{"product_id":"python-for-osint-automation-bradley-fray-9798259205093","title":"Python for OSINT Automation: Building Monitoring Tools for Continuous Intelligence Gathering","description":"\u003cb\u003eMost Python OSINT books\u003c\/b\u003e hand you isolated code snippets and call it a system. This book builds the real thing: a production-grade monitoring pipeline that watches domains, social platforms, paste sites, and dark web forums continuously - alerting you when something changes before you had time to manually check. \u003cp\u003e\u003c\/p\u003e\u003cb\u003ePython for OSINT Automation\u003c\/b\u003e is a practitioner's guide to moving from ad-hoc collection scripts to always-on intelligence systems. Every chapter delivers a deployable Python tool built on the CAMAP framework (Collect, Analyze, Monitor, Alert, Pipeline) - the architectural pattern that separates a working script from a monitoring system that recovers from failures, deduplicates findings, scores alerts by priority, and runs unattended on a remote server. \u003cp\u003e\u003c\/p\u003eWhat you will build: automated \u003cb\u003eWHOIS, DNS, and Certificate Transparency\u003c\/b\u003e monitoring that catches new subdomains within minutes of issuance; social media bots that track keyword and entity mentions across Reddit, Twitter\/X, and Telegram; paste site watchers that surface credential dumps hours before breach notification services; dark web forum scrapers routed through Tor with proper circuit management; document metadata extractors that surface EXIF geolocation, authorship signals, and organizational fingerprints; and a real-time alerting system with priority scoring, daily digest generation, and Slack\/Telegram\/email dispatch. \u003cp\u003e\u003c\/p\u003eThe final three chapters complete the operational picture: \u003cb\u003eAPScheduler\u003c\/b\u003e and \u003cb\u003eCelery \u003c\/b\u003efor multi-interval job orchestration, Docker containerization and VPS deployment, and LLM-based summarization with entity resolution for converting raw findings into structured intelligence reports. \u003cp\u003e\u003c\/p\u003eWho this is for: \u003cb\u003ecybersecurity professionals\u003c\/b\u003e, \u003cb\u003ethreat intelligence practitioners\u003c\/b\u003e, and \u003cb\u003eOSINT analysts\u003c\/b\u003e who already know Python basics and want to replace manual workflows with systems that never stop watching. \u003cp\u003e\u003c\/p\u003eWhat makes this different: competitor books cover API lookups and one-shot scripts. This book covers the layer they skip - state persistence, change detection, deduplication, scheduled orchestration, and the production deployment that makes a monitoring capability genuinely continuous.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Bradley Fray\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798259205093\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 04\/28\/2026\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 232\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.21lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 11.00h x 8.50w x 0.49d","brand":"Bradley Fray","offers":[{"title":"Paperback","offer_id":50921436446975,"sku":"9798259205093","price":29.99,"currency_code":"USD","in_stock":true}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/python-for-osint-automation-bradley-fray-9798259205093","provider":"WR Book House","version":"1.0","type":"link"}