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Building an Enterprise Football Data Pipeline: Decoding Flashscore's Protocol for xG & Referee Analytics

Most football data scrapers on the market only extract high-level final scores (e.g. 2-1 ). But quantitative sports analysts, data scientists, and p…

datawebscrapingapifytypescript
Dev.to Aug 28, 2026, 09:23 UTC
EN

Find YouTube Channels by Topic, Language, and Country

Most tools that find YouTube channels by topic treat the search as one keyword and one result page. That works for lookup. It misses how creator dis…

youtubepythonautomationapify
Dev.to Aug 25, 2026, 00:30 UTC
EN

YouTube Channel Scraper in Python: Filter Active Creators

A YouTube channel scraper in Python can collect channel names, subscriber counts, and URLs. That solves extraction. It does not solve creator qualif…

youtubepythonwebscrapingapify
Dev.to Aug 25, 2026, 00:29 UTC
EN

Reverse-Engineering YouTube's InnerTube Search API (WEB Client + Continuations)

Reverse-Engineering YouTube's InnerTube Search API (WEB Client + Continuations) YouTube search in a browser loads HTML. YouTube search as a client s…

webscrapingyoutubejavascriptapify
Dev.to Aug 24, 2026, 12:07 UTC
EN

I shipped a Tokopedia scraper that undercuts the incumbents 5x — here's the boring part

I shipped a Tokopedia scraper that undercuts the incumbents 5x — here's the boring part Indonesia's biggest marketplace has a data problem: everyone…

webscrapingecommerceopensourceapify
Dev.to Aug 18, 2026, 05:45 UTC
EN

How We Built a Modular Etsy Research Pipeline with Apify

When people think about scraping Etsy, they often imagine a single script that collects everything in one run. That approach works for small experim…

webdevpythonapify
Dev.to Jul 26, 2026, 16:44 UTC
EN

How Resellers Price Flips With Real Mercari Sold Data (No Manual Digging)

The problem If you resell on Mercari, or you price inventory against it, you already know the annoying part. There's no export button. No bulk downl…

automationproductivitytutorialapify
Dev.to Jul 12, 2026, 20:34 UTC
EN

I Built a Free World Cup 2026 Live Scores API on Apify — Here's How

The World Cup is here and getting clean, structured match data is surprisingly painful. The official FIFA site has no public API. Third-party servic…

apifyworldcuptypescriptapi
Dev.to Jun 18, 2026, 13:19 UTC
EN

Building a Lean, Single-Worker Broken URL Monitor for Data Pipelines

The Technical Problem: Websites Drift, Pipelines Don't Know Long-running scraping pipelines have a structural assumption baked in: the URLs you conf…

webscrapingdatapipelinedevtoolsapify
Dev.to Jun 10, 2026, 17:14 UTC
EN

Twitch Chat Scraper: export any VOD's full chat replay for $1.05/1K

Quick answer: Twitch stores a complete timestamped chat replay for every public VOD but exposes no public API or bulk-export endpoint for it. To get…

webscrapingpythonapifydata
Dev.to Jun 3, 2026, 10:36 UTC
EN

Threads Reply Scraper: export the full conversation tree of any public post

Quick answer: Meta's official Threads API is gated behind a developer-account review and refuses third-party conversation reads. To export the full…

webscrapingpythonapifydata
Dev.to Jun 3, 2026, 10:26 UTC
EN

Steam Regional Price Data: fetch 60 regions in one run for $1.05/1K

Quick answer: Steam publishes regional prices on the public store.steampowered.com/api/appdetails endpoint — but it returns one currency at a time,…

webscrapingpythonapifydata
Dev.to Jun 3, 2026, 10:21 UTC
EN

I shipped 7 production MCP server Actors in two weeks — here's what the docs don't tell you

I shipped 7 production MCP server Actors in two weeks — here's what the docs don't tell you The first Actor took most of a day. The seventh took und…

mcpapifypythondevops
Dev.to Jun 2, 2026, 17:41 UTC
EN

Reverb Scraper: pull historical sold prices for any musical gear

Quick answer: The Reverb Price Guide is the largest public dataset of used-instrument sale prices on the internet — millions of completed transactio…

webscrapingpythonapifydata
Dev.to Jun 2, 2026, 10:26 UTC
EN

LLM API pricing comparison: one schema across all 7 providers for $5.05/1K

Quick answer: There is no unified official API for LLM pricing. OpenAI, Anthropic, Google, Mistral, Groq, Together AI, and DeepSeek each publish the…

webscrapingpythonapifyai
Dev.to Jun 2, 2026, 05:30 UTC
EN

Kick Chat Scraper: archive live chat before it disappears forever

Quick answer: Kick.com exposes no API for past chat and no download button. A kick chat scraper connects to Kick's public Pusher WebSocket — the sam…

webscrapingpythonapifyautomation
Dev.to Jun 1, 2026, 19:20 UTC
EN

Bing Search API Replacement: scrape SERP results for $1.05/1K

Quick answer: Microsoft retired the Bing Search API on August 11, 2025. There is no longer an official endpoint. A Bing search scraper hits the same…

webscrapingpythonapifyseo
Dev.to May 31, 2026, 11:36 UTC
EN

ATS Tech Stack Detector: pull company back-end stacks from jobs for $5.05/1K

Quick answer: Greenhouse, Lever, and Ashby each publish a public job-board API that any job aggregator can hit — no auth required. An ATS tech stack…

webscrapingpythonapifydata
Dev.to May 31, 2026, 11:31 UTC
EN

Google AI Overview Tracker: 8-selector battery + citation drift telemetry

Quick answer: Google publishes no API for AI Overview citations. The only way to get the data programmatically is to render Google SERPs in a real b…

webscrapingseopythonapify
Dev.to May 31, 2026, 11:26 UTC
EN

How I built a Bluesky scraper using the AT Protocol API (and published it on Apify)

Bluesky hit 40 million users earlier this year, and unlike Twitter, it runs on an open protocol — the AT Protocol — where public data is genuinely p…

blueskywebscrapingtypescriptapify
Dev.to May 27, 2026, 18:37 UTC
EN

Your recurring scraper is re-downloading data that didn't change. Here's the 15-line fix (conditional GET)

Note: This is a cross-post. Canonical version (full long-form) lives on my blog: https://blog.spinov.online/blog/ethical-scraping-is-a-rate-limit-qu…

webscrapingpythonaiapify
Dev.to May 26, 2026, 01:12 UTC
EN

How to set up refresh-token-only OAuth for a multi-tenant Apify Actor (Gmail, 10 minutes)

How to set up refresh-token-only OAuth for a multi-tenant Apify Actor (Gmail, 10 minutes) If you're shipping an Apify Actor that calls a per-user Go…

tutorialpythonoauthapify
Dev.to May 20, 2026, 01:02 UTC
EN

Why my Reddit scraper went from 92% to 61% success rate in 30 days (and the one-line fix)

Why my Reddit scraper went from 92% to 61% success rate in 30 days (and how I fixed it in one config flag) I publish a small Reddit scraper actor on…

webscrapingredditapifyshowdev
Dev.to May 17, 2026, 15:35 UTC
EN

Track brand mentions across China's top 5 social platforms in one API call — $0.045 per mention

If your brand competes for Chinese consumers and you're not actively monitoring conversations on Weibo, RedNote, Bilibili, Douban, and Xueqiu, you'r…

webscrapingapifychinamarketing
Dev.to May 16, 2026, 10:36 UTC
EN

Sample dataset analysis: a 100-row snapshot of Sitemap

I pulled a 100-row sample of Sitemap to see whether the dataset is rich enough to support pipeline health checks, content auditing, structured-data…

webscrapingapifydatadataengineering
Dev.to May 15, 2026, 11:36 UTC

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