<?xml version="1.0" encoding="UTF-8"?><oembed><type>video</type><version>1.0</version><html>&lt;iframe src=&quot;https://www.loom.com/embed/bd2c9e406e6842438ccfe833e281416a&quot; frameborder=&quot;0&quot; width=&quot;1920&quot; height=&quot;1440&quot; webkitallowfullscreen mozallowfullscreen allowfullscreen&gt;&lt;/iframe&gt;</html><height>1440</height><width>1920</width><provider_name>Loom</provider_name><provider_url>https://www.loom.com</provider_url><thumbnail_height>1440</thumbnail_height><thumbnail_width>1920</thumbnail_width><thumbnail_url>https://cdn.loom.com/os/loom-media-content/loom/f2c9f9f6-884a-4887-b24a-302f529fe41b/5f39dd6a-9fbd-49fd-9246-62c889793dd6/sessions-thumbnails-bd2c9e406e6842438ccfe833e281416a-7d98e61a46424978.gif/binary?authToken=eyJraWQiOiJtaWNyb3MtZ3JvdXAvdGRwLW9zLWFyY2hldHlwZS84ZG5xamZxNGNrNDRsMW5oIiwiYWxnIjoiUlMyNTYifQ.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.i2Va9-juus5LJ4ZPpC5FaozZslVVLbdqI9uSmdlp_HNmtXmeDpw0TSV9e1D4bc-jkgZqogUS1LOmwaQWNkFRKpPlzNwt2C01iLB7xk6MXP2gUPIpj3hMkeljuCVe2AU8IR--EZ3hvNF-jwp1MUqY7drChicwNOR5li-GIvii5YKTqKUKPWKutlRjAnQCw8as-WZ--c1Dyxl-ya82KSSL9OeJSLf-SigBGlt3JYAhzCm6xPco1e8c4bYnePfXPNpCCo6dxENMi7UCbUC3w_PqvacdsGrPQEpccu404iqFFv-soOlSmr0wm5a8yrAvUuXGX4kEkL_E1P_objo18elUhg&amp;Expires=1794007321&amp;Signature=iIf-n1zTedKU2MW5Xd49yNxS-JAdj1AIUB7EF4bTFDqWrOtAezDWSKcwMhaKYa4lfIeLCydhChi0f9IiAdiigKnUATYfKzQCy8lFhtwYiDSAKO8ai4ANY9xMnHVr7nyv7LBYc1mVFZtZETN479Ql-8zwvvXO8erkaiDocpLSn6PSmwCbuEEmdEvevOKD5hA6P6bqoDaYyEfOyXuULSlKyeXGuBk06NkZM14KmDdHk3mDpiGaXLvaA8xM2dKjlqcGEeavRUKVflyaLwIcPkq1C558uO2RbOILQYJTp2Jfbg4-6uVQXY7F7JQhviOFdcTtNG2ujOsM43WN%7EJG7l9ygsg__&amp;Key-Pair-Id=KQOSYIR44AIC0</thumbnail_url><duration>193.035</duration><title>Skillradar Self Healing Tech Hiring Intelligence Pipeline</title><description>This Loom presents Skillradar, a real-time intelligence dashboard for tracking in-demand tech skills, salary distributions, and remote hiring trends. It explains a three-layer architecture: a Bright Data Scrapper injection layer with managed cloud collectors, autonomous proxy rotation, and anti-bot bypass; a Python and Pandas processing layer for data hygiene, compensation extraction via regex, normalization, and NLP skill frequency analysis; and a Plotly-based visualization layer in a Streamlit frontend. The pipeline includes a three-tier fallback system of live API fetch, cached historical JSON, and hard-coded structures to prevent frontend downtime. It also demonstrates self-healing scraping by triggering Bright Data Scrapper Heal via CLI when job board HTML or CSS selectors change.</description></oembed>