Web Scraping Overview Web scraping is the automated process of extracting data from websites. Unlike manual copy-pasting, web scrapers use software to parse a website's HTML code, identify specific data points, and store them in structured formats like CSV, Excel, or JSON. How Web Scraping Works Request: The scraper sends an HTTP request to a specific URL. Loading: The scraper downloads the page content (HTML, and sometimes CSS/JavaScript). Parsing: The software analyzes the code to locate the target data (e.g., product prices, contact info, news headlines). Extraction & Storage: The desired data is filtered, cleaned, and saved into a database or file. Ethical & Legal Best Practices Check robots.txt: Always check website.com/robots.txt to see which areas the site owner restricts from crawlers. Respect the Server: Do not overwhelm a website with requests. Implement "rate limiting" (throttling), ad...

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ENGLISH BAHASA Everything God created is good, but humans often misuse it. Semuanya bagus diciptakan Tuhan, akan tetapi manusia sering menyalahgunakan. God saw everything that He had made, and behold, it was very good. Maka Allah melihat segala yang dijadikan-Nya itu, sungguh amat baik. Genesis 1:31a Kejadian 1:31a For everything created by God is good, and nothing is to be rejected if it is received with thanksgiving. Karena segala sesuatu yang diciptakan Allah itu baik dan suatupun tidak ada yang haram, jika diterima dengan ucapan syukur. 1 Timothy 4:4 1 Timotius 4:4 See, this alone I found, that God made man upright, but they have sought out many schemes. Sesungguhnya, hanya inilah yang kudapati: bahwa Allah menjadikan manusia yang jujur, tetapi mere...

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Improvement, Not Punishment Punishment breeds fear. Improvement builds trust, learning, and long-term growth. May 30, 2026 SYSTEM DESIGN · IMPROVEMENT CULTURE From Blame to Breakthrough: Designing a High-Performance System That Thrives on Improvement, Not Punishment The System Is Broken—Here's How to Fix It We've all witnessed the scenario: a missed deadline, a production outage, a lost client. The organizational reflex? Launch an investigation to identify the who , where , and how —then swiftly assign consequences. This reactive, punishment-driven machinery has been the default operating system for decades, built on the flawed premise that penalizing failure motivates better performance. But the data is undeniable: this system doesn't just fail to prevent errors—it actively manufactures them. When punishment becomes the primary corrective mechanism, organizations don't...