Collect data at scale with our detailed tutorials and case studies.
I ranked 8 Google Maps scraper APIs and the Places API on the same dentist searches. Only lobstr.io verified emails in the run, and it won at 9.3/10.
Claude can't open LinkedIn. Here's how I got it pulling jobs, leads with verified emails, companies and employees, posts and engagement via lobstr.io's MCP.
I ran multiple YouTube channel scrapers on the same 100 channels. lobstr.io wins at 8.13/10: all 7 data types, and channel data in 1 min 20 s for $0.20.
Scrape Google search results from unlimited keywords without code: organic results, ads, People Also Ask and ranks by city, with lobstr.io.
Here's how I pulled 700+ local leads from Google Maps, with 80+ data points each including bounce-verified emails, using Claude and a Google Maps MCP.
I tested 5 Trustpilot reviews APIs on the same 5 businesses for depth, cost, speed and data quality. Only 2 got past 200 reviews per business. Here's which.
I tested 4 Trustpilot scrapers. Apify won with deeper data, fast runs, and low entry pricing. lobstr.io came second: cheaper at scale, but slower.
I tested 7 Reddit scrapers on 4 jobs. lobstr.io wins: cheapest full threads at scale ($0.50/1K results), fastest runs, and deep threads. SociaVault 2nd.
Scrape YouTube channels with emails, subscribers and linked socials, no code needed. Get past the 10 emails a day wall, from $2 per 1,000 channels.
Google Maps email scraper, proven: 214,361 listings analyzed, then a public 100-listing test (57 business emails). Free, no code, and what it costs.
Scrape Leboncoin without code: paste a search URL, get every listing as a CSV with price, m², DPE and seller. Why the hidden API answers 403, and what works.
Learn how to scrape Reddit posts, comments, subreddits and search results without coding, no Reddit login. 64 data fields per result, step by step.
LinkedIn search, decoded for 2026: every Boolean operator and filter, the real 150-result cap and commercial limit, and how to turn any search into a CSV.
How Reply.io collects 240,000+ Sales Navigator leads with lobstr.io — split search past the 2,500 cap, dedup across runs, two synced accounts.
Every LinkedIn limit in one sourced table: connection requests, messages, InMails, searches, profile views — and how to get LinkedIn data without limits.
LinkedIn's terms say no. US courts say it's not a crime. The CNIL says GDPR still applies. Every LinkedIn scraping lawsuit, ruling and fine, in one place.
LinkedIn Follow vs Connect: the real difference, why some profiles only show Follow (or Message), and how to export both audiences as leads. Tested live.
I tested multiple AutoScout24 scrapers and ranked the top 4 on 1,000 listings. blackfalcondata won on condition data and tracking; 3x1t was faster and cheaper.
See real LinkedIn URL examples, learn how to find and copy yours on desktop and mobile, customize your vanity URL, and turn any profile URL into full data.
Find LinkedIn people and companies with directory URLs, Google, and search filters. See our access tests and learn which tools export profiles or companies.
Scrape LinkedIn Sales Navigator leads with verified emails and mobile numbers, 87 fields per lead, past the 2,500-result cap. No code needed.
Google's terms say one thing. US courts say another. And Google's own lawsuit against a scraper just reshaped the answer. Here's where the law stands in 2026.
The complete list of 4,053 Google business categories, each with its GCID code. Free Google Sheet and GitHub download included.
I bought and tested Sales Navigator leads scrapers on the same searches. Here are the best on data, speed, cost, and account safety.
Turn Google into a LinkedIn search engine: copy-paste X-ray dorks to find profiles and public emails, then scale it with a scraper, the CLI, or your AI agent.
Scrape Google Maps for leads with verified emails and 87 data points per business, with filters that keep out-of-area junk out of your list. No code needed.
Trustpilot's official API only returns your own business's reviews. Here's what it does, where it stops, and how to pull any listing's reviews at scale.
I tested the top no-code Google Maps scrapers on the things that actually decide a purchase... data, usability, speed, cost, and scale.
I tested 4 LinkedIn leads scrapers on a 1,000-prospect job. lobstr.io ranked #1 overall; Apify's HarvestAPI won on completion and email volume.
Most Trustpilot scrapers cap out at 200 reviews per listing. Here's how to scrape all Trustpilot reviews at scale, with no login and no account to connect.
I tested 6 Immoweb scrapers on a 1,000-listing job. Apify's ivanvs won on speed and coverage; azzouzana ranked second, cheaper but slower.
I tested every PAP.fr scraper I could find on the same search URLs. Two finished. lobstr.io came out cleanest and cheapest at scale, $100 per 100K listings
Scrape any Immoweb search into 46 data points per listing, including agency phone numbers. No code, no login. Here's the full step by step.
I ran the same 1,000-article job through 4 Google News scrapers, lobstr.io won at data, speed, & support. Outscraper was the cheapest.
lobstr.io is the best Instagram Post scraper in 2026 for speed, comment depth, and support. Apify is runner-up for broader metadata.
I ran the same 50 LinkedIn profiles through every no-code scraper I found. Only 2 survived. lobstr.io wins on data, cost and support. HarvestAPI is 2x faster.
Leboncoin's official API values cars by licence plate and never returns a listing. I tested the 2 APIs that actually give you listing data at scale.
lobstr.io is the best Instagram profile scraper in 2026, cheapest at scale at $0.50 per 1,000 profiles. Bright Data is the runner-up.
lobstr.io is the best realtor.com scraper in 2026: richest data at 219 fields, biggest scale ceiling, and $0.50/1k at scale. Apify is the runner-up.
I tested the top no-code plus api PagesJaunes scrapers, looking at data depth, pricing at scale, and ease of use. Here's the honest breakdown.
I ran the same 1,000 reviews through every Google reviews scraper, then ranked the 3 best on data, speed, cost, and scale.
I tested every Leboncoin scraper on the same real-estate listings, then ranked the 3 best on data, phone access, speed, cost, and scale.
I paid for and tested every Yelp reviews scraper out there, then ranked the 3 best on data, speed, cost, scale and support. Here's what actually works.
How LAGeSo Berlin built a food-borne illness early-warning system, fueled by 1M+ Google Maps reviews a month from lobstr.io.
A step-by-step guide to scraping Yelp reviews at scale using lobstr.io. No code, no broken tools, no nonsense.
I tested the top no-code Yelp scrapers for data coverage, real-world reliability, and what they cost once you scale. Here's the no-fluff breakdown.
How Decathlon's data analysts pull 30,000+ Leboncoin and Vinted listings a week with lobstr.io to feed pricing, demand, and circular-economy analyses.
I tested the best no-code Idealista scrapers, checking data, pricing, and how each holds up at scale. Here's what I found.
A no-code guide on scraping every review from any Google Maps business... all 30+ data points per review, no API caps, no proxies, no Python.
How Conscious Futures filters 25k+ Instagram creators a year into qualified leads — 2.2× cheaper than Apify, via lobstr.io and n8n.
Learn how to scrape Instagram profiles and recent posts using the lobstr.io Python SDK. Full working code, no login, no proxies.
A no-code guide on scraping all posts from any public Instagram profile, or data from a single post URL. No login, no proxies required.
I tested the best no-code Bien'Ici scrapers — checking data fields, pricing, ease of use, scalability and speed. Here's what I found.
Scrape Instagram profiles using Python and Lobstr.io Instagram Profile Scraper API at scale without getting blocked.
I tested the top no-code LaCentrale scrapers, checking data accuracy, pricing, and how each holds up at scale. Here's what I found.
I tested the best no-code TikTok comments scrapers for scale, cost, data quality, and speed. Here's what actually works at volume without breaking.
Learn how to scrape Instagram comments at scale without coding. Step-by-step guide using lobstr.io with comment sorting, reply tracking.
A deep dive into how commercial bot detection systems work - from JavaScript obfuscation and bytecode VMs to the 200+ browser signals they collect.
Learn how to scrape all comments from any TikTok video without coding or logging in. 20+ data points per comment, 800+ comments per minute.
I tested and compared the best no-code Instagram Reels scrapers so you don’t waste hours on tools that break, overcharge, or do less than they promise.
Looking for Outscraper alternatives? I tested and compared the best options. Lobstr.io, Apify, and Phantombuster scored against 7 key pillars.
I compared the best TripAdvisor reviews scrapers based on affordability, scalability, speed, and data quality.
Learn how to scrape TripAdvisor reviews at scale without coding. Step-by-step tutorial using Lobstr.io with filtering, scheduling, and Google Sheets export.
Learn how to scrape Instagram profiles without coding or login. A practical guide to collect public profile data affordably at scale, with posts and Reels.
Learn how to download all Reels from any Instagram account without watermark, with metadata and AI transcription.
Explore LinkedIn Sales Navigator pricing for 2026. I compared all plans to find the best option for you along with features, free trials, and discounts
Read the most comprehensive guide on using Google reviews API for building scalable review analysis apps at scale.
I tested and compared the best Google rank tracking and SERP collection APIs of 2026 based on speed, pricing, scalability, stability, and dev-friendliness.
How Geolid cut Google Maps data costs by 4× while achieving 70% better zip-code-level accuracy and 3× area expansion using lobstr.io.
Let me show you how to scrape LinkedIn profiles using Python and Requests along with verified work emails. FULL CODE INLCUDED
Let me show you how to scrape LinkedIn profiles without coding, in the safest possible way and at scale, along with verified work emails.
I compared the best LinkedIn Sales Navigator companies scrapers to find the safest, most affordable, most scalable, and fastest options.
Learn how to Export Sales Navigator Accounts data from search and export employees/decision makers from those companies without coding.
Learn how to scrape Instagram Reels data from thousands of public profiles without coding using Lobstr.io's Instagram Reels Scraper
Learn how to use Lobstr.io to find B2B leads for manufacturers at scale with decision maker details, verified emails and phone numbers.
I tested the best evaboot alternatives to find the best one that offers better data, cheaper pricing, and better scale.
Best no-code alternatives to Lobstr.io you can consider if Lobstr.io doesn’t have a specific set of features you’re looking for.
I tested and shortlisted the 10+ best email list cleaning services for bulk email validation to help you improve deliverability and reduce bounce rates.
In this Vinted API Guide 2025 you’ll discover the official API, the hidden internal API for data collection, and the best third party Vinted APIs.
I reviewed 40+ cold calling software and finalized the 7 best dialers for cold calling for small/medium sized businesses.
The complete masterclass on B2B outbound lead generation. Learn data-driven strategies, the full process, case studies, and tools.
In this article, I’ll answer 3 questions: Does LinkedIn offer any official API for Sales Navigator? How much does it cost? What are the best alternatives?
I built an AI powered LinkedIn bot for automated lead generation without writing a single line of code. Here’s how you can do it too.
Learn how to export your own LinkedIn contacts and the contacts of your connections (1st and 2nd degree) with verified emails easily and safely in 2025.
I tested user reviews and data to find 11 ZoomInfo alternatives with better pricing, accuracy, and coverage. Here’s the full comparison.
What is LinkedIn X-ray? How to do LinkedIn X-ray search? And how I built an AI powered LinkedIn X-ray search tool with Lobstr.io and OpenAI.
I tested, compared, and compiled a value-driven list of 19 best B2B data providers and vendors of 2025 (based on accuracy, pricing, and scalability).
The ultimate solar lead generation guide. Learn how to generate and sell high-quality solar leads in 2025 with data-backed and proven strategies.
Here's how to do Google Maps lead generation i.e. from finding b2b local leads to outreach and automation in just $100
I built a Twitter bot cum AI agent to automate my entire content creation process. Here’s how you can build one too, without any coding!
Learn how to export followers from any LinkedIn company page using Lobstr.io in 4 simple steps. No admin access required.
I tested all available Apify alternatives (both APIs and no-code tools) and found the best ones for you. Here goes the complete (ranked) list.
I tested and compared the top 6 no-code workflow automation tools of 2025 that boost productivity, streamline processes, and empower teams.
I reviewed all Phantombuster alternatives and compiled the list of best ones for different use cases. Here’s the final list:
In this article, we’ll compare the best twitter scrapers for scraping tweets, profiles, and trends. This listicle only focuses on no-code twitter scrapers.
In this article, we’ll compare 15+ Google search scrapers and SERP APIs based on speed, data attributes, performance, pricing, and cool features.
I found and compared the best Vinted bots and ended up creating my own AI agent using Lobstr.io and GPT to replace them at a fraction of the cost.
We tested dozens of email finder APIs and selected the top 9 for you. Here is a complete comparison based on accuracy, speed, and affordability.
Explore how to scrape Twitter (X.com) using Python in 2025. Learn how to scrape top and latest tweets from Twitter search and #hashtags for trend analysis.
Explore how to use AI for lead generation in 2025 with proven strategies, tools, and a detailed practical walkthrough using a real lead generation campaign.
Learn why your SaaS lead generation strategies might be failing and how to fix them. This is your ultimate SaaS lead generation troubleshooting guide.
In this mini-course, I’ll help you master local lead generation in 2025 using proven strategies, best tools, and practical tips to grow your business
I tested and compared the best data enrichment tools of 2025 that you can try for free to boost your CRM with enriched data and enhanced lead quality.
Learn how to write the best outreach email with tips from industry experts, proven frameworks, and surprising statistics. Plus, I’ve included 10+ templates!
Explore the best SMS marketing software of 2025. I compared dozens of SMS sending tools and shortlisted the top options to help you find the perfect fit.
Explore the best cold email software of 2025. I compared dozens of tools and shortlisted the top options to help you find the perfect fit for your outreach.
Learn how to start a professional email with 20+ examples plus get tips on greetings, opening lines, and setting the right tone for any situation.
Learn how to safely buy LinkedIn accounts online in 2025 with this comprehensive guide. Discover trusted marketplaces and tips for avoiding scams
Learn how to write a professional email sign-off with expert tips, insightful stats, and over 50 examples to make a lasting impression.
Learn what 1st, 2nd, and 3rd connections mean on LinkedIn, how they impact your networking reach, and tips for building a strong professional network
Learn how to master LinkedIn InMail for outreach in 2025 with proven strategies, frameworks, and ready-to-use templates
Let's learn how to use LinkedIn Sales Navigator to generate leads with practical tips, best practices, and examples to boost your outreach in 2024
Learn how to easily extract emails from LinkedIn Sales Navigator in 2024 without writing a single line of code and without going broke.
In this article, I compared the top no-code LinkedIn email extractor tools of 2024. Learn how to easily extract emails from LinkedIn for lead generation.
Best phone number extractor tools to collect phone numbers from documents, websites, and google maps without coding
Learn how to effectively use P.S. in email to improve messaging and drive conversions with best practices, benefits, and examples of using P.S in email
Wanna scrape Google Maps but don’t know which scraper to choose? Pick the best. Scrape Google Maps business listings at scale. 10x your lead generation.
100+ best cold email subject lines to boost open rates, grab attention, and drive conversions plus SPAM triggers and formulas
Learn types of cold outreach, strategies, crafting perfect cold emails, follow-up tactics, and best practices to boost your success rates.
Discover 10+ proven strategies for B2B SaaS lead generation in 2024. Learn how to attract and convert high-quality leads to boost your business growth.
Learn how to attract more visitors to Google Business Profile in 2024. This guide explores factors affecting your ranking, useful SEO tips, and checklists.
Discover 12 reasons why your business might not be showing up on Google and learn effective solutions to fix each issue.
Discover how to build a complete LinkedIn Outreach strategy and close deals on automated. Leverage Reddit expert tips from real world experience.
Learn how to delete a Facebook page in 2024 with this step by step guide. Discover how to delete your own page and remove copy-cat or impersonator pages easily.
Why build a costly audience when you can steal your competitors’? Discover 5 secret tips to catch your competitors’ customers on LinkedIn for free.
In this article what does search google or type a url mean, which one to prefer, some secret search tips, some safe URL uses, and a lot more.
Discover how much it does cost to post a job on LinkedIn. With 10+ real-life examples, depending on job type and industry. Plus a free scalable method.
Learn how to delete Google reviews with this step-by-step guide. Discover how to remove Google reviews damaging your brand reputation legally and ethically.
In this article, we’ll explore types of Twitter Shadowban, how to check shadowban, how to fix it and how to avoid getting shadowbanned in future.
The complete list of all 434 LinkedIn industries available in 2024, and what to do if yours is not here. Exhaustive and up-to-date list content.
In this article, we’ll see what is a LinkedIn impression, why it is different from a view. And how to maximize your impression count.
In this article, we’ll explore the best Google Maps rank trackers and learn how to build a personalized Google Maps rank checker for free, without coding.
In this article, we’ll learn how to do Google reviews search by name and keywords, categorize reviews, and analyze for maximum value.
In this article, we’ll learn 5 smart but simple ways to do Twitter search without an account in 2024. No Twitter guest account or temporary login required.
A complete guide to Twitter Advanced search. Learn how to use Twitter search like a pro, learn how to search tweets by search operators and filters.
Discover what the LinkedIn SSI score means, and where to find your own score. Achieve a top 1% industry SSI rank and become a valuable social selling leader.
In this article, we’ll learn how to track twitter mentions for free in 2024. We’ll build an autonomous Twitter mentions tracker without any coding or API.
In this article we’ll see how to reach out to a Recruiter on LinkedIn. Break into the largest professional network worldwide. 10x your job opportunities.
In this article we’ll see how to find phone numbers from LinkedIn & Sales Navigator. One by one. Manually. Or in bulk at a fast pace. For free.
In this article, we’ll learn how to scrape X (formally Twitter) user profiles data in 2026 without costly Twitter API. No coding required. Totally for free.
In this article, we’ll compare the performance of 10 prominent LinkedIn Sales Navigator Leads Scrapers. Speed, cost, email enrichment: may the best win.
In this article, we’ll learn how to scrape Facebook business pages from Facebook search, using keywords in 2024. No coding required. Totally for free.
In this article, we’ll learn how to scrape all tweets from X (formally Twitter) search results without any API in 2024. No coding required. Totally for free.
In this article, we’ll see how to scrape live streams of WebSocket data with Python from the most famous Solana meme coins market: DexScreeners. To the moon.
In this article, we'll look at how to scrape up to 3,000 likers per LinkedIn post using Python & requests. Simple open-source code and lightfast collection.
In this article, we’ll learn how to scrape Facebook pages without login in 2024. No coding required. Totally for free.
Scrape Google Maps with Python at scale. With a stable piece of code and all local places. Collect all you need with our comprehensive API.
Here is an exhaustive list of (hot) tools to scrape reviews on Google Maps in 2024. Without writing a single line of code. Choose the best.
In this article, we’ll learn how to scrape all tweets from X (formally Twitter) from any profile without any API in 2026. No coding required. Totally for free.
In this article, you’ll learn how to extract yelp business listings without any coding or manual headache, absolutely for free.
Wanna collect TikTok top ads, but you don't want to spend hours coding? Discover how to do it in 3 clicks. For free.
In this article, we’ll see how to scrape Google News in an easy and solid way. Python only. 2023 updated edition.
Step-by-step guide to automate Vinted scraping and direct delivery to Discord using Lobstr.io and Zapier.
Scrape Vinted products from 19+ domains with 30 data attributes, that too without writing a single line of code.
In this blog, you'll learn how to scrape Google News without writing a single line of code. At massive scale.
Learn how to build your own local business listings scrapers from yelp using Python and requests. Full code and step by step process included.
Some people pretend they can extract data at scale from Idealista.com. Few truly succeed. Discover the 5 best no-code Idealista scraping tools.
Step by Step tutorial to scrape property listings from Idealista without writing a single line of code.
Web scraping is nice but you need to develop a scraper for each page type. In this tutorial we will use ChatGPT instead.
Elon Musk is a nice guy. But the API now costs an arm and a leg. In this tutorial, we'll see scrape Twitter. Free.
In this tutorial we will see how to bypass a (simple) captcha programmatically with Python3 and Pytesseract.
In this tutorial, let's download free anarchist ebooks from an .onion site. On the darknet, with Python3 and requests.
In this tutorial, we will see how to scrape PDFs programmatically site with Python3 and Tika library.
In this tutorial, we will see how to scrape sites anonymously using a Tor proxy, with Python3 and Torpy library.
Let’s scrape data from TripAdvisor in a couple of seconds. No line of code. @mails included. For free!
Let’s scrape data from Leboncoin and export it directly into a collaborative GoogleSheet. With no code. For free.
Data scraping, or stealing publicly available data on the Internet, is of course totally illegal. We’ll discover why.
How LVMH Digital categorized 14,000+ e-retailer pages across Sephora, Ulta, and Nocibé to monitor brand visibility and save 70 days of manual work.
How Bain benchmarked 18M+ second-hand listings across 6 resale platforms in 3 countries to support M&A due diligence and map market share by category.