Goal
The goal is to create a Snowflake stored procedure that consumes messages from a Kafka topic once per day, processes these messages, and then loads the processed data into Snowflake tables for further analysis.
Error Description:
The error encountered is [Errno 16] Device or resource busy
. It occurs specifically at the line messages = consumer.poll(timeout_ms=1000)
in the Kafka consumer code. This issue only arises when running the code within Snowflake; the same code executes successfully in my local environment.
Code Snippet:
from kafka import KafkaConsumer
# Kafka consumer configuration
consumer_config = {
'bootstrap_servers': 'XXX',
'security_protocol': 'SASL_SSL',
'sasl_mechanism': 'PLAIN',
'sasl_plain_username': 'XXX',
'sasl_plain_password': "XXX",
'client_id': 'snowflake-dev-client',
'group_id': 'ZZZ',
'auto_offset_reset': 'earliest',
'enable_auto_commit': True
}
# Initialize Kafka consumer
consumer = KafkaConsumer(
"all",
**consumer_config
)
message_list = []
MAX_EMPTY_POLLS = 5 # Maximum number of empty polls before breaking the loop
empty_polls = 0
try:
while empty_polls < MAX_EMPTY_POLLS:
# Poll for messages
messages = consumer.poll(timeout_ms=1000) # Timeout in milliseconds
if not messages:
empty_polls += 1
time.sleep(1) # Optional: sleep to avoid tight looping
continue
empty_polls = 0 # Reset empty poll count if messages are found
for tp, msgs in messages.items():
for message in msgs:
# Process each message
msg_decoded = message.value.decode('utf-8')
msg_json = json.loads(msg_decoded)
if 'YYY' in msg_json['event_name']:
message_list.append(add_values_to_list(msg_json))
except Exception as e:
print(f"Error: {e}")
finally:
# Close the consumer
consumer.close()
Possible errors that were checked
- Network Rules: The network rules associated with external access integration have been verified. The connection to the Kafka bootstrap server is successful, indicating proper network setup.
- Authentication Keys: The keys used for Kafka authentication have also been checked. The successful connection confirms their validity.
Questions:
- Are there known limitations or special configurations required for external connections (like Kafka) in Snowflake stored procedures?
- Has anyone successfully used Kafka consumers in Snowflake stored procedures, and if so, how did you manage connection conflicts or library compatibility?
- Any insights into why this error might be occurring specifically in the Snowflake environment?