com/project-overview/product-release-stages/#alpha). It is still in active development and may include backward-incompatible changes. Please share feedback and requests directly with us at feedback@airbyte.io :warning:
The goal of this document is to give enough technical specifics to understand how config-based connectors work.
When you're ready to start building a connector, you can start with [the tutorial](./tutorial/0-getting-started.md), or dive into [more detailed documentation](./index.md).
@@ -53,11 +53,11 @@ The only pagination mechanisms supported are
### What is the authorization mechanism?
Endpoints that require authenticating using a query param or a HTTP header, as is the case for the [Exchange Rates Data API](https://apilayer.com/marketplace/exchangerates_data-api#authentication), are supported.
Endpoints that require [authenticating using a query param or a HTTP header](./authentication.md#apikeyauthenticator), as is the case for the [Exchange Rates Data API](https://apilayer.com/marketplace/exchangerates_data-api#authentication), are supported.
Endpoints that require authenticating using Basic Auth over HTTPS, as is the case for [Greenhouse](https://developers.greenhouse.io/harvest.html#authentication), are supported.
Endpoints that require [authenticating using Basic Auth over HTTPS](./authentication.md#basichttpauthenticator), as is the case for [Greenhouse](https://developers.greenhouse.io/harvest.html#authentication), are supported.
Endpoints that require authenticating using OAuth 2.0, as is the case for [Strava](https://developers.strava.com/docs/authentication/#introduction), are supported.
Endpoints that require [authenticating using OAuth 2.0](./authentication.md#oauth), as is the case for [Strava](https://developers.strava.com/docs/authentication/#introduction), are supported.
Other authentication schemes such as GWT are not supported.
@@ -78,11 +78,11 @@ Throttling is not supported, but the connector can use exponential backoff to av
| Transport protocol | HTTP |
| HTTP methods | GET, POST |
| Data format | JSON |
| Resource type | Collections<br/>Sub-collection |
| Resource type | Collections<br/>[Sub-collection](./substreams.md) |
| [Pagination](./pagination.md) | [Page limit](./pagination.md#page-increment)<br/>[Offset](./pagination.md#offset-increment)<br/>[Cursor](./pagination.md#cursor) |
| [Authentication](./authentication.md) | [Header based](./authentication.md#ApiKeyAuthenticator)<br/>[Bearer](./authentication.md#BearerAuthenticator)<br/>[Basic](./authentication.md#BasicHttpAuthenticator)<br/>[OAuth](./authentication.md#OAuth) |
| Sync mode | Full refresh<br/>Incremental |
| Schema discovery | Only static schemas |
| Schema discovery | Static schemas |
| [Stream slicing](./stream-slicers.md) | [Datetime](./stream-slicers.md#Datetime), [lists](./stream-slicers.md#list-stream-slicer), [parent-resource id](./stream-slicers.md#Substream-slicer) |
| [Record transformation](./record-selector.md) | [Field selection](./record-selector.md#selecting-a-field)<br/>[Adding fields](./record-selector.md#adding-fields)<br/>[Removing fields](./record-selector.md#removing-fields)<br/>[Filtering records](./record-selector.md#filtering-records) |
| [Error detection](./error-handling.md) | [From HTTP status code](./error-handling.md#from-status-code)<br/>[From error message](./error-handling.md#from-error-message) |
@@ -122,9 +122,9 @@ The data retriever defines how to read the data for a Stream, and acts as an orc
There is currently only one implementation, the `SimpleRetriever`, which is defined by
1. Requester: Describes how to submit requests to the API source
2. Paginator: Describes how to navigate through the API's pages
3. Record selector: Describes how to extract records from a HTTP response
4. Stream Slicer: Describes how to partition the stream, enabling incremental syncs and checkpointing
2. [Paginator](./pagination.md): Describes how to navigate through the API's pages
3. [Record selector](./record-selector.md): Describes how to extract records from a HTTP response
4. [Stream Slicer](./stream-slicers.md): Describes how to partition the stream, enabling incremental syncs and checkpointing
Each of those components (and their subcomponents) are defined by an explicit interface and one or many implementations.
The developer can choose and configure the implementation they need depending on specifications of the integration they are building against.
@@ -157,13 +157,9 @@ There is currently only one implementation, the `HttpRequester`, which is define
1. A base url: The root of the API source
2. A path: The specific endpoint to fetch data from for a resource
3. The HTTP method: the HTTP method to use (GET or POST)
4. A request options provider: Defines the request parameters (query parameters), headers, and request body to set on outgoing HTTP requests
5. An authenticator: Defines how to authenticate to the source
6. An error handler: Defines how to handle errors
More details on authentication can be found in the [authentication section](authentication.md).
More details on error handling can be found in the [error handling section](error-handling.md).
4. [A request options provider](./request-options.md): Defines the request parameters (query parameters), headers, and request body to set on outgoing HTTP requests
5. [An authenticator](./authentication.md): Defines how to authenticate to the source
6. [An error handler](./error-handling.md): Defines how to handle errors
## Connection Checker
@@ -209,5 +205,5 @@ pagination_strategy:
The following connectors can serve as example of what production-ready config-based connectors look like
- [Greenhouse](https://github.com/airbytehq/airbyte/tree/master/airbyte-integrations/connectors/source-greenhouse)
- [Sendgrid](https://github.com/airbytehq/airbyte/tree/master/airbyte-integrations/connectors/source-sendgrid)
- [Sentry](https://github.com/airbytehq/airbyte/tree/master/airbyte-integrations/connectors/source-sentry)
- [Sendgrid](https://github.com/airbytehq/airbyte/blob/master/airbyte-integrations/connectors/source-sendgrid/source_sendgrid/sendgrid.yaml)
- [Sentry](https://github.com/airbytehq/airbyte/blob/master/airbyte-integrations/connectors/source-sentry/source_sentry/sentry.yaml)

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]
```
### Substream slicer
`SubstreamSlicer` iterates over the parent's stream slices.
This is useful for defining sub-resources.
We might for instance want to read all the commits for a given repository (parent resource).
For each stream, the slicer needs to know
- what the parent stream is
- what is the key of the records in the parent stream
- what is the field defining the stream slice representing the parent record
- how to specify that information on an outgoing HTTP request
Assuming the commits for a given repository can be read by specifying the repository as a request_parameter, this could be defined as
```yaml
stream_slicer:
type: "SubstreamSlicer"
parent_streams_configs:
- stream: "*ref(repositories_stream)"
parent_key: "id"
stream_slice_field: "repository"
request_option:
field_name: "repository"
inject_into: "request_parameter"
```
REST APIs often nest sub-resources in the URL path.
If the URL to fetch commits was "/repositories/:id/commits", then the `Requester`'s path would need to refer to the stream slice's value and no `request_option` would be set:
```yaml
retriever:
<...>
requester:
<...>
path: "/respositories/{{ stream_slice.repository }}/commits
stream_slicer:
type: "SubstreamSlicer"
parent_streams_configs:
- stream: "*ref(repositories_stream)"
parent_key: "id"
stream_slice_field: "repository"
```
[^1] This is a slight oversimplification. See [update cursor section](#cursor-update) for more details on how the cursor is updated.
## More readings
- [Incremental streams](../cdk-python/incremental-stream.md)
- [Stream slices](../cdk-python/stream-slices.md)
- [Stream slices](../cdk-python/stream-slices.md)
- [Substreams](./substreams.md)

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# Substreams
Substreams are streams that depend on the records on another stream
We might for instance want to read all the commits for a given repository (parent stream).
## Substream slicer
Substreams are implemented by defining their stream slicer as a`SubstreamSlicer`.
For each stream, the slicer needs to know
- what the parent stream is
- what is the key of the records in the parent stream
- what is the field defining the stream slice representing the parent record
- how to specify that information on an outgoing HTTP request
Assuming the commits for a given repository can be read by specifying the repository as a request_parameter, this could be defined as
```yaml
stream_slicer:
type: "SubstreamSlicer"
parent_streams_configs:
- stream: "*ref(repositories_stream)"
parent_key: "id"
stream_slice_field: "repository"
request_option:
field_name: "repository"
inject_into: "request_parameter"
```
REST APIs often nest sub-resources in the URL path.
If the URL to fetch commits was "/repositories/:id/commits", then the `Requester`'s path would need to refer to the stream slice's value and no `request_option` would be set:
```yaml
retriever:
<...>
requester:
<...>
path: "/respositories/{{ stream_slice.repository }}/commits
stream_slicer:
type: "SubstreamSlicer"
parent_streams_configs:
- stream: "*ref(repositories_stream)"
parent_key: "id"
stream_slice_field: "repository"
```

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# Getting Started
:warning: This framework is in alpha stage. Support is not in production and is available only to select users. :warning:
:warning: This framework is in [alpha](https://docs.airbyte.com/project-overview/product-release-stages/#alpha). It is still in active development and may include backward-incompatible changes. Please share feedback and requests directly with us at feedback@airbyte.io :warning:
## Summary
Throughout this tutorial, we'll walk you through the creation an Airbyte source to read and extract data from an HTTP API.
We'll build a connector reading data from the Exchange Rates API, but the steps will apply to other HTTP APIs you might be interested in integrating with.
We'll build a connector reading data from the Exchange Rates API, but the steps apply to other HTTP APIs you might be interested in integrating with.
The API documentations can be found [here](https://apilayer.com/marketplace/exchangerates_data-api).
In this tutorial, we will read data from the following endpoints:
@@ -30,7 +30,7 @@ The output schema of our stream will look like the following:
## Exchange Rates API Setup
Before we can get started, you'll need to generate an API access key for the Exchange Rates API.
Before we get started, you'll need to generate an API access key for the Exchange Rates API.
This can be done by signing up for the Free tier plan on [Exchange Rates API](https://exchangeratesapi.io/):
1. Visit https://exchangeratesapi.io and click "Get free API key" on the top right