diff --git a/Automating-CAPTCHAs-in-Crawling-Pipelines.md b/Automating-CAPTCHAs-in-Crawling-Pipelines.md
new file mode 100644
index 0000000..d8e8061
--- /dev/null
+++ b/Automating-CAPTCHAs-in-Crawling-Pipelines.md
@@ -0,0 +1,41 @@
+Concurrent solving becomes the point at which self-hosted solving really shines. Because there is no remote throttle tied to spend, you can spread jobs across numerous workers and keep holding costs flat.
+
+reCAPTCHA v2 is among the most widespread challenges on the web, from the familiar checkbox to silent and callback versions. CapSkip handles all of these locally in seconds, which means your automation will not grind to a halt whenever one appears. Because it mirrors popular solver APIs, hooking it up is straightforward.
+
+Automated browsers expose signals which detection systems look at, which is why combining careful browser setup with dependable CAPTCHA solving matters. CapSkip covers the challenge half so you concentrate on the browser side.
+
+Fundamentally, a CAPTCHA solver reads a challenge and produces the solution a site expects, so an automated script can keep going. What sets CapSkip apart is the work stays locally - nothing is shipped off to a stranger, and you avoid per-CAPTCHA fees. This mix of control and predictable cost turns out to be a real advantage for serious workloads.
+
+Fundamentally, a CAPTCHA solver interprets a challenge and returns the solution a site expects, so an automated tool can continue. What sets CapSkip apart is that the work stays locally - nothing is shipped off to a stranger, and you avoid per-CAPTCHA fees. This mix of control and flat pricing turns out to be a real advantage for steady automation.
+
+A short migration checklist makes the switch painless: point the endpoint at CapSkip, confirm a few live solves, then cut over production. Because the API matches major services, the bulk of the work is essentially done.
+
+Privacy has become a genuine issue when every challenge is sent to a third-party service. Because CapSkip runs locally, nothing departs your machine, so sensitive projects stay contained. If you handle sensitive work, this can be the clincher.
+
+Coming from Anti-Captcha? Your current integration seldom requires much work. CapSkip talks a compatible request format, so developers usually get up and running fast and start trimming per-solve costs right away.
+
+Headless browsers leave fingerprints which detection systems watch for, so combining careful browser hygiene with reliable CAPTCHA solving matters. CapSkip covers the solving half while you concentrate on the browser side.
+
+Classic image and text CAPTCHAs remain extremely common, on sign-up pages to checkout flows. CapSkip solves a huge range of image CAPTCHA variants locally, typically almost instantly. That kind of speed matters the moment you process high numbers of challenges.
+
+Teams migrating from 2Captcha usually expect a messy migration. In practice, because CapSkip emulates the familiar request format, the change is largely a matter of endpoints plus keeping everything else as it was.
+
+A Selenium setup is a staple for browser automation, and CapSkip drops right in. You keep the WebDriver flow as is and delegate the CAPTCHA to CapSkip whenever one appears, so the run keeps going with no manual input.
+
+One common misstep is simply treating every solver as if the same. Line up the tool to the CAPTCHA mix, your volume, and your cost ceiling - CapSkip spans the common types at a flat rate, which fits the majority of everyday projects.
+
+Coming off CapSolver tends to be just as painless: point the scripts at CapSkip, keep the logic, and swap metered billing for one predictable price. Any migration is usually measured in a short session, rather than days.
+
+Anyone moving from 2Captcha often brace for a painful switch. In practice, since [CapSkip](http://praxis-ritthammer.de/index.php?title=Measuring_CAPTCHA_Throughput_Before_A_Large_Run) emulates the familiar request format, the change is largely a matter of the endpoint and keeping the rest the same.
+
+Under the hood, reCAPTCHA v3 hands out a score from observed behavior rather than a single checkbox. Getting a usable score calls for a solver designed for that approach, which is exactly what CapSkip is built for.
+
+A Python codebase developers have a clean path with CapSkip, since it emulates the request format of popular solving services. Often, this means aiming existing code at CapSkip with little changes - no rewrite.
+
+Getting started stays deliberately simple: install CapSkip on your machine, point your scripts at it, and begin solving. There is no elaborate infrastructure to maintain, which gets you running quickly.
+
+Headless browsers leave signals which anti-bot systems look at, so combining careful browser hygiene with reliable CAPTCHA solving counts. CapSkip handles [the capskip app](http://nutbox-collection.de/index.php?title=Benutzer:KathleneGladys0) challenge half while you concentrate on the browser side.
+
+Selenium remains a go-to for browser automation, and CapSkip fits right in. Your your driver flow unchanged and hand off the challenge to CapSkip when one appears, so the session continues without manual steps.
+
+Selenium is a staple for browser automation, and CapSkip fits right in. Your the WebDriver logic unchanged and delegate the CAPTCHA to CapSkip whenever one appears, so the session keeps going with no human input.
\ No newline at end of file