datamongus
07/10/2024, 5:35 AMMarvin
07/10/2024, 5:36 AMpip install prefect slack_sdk
2. Create a Custom Notification Function: Write a function that will send a Slack message using the Slack SDK.
python
from slack_sdk import WebClient
from slack_sdk.errors import SlackApiError
def send_slack_message(message: str, channel: str, token: str):
client = WebClient(token=token)
try:
response = client.chat_postMessage(channel=channel, text=message)
assert response["ok"]
except SlackApiError as e:
raise ValueError(f"Error sending message to Slack: {e.response['error']}")
3. Create a Task to Monitor Events: Define a Prefect task to monitor the specific event and send the notification.
python
from prefect import task
from prefect import Flow
# Replace 'your-slack-bot-token' and '#your-channel' with your actual token and channel.
SLACK_TOKEN = 'your-slack-bot-token'
SLACK_CHANNEL = '#your-channel'
@task(name="Alter Schema for Table A")
def alter_schema_task():
# Your task logic here
pass
@task
def check_and_alert(context):
task_name = context.task.name
if "Alter Schema" in task_name and context.state.is_successful():
send_slack_message(
message=f"Task {context.task.name} completed successfully.",
channel=SLACK_CHANNEL,
token=SLACK_TOKEN
)
with Flow("Schema Alteration Flow") as flow:
alter_task = alter_schema_task()
alert_task = check_and_alert(upstream_tasks=[alter_task])
if __name__ == "__main__":
flow.run()
This flow will execute the alter_schema_task
, and once completed, it will trigger the check_and_alert
task to send a Slack notification.
Remember to configure your Slack bot token and channel appropriately. If more details or specific configurations are required, I'd recommend checking the latest Prefect documentation or the Slack SDK documentation.
Links for more guidance:
- Prefect Official Documentationdatamongus
07/10/2024, 6:28 AMMarvin
07/10/2024, 6:28 AMpython
import re
import requests
def fetch_events(api_token):
url = "<https://api.prefect.io/graphql>" # Replace with the actual Prefect GraphQL endpoint
query = """
query {
logs {
taskId
timestamp
message
}
}
"""
headers = {
"Authorization": f"Bearer {api_token}",
"Content-Type": "application/json"
}
response = <http://requests.post|requests.post>(url, json={"query": query}, headers=headers)
return response.json()["data"]["logs"]
def search_events(events, pattern):
compiled_pattern = re.compile(pattern)
return [event for event in events if compiled_pattern.search(event["message"])]
# Replace with your API token
api_token = "your-prefect-api-token"
events = fetch_events(api_token)
matching_events = search_events(events, r"Alter Schema for Table A")
for event in matching_events:
print(event)
Steps:
1. Fetch Events: Utilize the Prefect API to retrieve event logs. Make sure you have the necessary permissions and access tokens to access the API.
2. Regex Search: Compile your regex pattern and search through the fetched events.
This should give you a filtered list of events matching your regex pattern.
For more specific details on interacting with Prefect's API or any recent updates, I recommend visiting Prefect's API documentation directly.