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Message Queues: RabbitMQ vs Kafka — Which to Choose

Compare RabbitMQ and Kafka — push vs pull delivery, message replay, throughput, and code examples in Python for both producers and consumers.

EzyCoders Admin December 2, 2025 12 min read 1 views
Message Queues RabbitMQ vs Kafka Guide
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Message Queues: RabbitMQ vs Kafka

Message queues decouple services and enable async processing. Choosing between them is a common system design question.

import pika, json

# RabbitMQ — Publisher
conn    = pika.BlockingConnection(pika.ConnectionParameters('localhost'))
channel = conn.channel()
channel.exchange_declare(exchange='app', exchange_type='topic')
channel.queue_declare(queue='email_queue', durable=True)
channel.queue_bind(exchange='app', queue='email_queue', routing_key='user.*')

channel.basic_publish(
    exchange='app', routing_key='user.registered',
    body=json.dumps({'user_id': 42, 'email': 'r@e.com'}),
    properties=pika.BasicProperties(delivery_mode=2)  # persistent
)

# Consumer
def callback(ch, method, props, body):
    data = json.loads(body)
    send_welcome_email(data['email'])
    ch.basic_ack(delivery_tag=method.delivery_tag)
# Kafka — Producer and Consumer
from kafka import KafkaProducer, KafkaConsumer

producer = KafkaProducer(bootstrap_servers='localhost:9092',
                         value_serializer=lambda v: json.dumps(v).encode())
producer.send('user-events', {'event': 'registered', 'user_id': 42})

consumer = KafkaConsumer('user-events', bootstrap_servers='localhost:9092',
                         group_id='email-service')
for message in consumer:
    process_event(json.loads(message.value))
FeatureRabbitMQKafka
DeliveryPush (broker pushes)Pull (consumer fetches)
Message replayNo (deleted after ACK)Yes (configurable)
Throughput50K msg/s1M+ msg/s
Best forTask queues, routingEvent streaming, logs
EzyCoders Admin
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Team Lead and Full-Stack Developer with experience in PHP, JavaScript, SQL, DSA, and System Design. Passionate about software engineering, scalable web technologies, and helping developers prepare for coding interviews and tech careers through practical tutorials and professional guidance.

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