BestCrawler journalVol. 02
Notes for people who need the data to work.
Practical, source-linked answers covering the complete path from a public URL to a validated production dataset.
02Data field manual
August 2026
Workflow · 11 min read
How to Build a Hiring Intelligence Pipeline With Public Job Data
A production blueprint for turning public job listings into hiring signals: collection, raw storage, normalization, deduplication, enrichment, QA, and alerts.
Read lead story →Topic desks
01—05Choose the problem space.
Every desk is a search-intent hub with focused guides and direct routes into the Actor directory.
Job data
Guides to multi-source job collection, hiring signals, salary research, and company enrichment, plus the pipelines that keep job data usable in production.
Social intelligence
Methods for public community, creator, trend, post, and audience research across Telegram, Reddit, Instagram, and TikTok, with the source caveats that matter.
Video knowledge
Working with transcripts, captions, translations, and downloads from public video, and turning them into knowledge pipelines you can search and reuse.
Market signals
Commerce, property, vehicle, and local-business intelligence: how to collect pricing, inventory, and listing data across markets without over-reading it.
Data operations
The operational half of web data: choosing Actors, calling APIs, validating datasets, managing crawler access, and delivering results reliably in production.
Complete journal
Newest and updatedEvery guide in the field manual.
Operations guide 10 · 7 min read
Keyword Ranking API Pricing: 8 Vendors per 1,000 Queries
Eight keyword ranking APIs normalised to one number: cost per 1,000 queries, measured from their own published tiers on 2026-09-04, plus which have no monthly minimum.
Video guide 06 · 7 min read
Transcribing Podcasts and Recordings You Already Host
Most transcript APIs want a platform link. When the audio is your own — a podcast, a recorded call, an archive in S3 — you need the direct-file path instead.
Video guide 05 · 7 min read
Instagram Reel Transcript API: From Public URL to Text
Turn a public Instagram reel into timestamped text with one API call: what you get back, what qualifies as input, and how translation into 133 languages works.
Operations guide 09 · 8 min read
Keyword Search Volume API: What You Can Actually Get
There is no official Google search volume API. What keyword data you can get programmatically, what the numbers mean, and when relative interest answers the question.
Property guide 06 · 9 min read
Which Property Search Filters Actually Change Your Results
Fourteen property APIs, one question: does the rent, sale, sold and property-type filter you send actually reach the source? Verified by running each one.
Jobs guide 06 · 9 min read
Job Data API Coverage: Which Countries Each Board Actually Serves
LinkedIn serves 98 countries, Glassdoor 23, Bayt 17 Middle East markets, Naukri one. A verified coverage map for picking job data sources by geography.
Market guide 05 · 8 min read
Multi-Retailer Price Monitoring: One Schema, Very Different Retailers
How to track prices across Amazon, Walmart, eBay and regional retailers in one dataset — and which fields each retailer actually fills.
Social guide 05 · 9 min read
Reddit Research APIs Compared: Community, Posts, People, or Search
Reddit exposes four distinct research surfaces — community profile, post feeds, people, and keyword search. Which one answers which question, with field counts.
Operations guide 08 · 8 min read
From Actor Run to Google Sheets and Slack: Wiring Web Data Into Daily Work
How to turn a scheduled Actor run into a working alert and archive pipeline: dataset exports, no-code automation nodes, digest design, and the deduplication that keeps alerts trustworthy.
Market guide 03 · 9 min read
Google Maps Local Business Research: From Search Query to Qualified List
A practical method for collecting public place and business fields, deduplicating locations, qualifying leads, and keeping source evidence in local-market research.
Jobs guide 05 · 9 min read
How to Enrich a Company List From Public Profile Data
Turn a list of company names into a researchable dataset using public profile and job signals, with matching rules and the fields that keep it honest.
Field note 05 · 8 min read
How to Give an AI Agent Live Web Data
A practical guide to wiring real-time web data into AI agents: choosing tools over scrapers, designing the data contract an LLM can reason about, and controlling cost and failure.
Video guide 04 · 8 min read
Video Captions vs Transcripts: Which Text Source Fits the Job
Captions and transcripts look interchangeable and are not. Compare coverage, timing accuracy, speaker data, language handling, and cost at volume.
Operations guide 07 · 7 min read
Google Trends Data as an API: Programmatic Keyword Research Without the Export Button
How to turn Google Trends into a repeatable data feed for SEO and market research: batching keyword comparisons, reading interest timelines, and mining rising queries at scale.
Social guide 04 · 7 min read
How to Build a Creator Outreach List from Public Data
A repeatable pipeline for influencer and creator outreach: discovering creators by niche, enriching profiles across YouTube, Instagram, and TikTok, and extracting published business contacts responsibly.
Jobs guide 03 · 10 min read
LinkedIn vs. Indeed vs. Glassdoor Job Data: Which Source Fits the Workflow?
Compare LinkedIn, Indeed, and Glassdoor job data by research intent, field depth, employer context, duplicate risk, geography, and maintenance cost.
Social guide 03 · 8 min read
A Reddit Research Workflow for Communities, Posts, and Viral Signals
How to structure public Reddit research around subreddits, posts, profiles, dates, source links, sampling limits, and reproducible topic analysis.
Video guide 03 · 9 min read
A Video-to-Social Content Workflow That Keeps Source Context
Turn public video transcripts into social drafts without losing timestamps, claims, approvals, channel constraints, or the link back to the original source.
Field note 02 · 8 min read
How AI Crawlers Read Websites: HTML, Robots, and Retrieval Access
A technical guide to the crawler roles, HTML requirements, robots controls, redirects, and CDN settings that determine whether AI search can retrieve a site.
Jobs guide 04 · 11 min read
How to Build a Hiring Intelligence Pipeline With Public Job Data
A production blueprint for turning public job listings into hiring signals: collection, raw storage, normalization, deduplication, enrichment, QA, and alerts.
Market guide 01 · 10 min read
How to Build an Ecommerce Price and Assortment Monitor
A source-first blueprint for monitoring product prices, availability, sellers, promotions, and assortment changes without confusing observations with ground truth.
Field note 04 · 8 min read
How to Choose an Apify Actor for a Production Data Workflow
A source-first method for comparing Apify Actors by entity, geography, schema, freshness, pricing, limits, and a real sample run before scaling.
Jobs guide 01 · 9 min read
How to Collect Job Listings From Multiple Sites in One Dataset
A practical guide to multi-source job data: when to use an orchestrator, which fields to normalize, how to deduplicate listings, and how to verify coverage.
Operations guide 05 · 11 min read
How to Run an Apify Actor by API in a Production Application
A production integration pattern for Actor input, asynchronous runs, status handling, datasets, secrets, retries, idempotency, and observable delivery.
Jobs guide 02 · 8 min read
How to Use Glassdoor Job Data for Market and Hiring Research
Turn public Glassdoor job listings into defensible hiring signals with a source-first schema, freshness controls, employer grouping, and sample validation.
Operations guide 06 · 10 min read
How to Validate Scraped Data Quality Before It Reaches Production
A reusable quality gate for scraped datasets covering source evidence, completeness, validity, duplicates, freshness, drift, anomalies, and manual review.
Social guide 02 · 9 min read
Instagram and TikTok Trend Research Without Vanity-Metric Traps
A source-aware method for comparing public creator and trend signals across Instagram and TikTok while controlling for time, discovery method, and incomplete metrics.
Market guide 02 · 11 min read
Real Estate Listing Data: A Multi-Market Collection and Normalization Guide
How to collect and normalize public property listings across marketplaces while preserving price, address, area, agent, source, and observation context.
Field note 01 · 9 min read
SEO and GEO for Data API Pages: A 2026 Field Guide
A practical framework for making data API and Apify Actor pages crawlable, useful, quotable, and easy to select in both search engines and AI answers.
Social guide 01 · 9 min read
Telegram Community Research: Members, Chats, and Public Group Signals
A responsible workflow for Telegram community research using public or legitimately accessible member, chat, and group information with source evidence and scope controls.
Market guide 04 · 9 min read
Vehicle Marketplace Data: A 52-Source Monitoring Framework
How to normalize public vehicle listings across marketplaces using make, model, trim, year, mileage, price, seller, location, and source-level evidence.
Video guide 01 · 10 min read
Video Transcript API Guide: From Public URL to Searchable Knowledge
A production guide to video transcription workflows: source validation, language, timestamps, speaker limits, exports, quality checks, and AgentX Actor selection.
Field note 03 · 10 min read
What Improves AI Citations? An Evidence-First Content Playbook
A measured guide to citation-ready writing: direct answers, sources, statistics, topical coverage, freshness, and the tactics that should not drive a content strategy.
Video guide 02 · 8 min read
YouTube vs. TikTok Transcript APIs: Inputs, Metadata, and Use Cases
Compare YouTube and TikTok transcript workflows by URL type, video context, timestamps, language, batch behavior, and downstream research needs.
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