Best no-code scraping tools in 2026 — honest ranked list for operators, not engineers (10 vendors compared)

Want to try Browse AI?

If you answered non-technical operator + recurring monitoring + mainstream target + under 500K pages/mo, start with Browse AI.

Browse AI Free covers 50 credits/mo forever — enough to record 1-2 robots and confirm the target works before paying. Personal at $19/mo annual is the right entry once you commit (2K-12K credits, 5 websites, 3 users). Professional at $69-$87/mo unlocks workflows and 10 seats when you need them. 250+ pre-built robots for Amazon / Indeed / Airbnb / LinkedIn / Maps. AI change-detection absorbs maintenance. Native Google Sheets / Airtable / Zapier / Make / webhooks / S3 delivery.

Pricing: Free 50 credits/mo · Personal $19/mo annual · Professional $69-$87/mo · Premium from $500/mo

Best for: Marketers, RevOps, analysts, and agency operators who need recurring web data (competitor pricing, lead lists, listings, news monitoring) without filing engineering tickets. The structural sweet spot is non-technical operators running 1-20 scheduled robots against mainstream targets where AI change-detection absorbs the maintenance tax that kills DIY scraping pipelines.

Wins when: The person running the scrapes isn't an engineer. AI change-detection is the wedge — robots adapt automatically when target sites update layout, where every other tool (custom or no-code) requires manual fixes. 250+ pre-built robots for Amazon, Indeed, Airbnb, Maps, LinkedIn, Zillow cut deploy time on popular targets from hours to minutes. Native Google Sheets/Airtable/Zapier/Make/webhooks/S3 delivery means data lands in your downstream workflow without glue code. Residential proxies bundled at every tier — no separate proxy contract.

Loses when: Volume crosses 1M+ pages/mo (Premium tier $500+ for 600K credits gets beat by Bright Data's per-GB committed plans). Hardened anti-bot targets — Cloudflare Enterprise, DataDome, Imperva — Browse AI bundled anti-bot caps out where Bright Data Web Unlocker keeps working. Engineering-owned teams who can absorb maintenance hours hit lower per-page cost with raw Bright Data + Puppeteer. Workflows (chained robots) locked to Professional tier — Personal can't do multi-step extractions.

Honest strength: Only no-code scraping product where a non-technical operator goes from 'I need this data' to 'data in my Sheet' in under 30 minutes. AI change-detection is the structural maintenance moat. 250+ pre-built robot marketplace. Native integrations across Google Sheets, Airtable, Zapier, Make, webhooks, S3, REST API. Real free tier (50 credits/mo forever, not a trial). Flat-fee pricing predictable in a way Bright Data's consumption model isn't.

Honest weakness: Credit-based pricing gets expensive at high volume (Premium $500+/mo starts at 600K credits — the gap between Professional and Premium is steep). Hard-target anti-bot caps out vs Web Unlocker. Workflows behind Professional tier. Custom interaction control (multi-step authentication, conditional branching, custom JS mid-flow) hits a no-code ceiling Octoparse and Apify don't.

When to pick Browse AI: You're a marketer, RevOps lead, analyst, or agency operator who needs recurring web data without hiring an engineer. Browse AI Personal at $19/mo annual is the structural default for 1-5 robots running daily/weekly. Validate on free tier first (50 credits — enough to confirm Browse AI handles your target), upgrade to Personal once you commit, jump to Professional when you hit the credit ceiling or need workflows.

Read the full Browse AI review →

Pricing: Free 10K records · Standard $89/mo · Professional $249/mo · Enterprise custom

Best for: Operators who need granular point-and-click control over complex interaction flows (form submission, login navigation, conditional clicks, custom XPath) and don't mind the desktop-app heritage. The structural sweet spot is one-off market research extractions or vertical scrapes where the target site needs custom interaction beyond what cloud-first no-code tools handle.

Wins when: The extraction requires custom interaction Browse AI can't handle — multi-step authentication, conditional branching, fine-grained XPath, complex click-paths through filters. Windows desktop app for offline editing is the right shape if you want to record and test locally before deploying to cloud. Free tier (10K records) more generous for one-off extractions than Browse AI's 50 credits.

Loses when: You want cloud-first with no desktop install — Octoparse's Windows-app heritage shows even in the cloud experience. AI change-detection is the maintenance moat Browse AI owns; Octoparse robots break more often when sites update. Native integration depth (Google Sheets, Airtable, Zapier, Make, webhooks) thinner than Browse AI. Standard tier at $89/mo is ~4× the cost of Browse AI Personal ($19) for solo recurring monitoring.

Honest strength: Granular interaction control — XPath, conditional logic, multi-step form submission, custom click paths. Windows desktop app for offline robot building. Generous free tier (10K records). Long track record in the category (10+ years).

Honest weakness: Desktop-app heritage feels dated vs cloud-first competitors. Integration depth lighter than Browse AI. No AI change-detection — robots need manual fixes when sites update. Standard tier ($89/mo) overpriced for solo recurring monitoring vs Browse AI Personal.

When to pick Octoparse: You're running a one-off complex extraction or vertical scrape where the target requires multi-step interaction that Browse AI's point-and-click can't capture. Octoparse Standard at $89/mo is the structural answer when you specifically need the interaction depth — otherwise Browse AI wins on accessibility, AI maintenance, and price.

Pricing: Free $5/mo credit · Starter $49/mo · Scale $499/mo · Business custom

Best for: Semi-technical operators and small engineering teams who want the breadth of a 1,500+ pre-built actor marketplace and don't mind pay-per-compute pricing. The structural sweet spot is teams running diverse scraping motions across many target sites where the marketplace catalog covers most needs and compute scales with usage.

Wins when: Marketplace breadth matters — Apify's 1,500+ actors is the largest pre-built catalog (Browse AI 250+, Octoparse 500+). Pay-per-compute is the right fit if your usage is spiky or one-off rather than steady-state recurring. Engineering team can write custom actors in Node.js / Python when off-the-shelf doesn't cover — Apify is API-first and developer-friendly in a way Browse AI isn't designed to be.

Loses when: The person running scrapes is non-technical — actor marketplace helps but custom configuration needs code. AI change-detection isn't built in — actor maintenance depends on the original author. Pay-per-compute pricing volatile in a way solo operators struggle to budget. Native integration depth into Google Sheets, Airtable, Zapier thinner than Browse AI's no-glue-code model.

Honest strength: 1,500+ actor marketplace (largest in category). API-first with full SDK access for custom actors. Pay-per-compute scales linearly with usage. Strong developer experience and documentation.

Honest weakness: Not built for non-technical operators as primary user — actors help, custom needs code. Actor maintenance depends on community authors (not Apify itself, not AI-managed). Pay-per-compute volatility hurts predictable budgeting. Setup time longer than Browse AI for someone without engineering chops.

When to pick Apify: You're a semi-technical operator or small engineering team running diverse scraping motions where marketplace catalog breadth matters and you'd rather pay-per-compute than commit to flat monthly tiers. Apify Starter at $49/mo is the entry point — but if the user running scrapes is non-technical, Browse AI wins on accessibility and maintenance.

Pricing: Free 100 credits · Starter $20/mo · Teams $99/mo annual · Enterprise custom

Best for: Solo operators and small teams who want lightweight scraping bundled inside a broader browser automation product — scrape a LinkedIn profile while you're looking at it, push to a CRM, trigger a follow-up. The structural sweet spot is sales/RevOps individuals using Chrome as the primary workspace where scraping is one feature in a larger automation flow.

Wins when: Browser-extension form factor matters — scraping triggers from inside Chrome while you're browsing rather than cloud-scheduled robots. Bundled automations (form fills, copy-paste, multi-app workflows) beyond pure scraping. AI agent angle (Magic Box) auto-builds automations from natural language prompts. Free tier (100 credits) generous for individual-operator use.

Loses when: Scraping at scale — Bardeen is extension-bound and credit-limited in a way pure scraping tools aren't. Scheduled cloud robots are a weaker shape than Browse AI's purpose-built monitoring. Hard-target anti-bot — Bardeen runs in your browser session, so capability caps with whatever your Chrome can do unauthenticated.

Honest strength: Browser-extension form factor — scrape what you're looking at, no cloud setup. Strong bundled automation breadth (LinkedIn → CRM, Sheet → email, multi-app workflows). AI agent (Magic Box) for natural-language automation building. Solid free tier for individual operators.

Honest weakness: Not purpose-built for cloud-scheduled recurring scraping at scale. Extension-bound — runs in your browser session, so capability caps with what your Chrome can do. Credit limits hit fast at any serious volume. Best treated as an automation tool with scraping inside, not a scraping tool with automations.

When to pick Bardeen: You're a solo sales/RevOps operator who lives in Chrome and wants lightweight scraping bundled with broader browser automation — not a recurring-monitoring tool. Bardeen Starter at $20/mo overlaps Browse AI Personal on price but solves a different shape (browser-triggered automations vs scheduled cloud robots). Pick by primary use case.

Pricing: Starter $69/mo · Pro $159/mo · Team $439/mo

Best for: Outbound sales operators and growth marketers running LinkedIn-led prospecting motions — Sales Navigator search export, profile enrichment, connection requests, message automation. The structural sweet spot is teams whose primary scraping target is LinkedIn and who need the LinkedIn-specific phantoms (over 100 pre-built) more than they need a general-purpose scraper.

Wins when: LinkedIn is the primary target — Phantombuster's LinkedIn phantoms (Sales Navigator search export, profile scraper, connection sender, message sender) are more depth-first than Browse AI's general-purpose LinkedIn robot. Outbound-automation bundling — phantoms chain into sequences in a way Browse AI doesn't.

Loses when: Your scraping motion is broader than LinkedIn — Phantombuster's catalog narrows fast once you leave LinkedIn / Twitter / Instagram. Cost — Starter $69/mo is ~3.6× Browse AI Personal ($19) for solo recurring monitoring on non-LinkedIn targets. LinkedIn account-ban risk is real and Phantombuster doesn't fully mitigate it — operator discipline required.

Honest strength: Deepest LinkedIn-specific scraping + automation catalog in the category. 100+ pre-built phantoms for LinkedIn, Sales Navigator, Twitter, Instagram. Sequences chain phantoms together for end-to-end outbound motion.

Honest weakness: Heavily LinkedIn-centric — catalog narrows outside social platforms. Account-ban risk on LinkedIn isn't fully mitigated regardless of vendor claims — proceed with awareness. Pricing premium ($69 entry) doesn't earn vs Browse AI for any motion broader than LinkedIn.

When to pick Phantombuster: Your scraping motion is dominantly LinkedIn-led prospecting — Sales Nav exports, profile enrichment, connection automation. Phantombuster Starter at $69/mo is the LinkedIn-specialist answer. If your motion is broader than LinkedIn, Browse AI Personal wins on cost and target coverage.

Pricing: Bronze $24/mo · Silver $49/mo · Gold $99/mo (lifetime deals via AppSumo historically)

Best for: Solo operators and small teams who want scraping bundled with AI enrichment (data cleaning, classification, translation, summarization) in one workflow product. The structural sweet spot is operators stitching scrape → enrich → deliver without separate Clay/OpenAI/n8n contracts.

Wins when: AI enrichment matters in the same workflow as the scrape — Hexomatic bundles Anthropic / OpenAI / Google AI calls inside the workflow builder. Lifetime-deal pricing (when available on AppSumo) wildly undercuts subscription competitors for the right buyer. Workflow-builder paradigm wins if you prefer node-based flows over scheduled robots.

Loses when: Pre-built target catalog matters — Hexomatic's scraper marketplace narrower than Browse AI 250+ or Apify 1,500+. AI change-detection isn't built in. Brand and procurement weight smaller than Browse AI or Bright Data — less credibility at IT/security review.

Honest strength: AI enrichment bundled with scraping in one workflow product. Workflow-builder paradigm for sequenced flows. Lifetime-deal pricing available historically on AppSumo — operator-reported $99-$200 one-time deals exist.

Honest weakness: Smaller pre-built target catalog. No AI change-detection. Less procurement weight than top-3. Roadmap and support cadence less aggressive than Browse AI or Apify.

When to pick Hexomatic: You're a solo operator running scrape + enrich workflows where AI enrichment in the same product matters and you'd otherwise be stitching Browse AI + Clay + OpenAI separately. Hexomatic Silver at $49/mo is the bundled answer — but the catalog narrowness limits use cases.

Pricing: Free 200 pages/run · Standard $189/mo · Professional $599/mo · Enterprise custom

Best for: Operators who need a generous free tier for occasional one-off extractions and don't need scheduled monitoring or AI change-detection. The structural sweet spot is academic/research use cases or one-shot market research where the 200 pages/run free tier covers the entire need.

Wins when: Free tier covers your use case (200 pages/run) — ParseHub is one of the few no-code scrapers where the free tier is genuinely useful for one-off work. Visual point-and-click is functional for standard targets.

Loses when: You need scheduled monitoring or recurring extraction — Standard tier at $189/mo is wildly overpriced vs Browse AI Personal ($19) or even Octoparse Standard ($89). No AI change-detection. Native integration depth thin. The platform feels older than current cloud-first competitors.

Honest strength: Generous free tier (200 pages/run, multiple projects). Functional point-and-click for standard targets. Long track record in the category.

Honest weakness: Standard tier ($189/mo) overpriced 10× vs Browse AI Personal for recurring monitoring use case. No AI change-detection. Integration breadth and depth thin. Roadmap and feature cadence trailing modern competitors.

When to pick ParseHub: You have a one-off extraction that fits inside the 200 pages/run free tier and don't need recurring monitoring or workflow integration. ParseHub Free is the answer for that narrow shape. Any recurring use case beats it with Browse AI Personal at $19/mo.

Pricing: Free $0.001/request trial · pay-as-you-go from ~$0.001-$0.01/request · Enterprise custom

Best for: Local SEO operators, lead-gen agencies, and field-sales teams who specifically need Google Maps / Google Places / business directory data at scale — names, addresses, phones, reviews, ratings. The structural sweet spot is teams whose entire scraping motion is local business data and who want a per-request pricing model that scales with usage.

Wins when: Google Maps / Places data is the primary need — Outscraper is purpose-built for this and beats general-purpose scrapers on depth. Pay-per-request pricing scales linearly without subscription commitment. Bulk export at scale (millions of places) at predictable per-record cost.

Loses when: Your scraping motion goes beyond Google Maps / Places / business directories — Outscraper narrows fast. No recurring-monitoring product the way Browse AI ships scheduled robots + diff alerts. Not a fit for non-place-data extraction (e-commerce, listings, news, lead lists outside local business).

Honest strength: Purpose-built for Google Maps / Places / business-directory scraping. Per-request pricing scales linearly. Bulk export at scale for lead-gen / local-SEO operations.

Honest weakness: Narrowly focused on local business / Maps data — not a general-purpose scraper. No scheduled-monitoring product comparable to Browse AI. No native integration depth into broader workflow stacks.

When to pick Outscraper: Your scraping motion is dominantly Google Maps / Google Places / local business directory data — names, addresses, phones, reviews. Outscraper at per-request pricing is the structural answer. Any motion broader than place data, Browse AI wins.

Pricing: Residential from $4/GB PAYG (drops to $2.50/GB at ~800 GB/mo) · Datacenter from $1.40/IP/mo · Web Unlocker per-request

Best for: Engineering-owned teams who've outgrown no-code tools — 1M+ pages/mo, hardened anti-bot targets, AI-training datasets, recurring SERP scraping. The structural sweet spot is GTM engineers and growth teams running scale operations where Browse AI's flat-fee model crosses the cost-effectiveness threshold and per-GB consumption wins.

Wins when: Volume crosses 1M+ pages/mo — per-GB committed pricing beats credit-based models on TCO. Hardened anti-bot targets (Cloudflare Enterprise, DataDome, Imperva) where Web Unlocker is the most-maintained managed bypass in the category. Engineering team can build + maintain Web Scraper IDE / custom Puppeteer flows. SERP scraping at scale — SERP API is purpose-built. AI-training datasets — ready-made datasets (LinkedIn, Crunchbase, Amazon) available as subscription.

Loses when: The person running scrapes isn't an engineer — Bright Data is code-first and assumes proxy / scraping expertise. Volume under ~500K-1M pages/mo — flat-fee Browse AI typically beats consumption pricing. Pay-as-you-go consumption volatility hurts predictable budgeting in a way Browse AI's flat tiers don't.

Honest strength: Largest proxy network in the category (residential, datacenter, ISP, mobile). Web Unlocker handles hardest anti-bot targets. SERP API + Web Scraper IDE for engineering teams. Ready-made datasets (LinkedIn, Crunchbase, Amazon) for AI-training / enrichment. Per-GB pricing wins TCO at scale.

Honest weakness: Code-first — not for non-technical operators. Pay-as-you-go pricing volatile vs Browse AI's flat tiers. Lower-volume scrapes (under 500K pages/mo) often cheaper on no-code competitors. Setup time longer than Browse AI for someone without engineering chops.

When to pick Bright Data: You've outgrown no-code scraping — engineering team owns it, volume is 1M+ pages/mo, you've hit hardened anti-bot targets, or you need ready-made datasets. Bright Data is the graduation tier. Run both alongside if needed: Browse AI for marketing/RevOps recurring monitoring, Bright Data for engineering-owned high-volume + hard-target work.

Read the full Bright Data review →

Pricing: Free unlimited basics · Core $10/user/mo · Business $15/user/mo · Enterprise custom

Best for: Sales reps, recruiters, and customer-facing operators who live in the browser and need lightweight scraping + text expansion + autofill in one extension — copy data from LinkedIn / a job board / a CRM into another tool without switching tabs. The structural sweet spot is inbox-bound operators where the scrape happens while you're working a single record, not in a scheduled cloud robot.

Wins when: Inbox-bound + single-record workflow — scrape what you're looking at, fill it elsewhere, all without leaving the page. Free tier is genuinely generous for individual use. Text-expansion + autofill bundling beyond pure scraping makes it more useful as a daily-driver tool.

Loses when: Recurring scheduled scraping — Magical isn't built for scheduled cloud robots, no diff alerts, no workflow integration with Sheets/Airtable/Zapier the way Browse AI ships. Bulk extraction at scale — not the right shape. Hard-target anti-bot — Magical runs in your Chrome session, capabilities cap with what your browser can do.

Honest strength: Chrome-extension form factor for inbox-bound operators. Text expansion + autofill + scraping in one extension. Generous free tier. Strong daily-driver value beyond just scraping.

Honest weakness: Not a recurring-monitoring tool — scheduled cloud robots aren't the shape. Bulk extraction at scale isn't supported. Capabilities cap with what your Chrome session can do.

When to pick Magical: You're a sales rep, recruiter, or customer-facing operator working single records inside Chrome and want scrape + expand + autofill in one extension. Magical Core at $10/user/mo is the inbox-bound answer. For scheduled monitoring or workflow integration, Browse AI Personal wins.

Want to try Bright Data?

If you've graduated past no-code — 1M+ pages/mo, hardened anti-bot, engineering team owns the pipeline — Bright Data is the right answer.

Bright Data runs the largest proxy network in the category (residential, datacenter, ISP, mobile) plus Web Scraper IDE, SERP API, Web Unlocker, and ready-made datasets — all consumption-priced. Residential from $4/GB PAYG (drops to $2.50/GB at ~800 GB/mo); datacenter from $1.40/IP/mo; SERP API and Web Unlocker per successful request. The graduation tier when no-code crosses its cost-effectiveness threshold around 500K-1M pages/mo, or when your target ships hardened anti-bot that no-code can't bypass cleanly.