If you have ever tried to collect data from a website at any meaningful scale, you have probably run into some form of resistance. Requests start failing. Pages return empty content. CAPTCHAs appear. IP addresses get blocked. These are not accidents — they are deliberate technical measures put in place to slow down or stop automated access. Understanding how these defenses work is useful whether you are building a data pipeline, doing market research, or just trying to pull a