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I am trying to develop a application integrating Twitter API and collect all followers and their tweets but in some point Twitter gives timeout and wont work till next day. Is there any solution for this problem
The Twitter API has rate limits on the number of requests you can make in a given time. The details are on their dev site:
https://dev.twitter.com/docs/rate-limiting/1.1
You need to stay within these limits.