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Yuhe He

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requests vs httpx for Scraping: When the Faster Client Stops Saving You Money

requests vs httpx for Scraping: When the Faster Client Stops Saving You Money

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3 min read

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Scrapy vs BeautifulSoup for Public-Data Collection: Where Each One Starts Costing You

Scrapy vs BeautifulSoup for Public-Data Collection: Where Each One Starts Costing You

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2 min read
Telethon vs Tweepy: What Each Python Client Library Actually Costs You to Collect Public Data

Telethon vs Tweepy: What Each Python Client Library Actually Costs You to Collect Public Data

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4 min read
Telegram API Free Options, Ranked: What Each Route Actually Costs You

Telegram API Free Options, Ranked: What Each Route Actually Costs You

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2 min read
Telegram Bot vs Telegram Scraper: Which One You Actually Need (No API Key Required)

Telegram Bot vs Telegram Scraper: Which One You Actually Need (No API Key Required)

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2 min read
How to Scrape Public Telegram Channels Without an API Key (Step by Step)

How to Scrape Public Telegram Channels Without an API Key (Step by Step)

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2 min read
From 1,271 Raw Messages to Three CSV Files: A Real Dedup Pipeline

From 1,271 Raw Messages to Three CSV Files: A Real Dedup Pipeline

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2 min read
How to Monetize Data as a Solo Dev: The Three Product Shapes That Actually Sell

How to Monetize Data as a Solo Dev: The Three Product Shapes That Actually Sell

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2 min read
What Is a Data Product? The Four Shapes Strangers Actually Pay For

What Is a Data Product? The Four Shapes Strangers Actually Pay For

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2 min read
The Pricing Ladder for Solo Data Builders: What Strangers Actually Pay For

The Pricing Ladder for Solo Data Builders: What Strangers Actually Pay For

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2 min read
16 Articles, 8 Views, 0 Sales: The Honest Ledger of a Solo Dev's First 24 Hours

16 Articles, 8 Views, 0 Sales: The Honest Ledger of a Solo Dev's First 24 Hours

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2 min read
Sell the Line, Not the Dots: What Strangers Actually Pay Solo Data Builders For

Sell the Line, Not the Dots: What Strangers Actually Pay Solo Data Builders For

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2 min read
How to Find Telegram Channels: Directories, Cross-posts, and the Discovery Graph

How to Find Telegram Channels: Directories, Cross-posts, and the Discovery Graph

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2 min read
How to Find Telegram Channels: The Discovery Layers Directories Never Tell You

How to Find Telegram Channels: The Discovery Layers Directories Never Tell You

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2 min read
Free OSINT Tools That Actually Work (and Where the Free Tiers Stop Lying to You)

Free OSINT Tools That Actually Work (and Where the Free Tiers Stop Lying to You)

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2 min read
Free OSINT Tools That Actually Work: A Job-by-Job Map (Free Tiers, Real Ceilings)

Free OSINT Tools That Actually Work: A Job-by-Job Map (Free Tiers, Real Ceilings)

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2 min read
Best OSINT Tools: The Free Stack That Does 80 Percent of Real Investigations

Best OSINT Tools: The Free Stack That Does 80 Percent of Real Investigations

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2 min read
Free OSINT Tools That Survive Contact With a Real Investigation

Free OSINT Tools That Survive Contact With a Real Investigation

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2 min read
Telegram Scraping in Python Without an API Key: The Public-Preview Collector That Survives

Telegram Scraping in Python Without an API Key: The Public-Preview Collector That Survives

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2 min read
Telegram Viewer in Your Browser: Reading Public Channels Without the App (and What Builders Can Do With It)

Telegram Viewer in Your Browser: Reading Public Channels Without the App (and What Builders Can Do With It)

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2 min read
Telegram Viewer Online: Read Any Public Channel History From a Browser

Telegram Viewer Online: Read Any Public Channel History From a Browser

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2 min read
How to Read Telegram Channels Without the App (Browser Preview Guide)

How to Read Telegram Channels Without the App (Browser Preview Guide)

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2 min read
What Is OSINT? A Practitioner's Answer for Builders, Not Enthusiasts

What Is OSINT? A Practitioner's Answer for Builders, Not Enthusiasts

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2 min read
What Is OSINT, Exactly - A Builder's Definition That Survives a Legal Review

What Is OSINT, Exactly - A Builder's Definition That Survives a Legal Review

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2 min read
A Telegram Scraper in 20 Lines of Python (No API Keys, No Login)

A Telegram Scraper in 20 Lines of Python (No API Keys, No Login)

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2 min read
How to Monitor Public Telegram Channels for Free (No API Key, No Bot)

How to Monitor Public Telegram Channels for Free (No API Key, No Bot)

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2 min read
Is OSINT Legal The Boundary of Publicly Available Data (Builder's Map)

Is OSINT Legal The Boundary of Publicly Available Data (Builder's Map)

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3 min read
Free Website Change Monitoring in 20 Minutes, Without a Vendor

Free Website Change Monitoring in 20 Minutes, Without a Vendor

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3 min read
Telegram View Counts: How to Spot a Botted Channel in Five Minutes

Telegram View Counts: How to Spot a Botted Channel in Five Minutes

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2 min read
What You Can Actually See in a Public Telegram Channel Without an Account

What You Can Actually See in a Public Telegram Channel Without an Account

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2 min read
How to See Full Telegram Channel History Without Login (the before-parameter Trick)

How to See Full Telegram Channel History Without Login (the before-parameter Trick)

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2 min read
How to See Full Telegram Channel History Without Login (the ?before= Trick)

How to See Full Telegram Channel History Without Login (the ?before= Trick)

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2 min read
Telegram Channels Are Order Books: Volume Spikes Precede Price Moves

Telegram Channels Are Order Books: Volume Spikes Precede Price Moves

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2 min read
Sixteen Articles in 24 Hours: What a Solo Dev's Content Ledger Taught Me

Sixteen Articles in 24 Hours: What a Solo Dev's Content Ledger Taught Me

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2 min read
Five Free Public Checks Before You Wire a Supplier You Have Never Met

Five Free Public Checks Before You Wire a Supplier You Have Never Met

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2 min read
Diffing Word Frequency in Public Investor Memos: Change Detection That Sells

Diffing Word Frequency in Public Investor Memos: Change Detection That Sells

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2 min read
4 Hours, 9 Channels, 28 Real Events: A Brand-Listening Case Walkthrough

4 Hours, 9 Channels, 28 Real Events: A Brand-Listening Case Walkthrough

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2 min read
Advisory Wording Diffs: The OSINT Signal Hidden in Security Prose

Advisory Wording Diffs: The OSINT Signal Hidden in Security Prose

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2 min read
The Cheapest Intelligence Product I Know Sells to Resellers, Not Analysts

The Cheapest Intelligence Product I Know Sells to Resellers, Not Analysts

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2 min read
Telegram Channels as Market Data: Price Series for Goods That Have No Price Feed

Telegram Channels as Market Data: Price Series for Goods That Have No Price Feed

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2 min read
Secret Scanning Production Notes: Triage, Liveness, and Reports That Get Paid

Secret Scanning Production Notes: Triage, Liveness, and Reports That Get Paid

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2 min read
Secret Scanning on Public Code: The Pattern Layers That Kill the Noise

Secret Scanning on Public Code: The Pattern Layers That Kill the Noise

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2 min read
Polling 200 Public Telegram Channels Unattended: A Cadence Design That Survives

Polling 200 Public Telegram Channels Unattended: A Cadence Design That Survives

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2 min read
Five Ways to Mine Language Itself as an OSINT Signal in Public Telegram Channels

Five Ways to Mine Language Itself as an OSINT Signal in Public Telegram Channels

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2 min read
The Wording-Diff Alert: Alerting on Sentences That Changed, Not Documents That Arrived

The Wording-Diff Alert: Alerting on Sentences That Changed, Not Documents That Arrived

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2 min read
Treat a Twitter Account as a Time Series, Not a Profile Card

Treat a Twitter Account as a Time Series, Not a Profile Card

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2 min read
A Free Public-Web Layer for Breach Monitoring (Watchlist, Not Dump Downloading)

A Free Public-Web Layer for Breach Monitoring (Watchlist, Not Dump Downloading)

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2 min read
Your Telegram Preview Crawl Is a Population, Not a Census: Post-ID Cursors and Coverage Ceilings

Your Telegram Preview Crawl Is a Population, Not a Census: Post-ID Cursors and Coverage Ceilings

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2 min read
Turn Telegram's Subscriber Counter Into a Time Series Before You Trust It

Turn Telegram's Subscriber Counter Into a Time Series Before You Trust It

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2 min read
Mirror Channels: How to Detect Telegram's Fake Independent Sources in Four Steps

Mirror Channels: How to Detect Telegram's Fake Independent Sources in Four Steps

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2 min read
A 10-Point Scorecard for Vetting Telegram Channels Before Adding Them to Your Collection Set

A 10-Point Scorecard for Vetting Telegram Channels Before Adding Them to Your Collection Set

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2 min read
Git Push as OSINT Infrastructure: Zero-Server Telegram Collection on GitHub Actions

Git Push as OSINT Infrastructure: Zero-Server Telegram Collection on GitHub Actions

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2 min read
Six Attribution Signals Hiding in Telegram's Public Preview HTML

Six Attribution Signals Hiding in Telegram's Public Preview HTML

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2 min read
A $0 OSINT Monitoring Pipeline: Public Telegram Alerts on GitHub Actions Cron

A $0 OSINT Monitoring Pipeline: Public Telegram Alerts on GitHub Actions Cron

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2 min read
Repost Rings: How Telegram Channels Launder Each Other's Reach (and a Graph Fix)

Repost Rings: How Telegram Channels Launder Each Other's Reach (and a Graph Fix)

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2 min read
How I Flag Telegram Scam Channels Using Only Public Metadata

How I Flag Telegram Scam Channels Using Only Public Metadata

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2 min read
A Zero-Server Telegram OSINT Pipeline: t.me/s Previews + GitHub Actions + Git as the Database

A Zero-Server Telegram OSINT Pipeline: t.me/s Previews + GitHub Actions + Git as the Database

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2 min read
Why Your Telegram OSINT Pipeline Should Filter by Language, Not Geography

Why Your Telegram OSINT Pipeline Should Filter by Language, Not Geography

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2 min read
Word Diffs Are the Signal: Catching Early Warnings in Official Advisories

Word Diffs Are the Signal: Catching Early Warnings in Official Advisories

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2 min read
Five Public Checks That Separate Real Telegram Channels from Bot-Farmed Junk

Five Public Checks That Separate Real Telegram Channels from Bot-Farmed Junk

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2 min read
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