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The field manual for social media data

Runnable tutorials, founder playbooks, honest tool teardowns, and original research — for builders who'd rather read real numbers than another think-piece.

Web Scraping in 2026: 3 Techniques + When to Use an APIskills
· 16 min read

Web Scraping in 2026: 3 Techniques + When to Use an API

Web scraping in 2026, explained: three techniques, a working Python example with error handling, the legal risks, and when a managed API beats DIY scraping.

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Naver Crawling in 2026: Blog, Cafe, and News via APIdevelopment
· 9 min read

Naver Crawling in 2026: Blog, Cafe, and News via API

Three ways to crawl Naver in 2026: the official Search Open API, your own HTML crawler, or one unified API call. Blog, cafe, news, and shopping, with code.

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Python Social Media Crawling in 2026: DIY vs One API Calldevelopment
· 8 min read

Python Social Media Crawling in 2026: DIY vs One API Call

Two ways to crawl social data with Python in 2026: build it with requests and BeautifulSoup, or call a unified API with one httpx.get(). When each wins.

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Best Time to Post on Social Media: 20:00 UTC Wins (+52%)development
· 15 min read

Best Time to Post on Social Media: 20:00 UTC Wins (+52%)

We analyzed 401 posts across TikTok, Instagram, YouTube, and Reddit. Posts at 20:00 UTC score +52% above average. Per-platform posting windows inside.

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Social Search Engine API: One Call, 12+ Platformsproduct
· 17 min read

Social Search Engine API: One Call, 12+ Platforms

A social search engine API searches 12+ social platforms in one call, fusing and reranking results via RRF + LLM into 40 items. See real captured responses.

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How Often Should You Post on TikTok? 3-5x a Week (Data)development
· 18 min read

How Often Should You Post on TikTok? 3-5x a Week (Data)

The research consensus says 3-5 posts per week. We checked it against 31 mega creators with live API data: when more posting helps, and when it backfires.

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Social Media Monitoring API: Build Your Own in 5 Stepsskills
· 22 min read

Social Media Monitoring API: Build Your Own in 5 Steps

Social media monitoring API guide: build a multi-platform mention tracker with sentiment, dedup, and Slack alerts in Python. Five steps, all runnable code.

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How to Scrape Facebook in 2026: 5 Methods That Still Workskills
· 20 min read

How to Scrape Facebook in 2026: 5 Methods That Still Work

Facebook's Graph API barely covers public data now. 5 working ways to pull page, post, and comment data in 2026, with Python examples and real pricing.

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Reddit API in 2026: Pricing, Rate Limits & What Worksdevelopment
· 19 min read

Reddit API in 2026: Pricing, Rate Limits & What Works

The Reddit API is free at 100 QPM, but commercial use needs a $0.24/1K contract. Pricing, rate limits, Pushshift's replacement, and what still works in 2026.

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X (Twitter) API in 2026: Credit Pricing + 3 Cheaper Routesdevelopment
· 19 min read

X (Twitter) API in 2026: Credit Pricing + 3 Cheaper Routes

X killed free access and now bills per request with credits, not tiers. The 2026 pricing math, rate limits, and 3 cheaper ways to read X data at scale.

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LinkedIn API in 2026: A Developer's Reality Checkskills
· 22 min read

LinkedIn API in 2026: A Developer's Reality Check

The LinkedIn API gives you three scopes. If you need more — lead enrichment, recruiting data, company intel — here's exactly what your options are in 2026.

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YouTube API Quota: 100 Searches Burn 10,000 Units (2026)development
· 25 min read

YouTube API Quota: 100 Searches Burn 10,000 Units (2026)

The YouTube Data API is free until the quota math bites: 100 searches = 10,000 daily units gone. Key setup, transcript limits, and what to use at scale.

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10 Best AI Video Generators in 2026 (Free Tiers Compared)product
· 31 min read

10 Best AI Video Generators in 2026 (Free Tiers Compared)

We tested 10 AI video generators in June 2026: Veo 3.1, Sora, Kling 3.0, Runway, Pika. Free tiers, real pricing, and which fits TikTok, ads, or avatars.

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Build a Competitor Analysis Tool for 42 Social Platformsproduct
· 22 min read

Build a Competitor Analysis Tool for 42 Social Platforms

Build a competitor analysis tool for social data: pull profiles, compute engagement rates, measure posting cadence, and track brand mentions via one API.

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IG Follower Export Tool: 5 Options, Ranked by Ban Riskproduct
· 19 min read

IG Follower Export Tool: 5 Options, Ranked by Ban Risk

Five ways to export an Instagram follower list: Chrome extensions, web SaaS, the Graph API, and a free social API. Which are safe, which risk a ban, and which scale past 10k followers.

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Social Media Engagement Rate Benchmarks 2026 (1,269 Posts)development
· 10 min read

Social Media Engagement Rate Benchmarks 2026 (1,269 Posts)

We measured engagement rate on 1,269 recent posts from 79 major accounts. TikTok's median beats Instagram and YouTube in all 6 categories. Full data + method.

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Fetch MCP Server: What It Does + Where It Failsdevelopment
· 12 min read

Fetch MCP Server: What It Does + Where It Fails

What a fetch MCP server actually does, the implementations worth knowing in 2026, the security model, and where it stops working: the walled-garden gap.

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How to Scrape TikTok Comments with Python (2026)development
· 12 min read

How to Scrape TikTok Comments with Python (2026)

Scrape TikTok comments with Python in about 40 lines: one GET request, cursor pagination, CSV export. Real endpoint, real response shapes, no Selenium.

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Threads API in 2026: Real Rate Limits + What You Can Builddevelopment
· 12 min read

Threads API in 2026: Real Rate Limits + What You Can Build

Meta's Threads API, tested: OAuth 2.0, 60-day tokens, App Review, capped keyword search. The real rate limits, and where third-party APIs fill the gaps.

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How to See Followers on Snapchat (+ What Snap Hides)skills
· 19 min read

How to See Followers on Snapchat (+ What Snap Hides)

Learn how to see followers on Snapchat on iOS and Android, plus what the app hides, and how to pull follower data programmatically via the SocialCrawl API.

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How to Use Claude Agents: Managed Agents + Sub-agents (2026)development
· 12 min read

How to Use Claude Agents: Managed Agents + Sub-agents (2026)

A developer's guide to Claude Managed Agents, Claude Code sub-agents, and the Messages API. Setup in 4 steps, parallel execution, MCP, and real rate limits.

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OpenAI Assistants API Shutdown: Migrate Before Aug 26, 2026development
· 13 min read

OpenAI Assistants API Shutdown: Migrate Before Aug 26, 2026

The Assistants API goes dark on August 26, 2026. The Responses + Conversations mapping, thread backfill options, real costs, and a month-by-month plan.

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Browse AI Web Scraper: Where It Wins, Where It Doesn'tdevelopment
· 12 min read

Browse AI Web Scraper: Where It Wins, Where It Doesn't

Browse AI is great for web pages; social platforms need a specialist. A decision guide for developers choosing no-code scrapers vs unified social data APIs.

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Competitor Intelligence in 2026: How B2B Teams Win Dealsdevelopment
· 12 min read

Competitor Intelligence in 2026: How B2B Teams Win Deals

Competitor intelligence in 2026: what it is, the eight signal sources that matter, the modern CI stack, and how small B2B teams win without enterprise tools.

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AI Agent Frameworks in 2026: What Actually Shipsdevelopment
· 12 min read

AI Agent Frameworks in 2026: What Actually Ships

LangGraph, CrewAI, Mastra, and Pydantic AI compared on real production numbers: which AI agent framework developers should actually pick in 2026, and why.

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10 Best Social Media Scraping APIs in 2026 (Ranked + Priced)development
· 41 min read

10 Best Social Media Scraping APIs in 2026 (Ranked + Priced)

The best social media scraping API in 2026 is SocialCrawl for unified multi-platform data. 10 tools ranked on coverage, pricing, rate limits, AI-agent fit.

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Social Media Scraping in 2026: Legal & Technical Primerdevelopment
· 29 min read

Social Media Scraping in 2026: Legal & Technical Primer

Scraping social media is legal in the US post-hiQ. This guide covers 7 platforms, 4 jurisdictions, GDPR/CCPA, rate-limit ethics, and technical trade-offs.

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I built a social media data API to grow my own socialsskills
· 12 min read

I built a social media data API to grow my own socials

I wanted an AI to grow my social accounts. Every platform's API was different. SocialCrawl became what I wish existed: 43 platforms, one unified schema.

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Building an AI Agent for Social Media Monitoringdevelopment
· 16 min read

Building an AI Agent for Social Media Monitoring

Learn to build an AI agent for social media monitoring in under 150 lines of Python. Step-by-step tutorial: fetch posts, classify sentiment, send alerts.

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Which Instagram Scrapers Still Work in 2026 (+ Real Costs)development
· 12 min read

Which Instagram Scrapers Still Work in 2026 (+ Real Costs)

Basic Display is dead and Graph API caps at 200 calls/hour. Every Instagram scraping option that still works in 2026, tested, with per-1,000-post pricing.

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How to Get TikTok Data Without the TikTok APIdevelopment
· 11 min read

How to Get TikTok Data Without the TikTok API

TikTok's official API is academic-only and capped near 1,000 calls/day. Three working ways to pull profile, video, and hashtag data — with runnable code.

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