<@ULVA73B9P> I subscribed a Prefect webhook to an ...
# ask-marvin
f
@Marvin I subscribed a Prefect webhook to an AWS SNS topic. The messages are json serialized as string. What is the way to access json attributes on the webhook side using jinja2?
m
thought for 41.2 seconds
For AWS SNS messages that contain JSON serialized as strings, you'll need to handle two levels of parsing: 1. The outer SNS message structure 2. The inner JSON string that contains your actual data Here's how you can access the JSON data in your webhook using Jinja2: 1. For Simple JSON Fields
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jinja2
{{ body.Message }}  {# Access the SNS Message field #}
2. For Parsing Nested JSON String Since AWS SNS typically sends the actual message in the "Message" field as a JSON string, you'll need to use Prefect's built-in
json_loads
filter:
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jinja2
{% set parsed_message = body.Message | json_loads %}
{{ parsed_message.your_attribute }}
Here are some practical examples:
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jinja2
{# Access basic SNS fields #}
Topic ARN: {{ body.TopicArn }}
Message ID: {{ body.MessageId }}

{# Parse and access the JSON message content #}
{% set data = body.Message | json_loads %}
User ID: {{ data.user_id }}
Status: {{ data.status }}

{# Using default values for safety #}
Status: {{ data.status | default('unknown') }}
Some important tips: 1. Always use the
default
filter when accessing fields that might not exist to prevent template errors:
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jinja2
   {{ data.optional_field | default('fallback_value') }}
2. For keys that aren't valid Python identifiers, use bracket notation:
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jinja2
   {{ data['special-key-with-hyphens'] }}
3. You can combine multiple filters:
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jinja2
   {{ body.Message | json_loads | tojson }}
4. For debugging, you can print the entire parsed structure:
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jinja2
   Raw Message: {{ body.Message }}
   Parsed Data: {{ body.Message | json_loads | tojson }}
Remember that the webhook needs to be configured with the correct Content-Type (application/json) to ensure proper JSON parsing of the incoming SNS message. Would you like me to provide more specific examples based on your particular JSON structure or use case?
f
Can you point me to the doc for json_loads?
@Marvin Can you point me to the doc for json_loads?
m
thought for 43.7 seconds
Based on this research, I need to correct my earlier response. The proper way to handle JSON in Prefect webhooks depends on how the data is being received: 1. If the webhook receives JSON data with the proper Content-Type header, Prefect automatically parses it and makes it available in the
body
variable in your template. 2. For nested JSON strings (like in AWS SNS messages), you might need to handle the parsing in your flow rather than in the webhook template itself, as complex JSON manipulation in webhook templates can be tricky. I recommend one of these approaches: 1. Simple Approach: Pass the raw message to your flow and handle parsing there:
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jinja2
{{ body.Message }}  {# Pass the raw message string to your flow #}
Then in your flow:
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python
import json

@flow
def handle_sns_message(message: str):
    data = json.loads(message)
    # Now you can work with the parsed JSON
2. Alternative Approach: If you must handle it in the webhook template, you can try using Jinja2's built-in
from_json
filter (if available in your environment):
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jinja2
{% set message_data = body.Message | from_json %}
{{ message_data.your_field }}
I apologize for my earlier incorrect suggestion about
json_loads
. Would you like me to provide more specific guidance based on your particular use case or JSON structure?
n
does this page help?
f
Thanks @Nate for helping out, my challenge comes before the automation, it's at the webhook level when it comes to parsing the incoming payload. I subscribed the webhook to an AWS SNS topic and it receives a payload that looks like this:
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{\n  \"Type\" : \"Notification\",\n  \"MessageId\" : \"XXX\",\n  \"TopicArn\" : \"XXX\",\n  \"Message\" : \"{\\\"customerId\\\": \\\"XXX\\\", \\\"status\\\": \\\"XXX\\\"}\",\n  \"Timestamp\" : \"XXX\",\n  \"SignatureVersion\" : \"XXX\" \n}
I'm struggling to extract the Message data properly, because of the nested escaped json string. Currently my template looks like this, but it's feels terrible 🙂
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{% set message_part = body.Message %}
{% set message_cleaned = message_part | replace('\\"', '"') %}

{# Extract the customer_id #}
{% set customer_id = message_cleaned.split('"customerId":"')[1].split('"')[0] %}

{
    "event": "xxx",
    "resource": {
        "prefect.resource.id": "xxx"
    },
    "payload": {
        "customer_id": "{{ customer_id }}"
    }
}
Is there a better way?