Understanding Distributed Scrapy Limitations
Standard Scrapy lacks native distributed capabilities for two primary reasons:
- Each Scrapy instance operates with its own scheduler, preventing URL distribution across multiple machines (no shared scheduler)
- Crawled data cannot be processed through a unified pipeline for centralized storage (no shared pipeline)
Implementing Distributed Crawling with Scrapy-Redis
The scrapy-redis package provides pre-built shared schedulers and pipelines that enable distributed web scraping. Two implementation approaches are available:
- Using the RedisSpider class
- Using the RedisCrawlSpider class
The configuration process remains consistent for both approaches.
Installation and Redis Configuration
First, install the necessary component:
pip install scrapy-redisModify the Redis configuration file (redis.conf):
# Comment out this line to allow external connections: bind 127.0.0.1
# Change this to allow external operations: protected-mode noSpider File Modifications
Update your spider class by:
- Changing the parent class to RedisSpider (for Spider-based crawlers) or RedisCrawlSpider (for CrawlSpider-based crawlers)
- Removing or commenting the start_urls list
- Adding a redis_key attribute to specify the scheduler queue name
Scrapy Configuration Settings
Enable the scrapy-redis pipeline in settings.py:
ITEM_PIPELINES = {
'scrapy_redis.pipelines.RedisPipeline': 400
}Configure the scrapy-redis scheduler components:
# Enable scrapy-redis duplicate filter
DUPEFILTER_CLASS = "scrapy_redis.dupefilter.RFPDupeFilter"
# Use scrapy-redis scheduler
SCHEDULER = "scrapy_redis.scheduler.Scheduler"
# Enable persistence for pausing/resuming
SCHEDULER_PERSIST = TrueSet Redis connection parameters:
REDIS_HOST = 'redis_server_ip'
REDIS_PORT = 6379
REDIS_ENCODING = 'utf-8'
REDIS_PARAMS = {'password': 'your_password'}Execution Process
- Start Redis server:
redis-server redis.conf - Launch Redis client:
redis-cli - Run the spider:
scrapy runspider SpiderFile - Push initial URL to Redis queue:
lpush redis_key_value http://example.com