AI large model training cost optimization: how proxy IP can improve data crawling efficiency and success rate?
Why does data capture efficiency directly affect AI training costs? Friends who do AI large model training are clear that data quality determines the model effect, but many people ignore a key point - the cost of acquiring data may eat more than 30% of the entire project budget. To cite a real case: a startup team is capturing...
AI Training Data Collection: A Guide to Designing a 10 Million Agent Pool Architecture
When you find that 90% of the public data for training AI models are from users in the same region, or every time you collect data on a large scale, the IP is blocked by the website - this means that your proxy pool architecture needs to be reconstructed. This article is based on real enterprise cases, revealing how to use ipipgo residential proxy IP to build an efficient...
Deep learning data collection: distributed agent pooling to cope with image captchas
When data collection hits image CAPTCHA, how does proxy IP break the game? In the process of deep learning model training, the biggest headache when collecting massive data is encountering website CAPTCHA interception. Especially the dynamically generated image CAPTCHA, which can't be cracked by fixed rules and will significantly reduce the collection efficiency. ...
Proxy server to build a full strategy: Nginx reverse proxy configuration details
某跨境电商团队曾因服务器暴露真实IP,导致三天内被封27个账号。改用Nginx反向代理配合住宅IP后,账号存活率提升至98%。本文教你用真实业务场景配置方案,既保护服务器又提升业务稳定性。 一、反向代理与住…
Google Crawler Proxy - Search Result Accurate Collection Solutions
Google Anti-Crawl Mechanism Cracking the Core A domestic marketing company had triggered Google search restrictions for 7 consecutive days, losing nearly 20,000 pieces of potential customer data every day. The technicians replaced three kinds of proxy programs, and finally cracked the predicament by mixing residential IP and commercial IP strategy: during the day, the use of ipipgo's UK residential IP for regular...
Global Static ISP Proxy - Efficient Search Engine Crawler Collection Channel
Why do search engine crawlers need global static ISP proxies? In e-commerce price monitoring, SEO analysis and other scenarios, frequent triggering of the target site anti-climbing mechanism is the biggest pain point. A cross-border e-commerce company has been frequently changing dynamic IP led to account blocking, changed to static ISP proxy, through the long-term binding fixed IP...
When Crawlers Meet Proxy Pools: How Distributed Architecture Solves IP Problems
Friends who have done data collection know that the biggest headache is not writing crawler code, but just grabbing a few hundred pieces of data IP is blocked. Today we will talk about how to use distributed architecture and Redis clusters, with a professional proxy service provider ipipgo, to create a proxy pool that never breaks food. First, the proxy pool of three ...
Crawler agent pool intelligent scheduling practice|This way with machine learning is really effective!
In the process of data collection, 90%'s crawler engineers have encountered IP blocking. In this article, we will reveal how to combine machine learning with intelligent scheduling algorithms, so that your agent pool can truly realize "thinking" automated management. Take ipipgo's residential proxy service as an example, we have prepared ...
Cross-border e-commerce tax declaration: multinational agent IP data collection practical guide
The biggest headache of doing cross-border e-commerce is dealing with tax rules of different countries. The tax rates and filing processes of the United States, the European Union and Southeast Asian countries are so different that collecting data manually is not only inefficient, but also prone to errors. Today, we teach you to use proxy IP technology to realize the accurate collection of multinational tax data at low cost. I...
Crawler engineers must: Scrapy proxy middleware development
Last week there is a do e-commerce data capture team to find me to save the day: "just online the new crawler, 1 hour was closed 200 IP!" This situation is most likely that the agent middleware did not do a good job, today hand in hand to teach you to develop commercial-grade agent middleware, so that the survival rate of the crawler to enhance the 90%. A basic version of the ...

