send_slack_message¶
send_slack_message(message, webhook_url)
Description¶
Sends message
to a slack channel.
To get the
webhook_url
for a channel, follow this doc from Slack.
Usage¶
Call or Deploy send_slack_message
?
Call send_slack_message
directly
The easiest way to use bigfunctions
send_slack_message
function is deployed in 39 public datasets for all of the 39 BigQuery regions.- It can be called by anyone. Just copy / paste examples below in your BigQuery console. It just works!
- (You need to use the dataset in the same region as your datasets otherwise you may have a function not found error)
Public BigFunctions Datasets
Region | Dataset |
---|---|
eu |
bigfunctions.eu |
us |
bigfunctions.us |
europe-west1 |
bigfunctions.europe_west1 |
asia-east1 |
bigfunctions.asia_east1 |
... | ... |
Deploy send_slack_message
in your project
Why deploy?
- You may prefer to deploy
send_slack_message
in your own project to build and manage your own catalog of functions. - This is particularly useful if you want to create private functions (for example calling your internal APIs).
- Get started by reading the framework page
Deployment
send_slack_message
function can be deployed with:
pip install bigfunctions
bigfun get send_slack_message
bigfun deploy send_slack_message
Examples¶
select bigfunctions.eu.send_slack_message("Hello \ud83d\udc4b from bigfunctions!", "YOUR_WEBHOOK_URL")
select bigfunctions.us.send_slack_message("Hello \ud83d\udc4b from bigfunctions!", "YOUR_WEBHOOK_URL")
select bigfunctions.europe_west1.send_slack_message("Hello \ud83d\udc4b from bigfunctions!", "YOUR_WEBHOOK_URL")
+----------+
| response |
+----------+
| ok |
+----------+
Use cases¶
A use case for the send_slack_message
BigQuery function would be to alert a team on Slack when a certain threshold is met in a BigQuery table.
For example, imagine you have a table monitoring website traffic, and you want to be notified if the error rate exceeds 5%. You could schedule a query to run periodically, calculate the error rate, and use the send_slack_message
function to send a notification if the threshold is breached:
#standardSQL
CREATE TEMP FUNCTION send_slack_message(message STRING, webhook_url STRING) RETURNS STRING
OPTIONS (
library="gs://bigfunctions-europe-west1/lib/send_slack_message-v0.0.1.js",
endpoint="https://europe-west1-bigfunctions.cloudfunctions.net/send_slack_message-v0.0.1" -- Update to the same region as where your query is run.
);
SELECT
IF(error_rate > 0.05,
bigfunctions.europe_west1.send_slack_message(FORMAT("Error rate exceeded 5%%! Current rate: %f", error_rate), "YOUR_WEBHOOK_URL"),
'OK') AS notification_status
FROM (
SELECT
COUNTIF(status_code >= 400) / COUNT(*) AS error_rate
FROM
`your-project.your_dataset.website_traffic`
WHERE _PARTITIONTIME BETWEEN TIMESTAMP_SUB(CURRENT_TIMESTAMP(), INTERVAL 1 HOUR) AND CURRENT_TIMESTAMP()
);
This query calculates the error rate over the past hour. If the error_rate
is greater than 0.05 (5%), it calls send_slack_message
with a formatted message including the current error rate and sends it to the specified Slack webhook URL. Otherwise, it returns 'OK'. You can then schedule this query to run regularly in BigQuery.
Other Use Cases:
- Data quality monitoring: Alert the data engineering team if a data pipeline fails or produces unexpected results (e.g., null values in a critical column).
- Report generation notification: Send a message to a Slack channel when a scheduled report generation is complete.
- Anomaly detection: Notify relevant stakeholders when unusual patterns are detected in data, such as a sudden spike or drop in sales.
- Resource usage alerts: Send notifications if BigQuery storage or compute costs exceed a defined budget.
Remember to replace "YOUR_WEBHOOK_URL"
with the actual webhook URL for your Slack channel and adjust the region of the bigfunctions
dataset according to your needs. Also, consider using environment variables or a secrets management solution to securely store your webhook URL.
Need help or Found a bug?
Get help using send_slack_message
The community can help! Engage the conversation on Slack
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Report a bug about send_slack_message
If the function does not work as expected, please
- report a bug so that it can be improved.
- or open the discussion with the community on Slack.
We also provide professional suppport.