-
Notifications
You must be signed in to change notification settings - Fork 197
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Added Slack Docs! #643
Merged
Merged
Added Slack Docs! #643
Changes from all commits
Commits
Show all changes
5 commits
Select commit
Hold shift + click to select a range
File filter
Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
There are no files selected for viewing
290 changes: 290 additions & 0 deletions
290
docs/website/docs/dlt-ecosystem/verified-sources/slack.md
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,290 @@ | ||
--- | ||
title: Slack | ||
description: dlt verified source for Slack API | ||
keywords: [slack api, slack verified source, slack] | ||
--- | ||
|
||
# Slack | ||
|
||
:::info Need help deploying these sources, or figuring out how to run them in your data stack? | ||
|
||
[Join our Slack community](https://dlthub-community.slack.com/join/shared_invite/zt-1slox199h-HAE7EQoXmstkP_bTqal65g) | ||
or [book a call](https://calendar.app.google/kiLhuMsWKpZUpfho6) with our support engineer Adrian. | ||
::: | ||
|
||
[Slack](https://slack.com/) is a popular messaging and collaboration platform for teams and organizations. | ||
|
||
This Slack `dlt` verified source and | ||
[pipeline example](https://github.com/dlt-hub/verified-sources/blob/master/sources/slack_pipeline.py) | ||
loads data using “Slack API” to the destination of your choice. | ||
|
||
Sources and resources that can be loaded using this verified source are: | ||
|
||
| Name | Description | | ||
|-----------------------|------------------------------------------------------------------------------------| | ||
| slack | Retrives all the Slack data: channels, messages for selected channels, users, logs | | ||
| channels | Retrives all the channels data | | ||
| users | Retrives all the users info | | ||
| get_messages_resource | Retrives all the messages for a given channel | | ||
| access_logs | Retrives the access logs | | ||
|
||
## Setup Guide | ||
|
||
### Grab user OAuth token | ||
|
||
To set up the pipeline, create a Slack app in your workspace to obtain a user token for accessing the Slack API. | ||
|
||
1. Navigate to your Slack workspace and click on the name at the top-left. | ||
1. Select Tools > Customize Workspace. | ||
1. From the top-left Menu, choose Configure apps. | ||
1. Click Build (top-right) > Create a New App. | ||
1. Opt for "From scratch", set the "App Name", and pick your target workspace. | ||
1. Confirm with Create App. | ||
1. Navigate to OAuth and Permissions under the Features section. | ||
1. Assign the following scopes: | ||
|
||
| Name | Description | | ||
|------------------|-----------------------------------------------------------------------------------| | ||
| admin | Administer a workspace | | ||
| channels:history | View messages and other content in public channels | | ||
| groups:history | View messages and other content in private channels (where the app is added) | | ||
| im:history | View messages and other content in direct messages (where the app is added) | | ||
| mpim:history | View messages and other content in group direct messages (where the app is added) | | ||
| channels:read | View basic information about public channels in a workspace | | ||
| groups:read | View basic information about private channels (where the app is added) | | ||
| im:read | View basic information about direct messages (where the app is added) | | ||
| mpim:read | View basic information about group direct messages (where the app is added) | | ||
| users:read | View people in a workspace | | ||
> Note: These scopes are adjustable; tailor them to your needs. | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. If you add the users resource, add |
||
|
||
1. From "OAuth & Permissions" on the left, add the scopes and copy the User OAuth Token. | ||
|
||
> Note: The Slack UI, which is described here, might change. The official guide is available at this [link](https://api.slack.com/start/quickstart). | ||
|
||
### Initialize the verified source | ||
|
||
To get started with your data pipeline, follow these steps: | ||
|
||
1. Enter the following command: | ||
|
||
```bash | ||
dlt init slack duckdb | ||
``` | ||
|
||
[This command](../../reference/command-line-interface) will initialize | ||
[the pipeline example](https://github.com/dlt-hub/verified-sources/blob/master/sources/slack_pipeline.py) | ||
with Google Sheets as the [source](../../general-usage/source) and | ||
[duckdb](../destinations/duckdb.md) as the [destination](../destinations). | ||
|
||
1. If you'd like to use a different destination, simply replace `duckdb` with the name of your | ||
preferred [destination](../destinations). | ||
|
||
1. After running this command, a new directory will be created with the necessary files and | ||
configuration settings to get started. | ||
|
||
For more information, read the | ||
[Walkthrough: Add a verified source.](../../walkthroughs/add-a-verified-source) | ||
|
||
### Add credentials | ||
|
||
1. In the `.dlt` folder, there's a file called `secrets.toml`. It's where you store sensitive | ||
information securely, like access tokens. Keep this file safe. | ||
|
||
Here's its format for service account authentication: | ||
|
||
```toml | ||
[sources.slack] | ||
access_token = "Please set me up!" # please set me up! | ||
``` | ||
|
||
1. Copy the user Oauth token you [copied above](#grab-user-oauth-token). | ||
|
||
1. Finally, enter credentials for your chosen destination as per the [docs](../destinations/). | ||
|
||
## Run the pipeline | ||
|
||
1. Before running the pipeline, ensure that you have installed all the necessary dependencies by | ||
running the command: | ||
|
||
```bash | ||
pip install -r requirements.txt | ||
``` | ||
|
||
1. You're now ready to run the pipeline! To get started, run the following command: | ||
|
||
```bash | ||
python slack_pipeline.py | ||
``` | ||
|
||
1. Once the pipeline has finished running, you can verify that everything loaded correctly by using | ||
the following command: | ||
|
||
```bash | ||
dlt pipeline <pipeline_name> show | ||
``` | ||
|
||
For example, the `pipeline_name` for the above pipeline example is `slack`, you | ||
may also use any custom name instead. | ||
|
||
For more information, read the [Walkthrough: Run a pipeline](../../walkthroughs/run-a-pipeline). | ||
|
||
## Sources and resources | ||
|
||
`dlt` works on the principle of [sources](../../general-usage/source) and | ||
[resources](../../general-usage/resource). | ||
|
||
### Source `slack` | ||
|
||
It retrieves data from Slack's API and fetches the Slack data such as channels, messages for selected channels, users, logs. | ||
|
||
```python | ||
@dlt.source(name="slack", max_table_nesting=2) | ||
def slack_source( | ||
page_size: int = MAX_PAGE_SIZE, | ||
access_token: str = dlt.secrets.value, | ||
start_date: Optional[TAnyDateTime] = DEFAULT_START_DATE, | ||
end_date: Optional[TAnyDateTime] = None, | ||
selected_channels: Optional[List[str]] = dlt.config.value, | ||
) -> Iterable[DltResource]: | ||
``` | ||
|
||
`page_size`: Maximum items per page (default: 1000). | ||
|
||
`access_token`: OAuth token for authentication. | ||
|
||
`start_date`: Range start. (default: January 1, 2000). | ||
|
||
`end_date`: Range end. | ||
|
||
`selected_channels`: Channels to load; defaults to all if unspecified. | ||
|
||
### Resource `channels` | ||
|
||
This function yields all the channels data as `dlt` resource. | ||
|
||
```python | ||
@dlt.resource(name="channels", primary_key="id", write_disposition="replace") | ||
def channels_resource() -> Iterable[TDataItem]: | ||
``` | ||
|
||
### Resource `users` | ||
|
||
This function yields all the users data as `dlt` resource. | ||
|
||
```python | ||
@dlt.resource(name="users", primary_key="id", write_disposition="replace") | ||
def users_resource() -> Iterable[TDataItem]: | ||
``` | ||
|
||
### Resource `get_messages_resource` | ||
|
||
This method fetches messages for a specified channel from the Slack API. It creates a resource for each channel with channel's name. | ||
|
||
```python | ||
def get_messages_resource( | ||
channel_data: Dict[str, Any], | ||
created_at: dlt.sources.incremental[DateTime] = dlt.sources.incremental( | ||
"ts", | ||
initial_value=start_dt, | ||
end_value=end_dt, | ||
allow_external_schedulers=True, | ||
), | ||
) -> Iterable[TDataItem]: | ||
``` | ||
|
||
`channel_data`: A dictionary detailing a specific channel to determine where messages are fetched from. | ||
|
||
`created_at`: An optional parameter leveraging dlt.sources.incremental to define the timestamp range for message retrieval. Sub-arguments include: | ||
|
||
- `ts`: Timestamp from the Slack API response. | ||
|
||
- `initial_value`: Start of the timestamp range, defaulting to start_dt in slack_source. | ||
|
||
- `end_value`: Timestamp range end, defaulting to end_dt in slack_source. | ||
|
||
- `allow_external_schedulers`: A boolean that, if True, permits [external schedulers](../../general-usage/incremental-loading#using-airflow-schedule-for-backfill-and-incremental-loading) to manage incremental loading. | ||
|
||
### Resource `access_logs` | ||
|
||
This method retrieves access logs from the Slack API. | ||
|
||
```python | ||
@dlt.resource( | ||
name="access_logs", | ||
selected=False, | ||
primary_key="user_id", | ||
write_disposition="append", | ||
) | ||
# it is not an incremental resource it just has a end_date filter | ||
def logs_resource() -> Iterable[TDataItem]: | ||
``` | ||
|
||
`selected`: A boolean set to False, indicating the resource isn't loaded by default. | ||
|
||
`primary_key`: The unique identifier is "user_id". | ||
|
||
`write_disposition`: Set to "append", allowing new data to join existing data in the destination. | ||
> Note: This resource may not function in the pipeline or tests due to its paid status. An error arises for non-paying accounts. | ||
|
||
## Customization | ||
### Create your own pipeline | ||
|
||
If you wish to create your own pipelines, you can leverage source and resource methods from this | ||
verified source. | ||
|
||
1. Configure the pipeline by specifying the pipeline name, destination, and dataset as follows: | ||
|
||
```python | ||
pipeline = dlt.pipeline( | ||
pipeline_name="slack", # Use a custom name if desired | ||
destination="duckdb", # Choose the appropriate destination (e.g., duckdb, redshift, post) | ||
dataset_name="slack_data" # Use a custom name if desired | ||
) | ||
``` | ||
1. To load Slack resources from the specified start date: | ||
|
||
```python | ||
source = slack_source(page_size=1000, start_date=datetime(2023, 9, 1), end_date=datetime(2023, 9, 8)) | ||
|
||
# Enable below to load only 'access_logs', available for paid accounts only. | ||
# source.access_logs.selected = True | ||
|
||
# It loads data starting from 1st September 2023 to 8th Sep 2023. | ||
load_info = pipeline.run(source) | ||
print(load_info) | ||
``` | ||
> Subsequent runs will load only items updated since the previous run. | ||
|
||
1. To load data from selected Slack channels from the specified start date: | ||
|
||
```python | ||
# To load data from selected channels. | ||
selected_channels=["general", "random"] # Enter the channel names here. | ||
|
||
source = slack_source( | ||
page_size=20, | ||
selected_channels=selected_channels, | ||
start_date=datetime(2023, 9, 1), | ||
end_date=datetime(2023, 9, 8), | ||
) | ||
# It loads data starting from 1st September 2023 to 8th Sep 2023 from the channels: "general" and "random". | ||
load_info = pipeline.run(source) | ||
print(load_info) | ||
``` | ||
|
||
1. To load only messages from selected Slack resources: | ||
|
||
```python | ||
# To load data from selected channels. | ||
selected_channels=["general", "random"] # Enter the channel names here. | ||
|
||
source = slack_source( | ||
page_size=20, | ||
selected_channels=selected_channels, | ||
start_date=datetime(2023, 9, 1), | ||
end_date=datetime(2023, 9, 8), | ||
) | ||
# It loads only massages from the channel "general". | ||
load_info = pipeline.run(source.with_resources("general")) | ||
print(load_info) | ||
``` |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
The users resource is in review and should be merged soon, I think you can add it too.