Apify Actor ROI Ranking: 20 Buildable Ideas for Brian

Thesis: the best expected return is not another brittle clone of Instagram/TikTok/LinkedIn. It is a narrow lead-intelligence Actor that piggybacks on proven Apify demand while adding a buyer-ready filter, enrichment, or workflow output that saturated scrapers do not handle well.

Prepared July 5, 2026. Evidence uses Apify Store API snapshots taken during this run, Apify monetization docs, Apify Store/search pages, public competitor/pricing/search-result signals, and community/use-case search snippets. ROI score weights: demand, willingness to pay, reachability/distribution, buildability, legal/maintenance burden, and competition gap. For “maintenance risk,” 10 means low ongoing risk.

Executive answer

Top 3 to build first

  1. Local Business Website Gap + Contact/Social Lead Qualifier — strongest buyer pain, easiest distribution to agencies, can reuse Brian’s existing contact extractor.
  2. Shopify Store Lead Enrichment + Tech-Gap Finder — underserved enough to win, public websites, clear ecommerce-agency buyer.
  3. Career-Site / ATS Job Listings Crawler — big demand, lower ToS risk than Indeed/LinkedIn clones, good B2B ICPs.

Fast-follow 5

  1. Website Contact/Social Extractor — improve and list the existing Actor.
  2. Reddit Buying-Intent / Pain Monitor.
  3. YouTube Transcript + Channel Lead Intelligence.
  4. Google Reviews Competitor/Reputation Monitor.
  5. Substack/Beehiiv Newsletter Archive-to-Markdown.

Avoid first despite demand

  1. LinkedIn profile/email scrapers: huge demand, high arms race/compliance/support burden.
  2. Instagram/TikTok clone scrapers: top Store categories, but maintenance-heavy and crowded.
  3. Amazon/Airbnb/Zillow clones: expensive anti-bot and ToS/quality issues.

Evidence base that drives the ranking

Ranked scorecard

Scores are 1–10. “Maint.” means low legal/anti-bot/support maintenance risk. “Gap” means Brian can differentiate without a large platform war. Overall is judgmental, not a simple arithmetic average.

#ProjectOne-line thesisDemandWTPBuildMaint.GapDist.ROI
1Local Business Website Gap + Contact/Social Lead QualifierFind local businesses with no/bad sites, weak socials, missing booking, and extract verified contact/social data.10887899.0
2Shopify Store Lead Enrichment + Tech-Gap FinderTurn public Shopify stores into agency-ready prospect rows: contact, socials, tech gaps, speed/SEO/ad pixel signals.7888888.6
3Career-Site / ATS Job Listings CrawlerGiven company domains, detect ATS/careers pages and normalize live jobs for recruiters, vendors, and market intel.8878788.3
4Website Contact/Social Extractor — improved listingPolish Brian’s existing Actor into a low-risk enrichment primitive for agencies, SDRs, and Apify workflows.77108788.1
5Reddit Buying-Intent / Pain MonitorMonitor subreddits/keywords for fresh complaint, tool-request, and vendor-switch posts; output leads plus quote snippets.8787788.0
6YouTube Transcript + Channel Lead IntelligenceExtract transcripts, channel emails/socials, sponsorship keywords, and topic summaries for agencies/researchers.8787677.8
7Google Reviews Competitor/Reputation MonitorPull reviews for local competitors, summarize sentiment, surface complaints, and generate agency-ready audit packets.9865687.7
8Substack/Beehiiv Newsletter Archive to Markdown/RAGConvert public newsletter archives into clean Markdown/JSON with metadata for research and LLM ingestion.5699867.4
9Facebook Ad Library Creative Intelligence ExporterMonitor public ad-library creatives by brand/keyword and output spendless competitive-intel packs.8866677.3
10App Store / Shopify App Review MinerScrape public reviews for apps, tag pain themes, version regressions, and competitor opportunities.6788767.2
11SERP / PAA / AI-Overview MonitorTrack search result changes, People Also Ask, snippets, and AI answer citations for SEO/PR teams.8865577.1
12Sitemap + Pricing/Docs Change MonitorUse sitemaps and public pages to detect pricing/docs/changelog changes and produce diffs/alerts.5799756.9
13Government Bid / SAM.gov + State Procurement MonitorNormalize public contract/bid postings into filtered alerts for agencies and SMB government sellers.5879756.8
14Trademark / Brand Clearance WatcherMonitor USPTO/EUIPO search results for brands, competitors, and new filings; output watchlists and conflicts.4889846.7
15Shopify/WooCommerce Price + Stock MonitorTrack public product pages for price/stock/promotions across smaller DTC competitors.6777666.6
16Zillow/Realtor Agent Lead ExtractorExtract public agent profiles and market signals for mortgage, insurance, and vendor outreach.6754566.1
17Yelp/OpenTable Restaurant Contact + Menu AggregatorBuild local restaurant lists with public contact/menu/review snippets for vendors and food-tech agencies.5665666.0
18Amazon Reviews / Listing IntelligenceExtract reviews/listing facts for product research and competitive monitoring.6743465.9
19Indeed/LinkedIn Jobs Clone ScraperScrape job boards directly for recruiting/market intel.9842375.6
20Instagram/TikTok Influencer/Comment CloneClone high-demand social scrapers for profiles/comments/trends.10732275.1

Project-by-project notes

1. Local Business Website Gap + Contact/Social Lead Qualifier Build first

ICP/buyerWeb-design agencies, SEO/local-marketing agencies, appointment-setting shops, niche B2B service providers.

Data sources/targetsGoogle Maps/Places-style public local listings, business websites, homepage metadata, contact pages, social links, booking/review links.

Demand evidenceGoogle Maps Scraper had 31,904 30-day users and 3.25M 30-day runs; Google Maps email extractor had 3,299 30-day users; Reddit/search snippets show agencies asking for Maps emails/phones.

Competition/substitutesGoogle Maps scrapers, Outscraper, D7/LeadScrape, manual VA lists. Gap: “bad/no website + contactable + reason to pitch” scoring.

MVP/build notesInput: search terms/locations or URLs. Output: lead row, emails/phones/socials, site status, speed/SSL/mobile/basic SEO checks, pitch reason.

Monetization$0.02–$0.06 qualified prospect or $39–$99/mo rental for agencies; low per-result pricing for raw rows.

Main risksGoogle data dependency, duplicate quality, false positives in “bad site” scoring.

2. Shopify Store Lead Enrichment + Tech-Gap Finder Build first

ICP/buyerEcommerce agencies, CRO shops, Klaviyo/retention agencies, Shopify app vendors.

Data sources/targetsPublic Shopify stores, product collections, theme/app hints, footer/contact pages, social links, speed/SEO/ad pixel signals.

Demand evidenceApify search shows Shopify-store lead Actors but only ~205 30-day users for the top “Shopify Store Leads” result; external data vendors sell Shopify owner lists; BuiltWith says it tracks 2,500+ ecommerce technologies and 26M+ ecommerce sites.

Competition/substitutesBuiltWith/Wappalyzer, store-lead databases, generic Apify Shopify product scrapers. Gap: agency-fit scoring + public contact extraction.

MVP/build notesDiscover Shopify via myshopify/theme hints; enrich domain/contact/socials; add “likely needs help” flags: no email capture, slow pages, missing pixels, small catalog, abandoned blog.

Monetization$0.01–$0.03 enriched store; $49/mo rental for repeat prospecting.

Main risksContact accuracy and shallow tech detection; avoid claiming personal emails unless clearly public/business.

3. Career-Site / ATS Job Listings Crawler Build first

ICP/buyerRecruiting agencies, HR-tech vendors, sales teams selling into hiring companies, market-intel teams.

Data sources/targetsCompany domains, public careers pages, Greenhouse/Lever/Workday/Ashby/SmartRecruiters endpoints, sitemaps.

Demand evidenceApify job search showed LinkedIn Jobs Scraper with 13,498 30-day users and Indeed scrapers with 2k–2.9k 30-day users; search snippets mention recruiter job scraping use cases.

Competition/substitutesIndeed/LinkedIn scrapers, Coresignal/job-data vendors, manual company career checks. Gap: company-domain input and public ATS normalization.

MVP/build notesGiven domains, find careers URL, detect ATS, call public endpoints where possible, normalize title/location/department/posted date.

Monetization$0.005–$0.02 job found or $49–$149/mo rental for scheduled monitoring.

Main risksATS variability; Workday friction; less complete than direct board scrapers but safer.

4. Website Contact/Social Extractor — improve Brian’s existing Actor Already built

ICP/buyerUsers of Google Maps, Shopify, job, and website-content Actors needing enrichment.

Data sources/targetsPublic websites, contact/about/team pages, mailto/tel/schema.org, social/profile links.

Demand evidenceApify “contact” search showed LinkedIn/email scrapers with thousands of users and “Website Email & Phone Finder” / “Website Contact Finder” with 150+ 30-day users despite low differentiation. Brian’s Actor ID: Qq9zAnXeQhro75u4W.

Competition/substitutesHunter/Clearbit-style enrichment, website email finder Actors. Gap: clean schema, confidence scoring, crawl budget controls, no-login public-only posture.

MVP/build notesBefore listing: add examples, robust input schema, dataset fields, confidence/source URL per contact, dedupe, extraction of social profiles and booking/contact forms, README SEO terms.

Monetization$0.002–$0.01 website processed, or pay-per-contact; use as distribution primitive for #1/#2.

Main risksCommoditization; needs clear positioning and fast success on messy SMB sites.

5. Reddit Buying-Intent / Pain Monitor

ICP/buyerFounders, agencies, product marketers, Lurkbot-style opportunity hunters, social-listening teams.

Data sources/targetsPublic Reddit search/subreddit listings, comments, RSS/old Reddit fallbacks where allowed.

Demand evidenceReddit Scraper Lite had 6,123 30-day users and 399k 30-day runs; Store pages pitch social listening and brand monitoring.

Competition/substitutesReddit scrapers, GummySearch, Syften/F5bot, manual subreddit monitoring. Gap: extraction of buyer-pain quote + outreach-ready row.

MVP/build notesInput subreddits/keywords; classify posts as complaint, tool request, vendor switch, buying intent; output permalink, quote, recency, suggested reply angle.

Monetization$0.003–$0.01 qualifying post/comment, or $49/mo rental for monitors.

Main risksReddit anti-scrape changes and noisy classification; keep volume modest and use public pages/API-compatible routes.

6. YouTube Transcript + Channel Lead Intelligence

ICP/buyerContent researchers, sponsorship agencies, podcast/video repurposing tools, creator outbound teams.

Data sources/targetsYouTube public pages/transcripts, channel about pages, video metadata, public emails/social links.

Demand evidenceYouTube Scraper had 7,945 30-day users; transcript scrapers showed 2,885 30-day users and 507k runs; n8n workflow snippets show transcript-to-OpenAI/Pinecone usage.

Competition/substitutesYouTube scrapers/transcript Actors, transcript APIs. Gap: “research-ready channel packet” with contacts and topic summaries.

MVP/build notesURLs/channel/search input; output videos, transcript, language, summary, sponsorship keywords, public contact/socials.

Monetization$0.002–$0.01 video/transcript; higher for channel packets.

Main risksTranscript availability and YouTube anti-bot shifts.

7. Google Reviews Competitor/Reputation Monitor

ICP/buyerLocal SEO agencies, reputation-management firms, franchisors, SMB owners.

Data sources/targetsGoogle Maps review pages/business listings, competitor sets, public review text/ratings.

Demand evidenceGoogle Maps Reviews Scraper had 4,931 30-day users but 12.18M 30-day runs at ~$0.0006/review; search results cite review-sentiment/competitive-intelligence use cases.

Competition/substitutesExisting Google Reviews scrapers, Outscraper, reputation SaaS. Gap: agency audit packet and recurring alerts, not just rows.

MVP/build notesInput place IDs/URLs/categories; output review deltas, complaint themes, competitor weaknesses, suggested website copy/social proof.

Monetization$0.001–$0.004/review plus $49/mo monitored-location rental.

Main risksGoogle scraping maintenance and review privacy sensitivities; keep business/public-only and avoid consumer profiling.

8. Substack/Beehiiv Newsletter Archive to Markdown/RAG

ICP/buyerResearchers, analysts, founders tracking competitors, LLM/RAG builders.

Data sources/targetsPublic Substack/Beehiiv/archive pages, RSS feeds, author metadata.

Demand evidenceApify newsletter search had weak incumbents (top Substack scraper 23 users/15.7k runs); Website Content Crawler’s 7,966 users validates LLM ingestion demand.

Competition/substitutesGeneric crawlers, manual exports, Substack RSS. Gap: clean archive schema, dedupe, Markdown/JSONL, author/date/tags.

MVP/build notesStart with Substack + Beehiiv public archives; produce Markdown bundle, frontmatter, source URLs, RSS mode.

Monetization$0.005–$0.02 post extracted; $19–$49/mo rental for scheduled archiving.

Main risksLower obvious buyer urgency; needs SEO/distribution around “newsletter to markdown/RAG”.

9. Facebook Ad Library Creative Intelligence Exporter

ICP/buyerDTC agencies, media buyers, SaaS marketers, competitive-intel teams.

Data sources/targetsPublic Facebook Ads Library pages/search; advertiser names, ad copy/creative URLs, start dates.

Demand evidenceApify top-30 showed two Facebook Ads Library scrapers with 4,764 and 3,723 30-day users and >2.5M combined 30-day runs.

Competition/substitutesExisting Apify actors, Foreplay, MagicBrief, manual ad library research. Gap: cheap scheduled export + change alerts.

MVP/build notesBrand/domain/keyword input; export ads with copy, image/video URLs where public, landing URL, first-seen/last-seen.

Monetization$0.002–$0.01 ad row or $49/mo rental for monitors.

Main risksPlatform markup/API changes and crowded Apify Store category.

10. App Store / Shopify App Review Miner

ICP/buyerSaaS founders, Shopify app vendors, PMMs, product managers.

Data sources/targetsShopify App Store reviews, Apple/Google app-store public reviews, G2/Capterra only if safe/public.

Demand evidenceApify has Shopify App Reviews/AppStore actors with low usage; review-scraper demand is broad, with Google/Facebook/Instagram/TikTok comment/review actors in top Store clusters.

Competition/substitutesAppfigures/SensorTower/review management tools, manual review exports. Gap: competitor pain taxonomy and changelog/release regression detection.

MVP/build notesInput app URLs; output reviews, star rating, version/date, pain tags, feature requests, competitor opportunity summary.

Monetization$0.003–$0.02 review; $39–$99/mo rental for recurring competitor monitoring.

Main risksApple/Google page variability; beware overbroad “all reviews ever” promises.

11. SERP / PAA / AI-Overview Monitor

ICP/buyerSEO agencies, PR teams, AI-search monitoring tools, content marketers.

Data sources/targetsGoogle search result pages, People Also Ask, organic snippets, cited URLs, optional official APIs/substitutes.

Demand evidenceGoogle Search Results Scraper had 12,614 30-day users and 7.26M runs; SerpApi and Google Custom Search pricing validate WTP.

Competition/substitutesSerpApi, DataForSEO, SearchAPI, Apify SERP actors. Gap: narrow AI-overview citation and PAA-diff monitor.

MVP/build notesKeyword/location inputs; output SERP rows, PAA questions, snippet changes, citation appearance/disappearance.

Monetization$0.002–$0.01 query/page; rental for scheduled monitors.

Main risksGoogle anti-bot/legality and very strong incumbents.

12. Sitemap + Pricing/Docs Change Monitor

ICP/buyerCompetitive-intel teams, founders, sales enablement, technical writers.

Data sources/targetsSitemaps, robots.txt, public pricing/docs/changelog pages.

Demand evidenceExisting Sitemap Extractors show low direct Store usage, but Website Content Crawler has 7,966 30-day users and competitive/pricing monitoring is a recurring scraping use case.

Competition/substitutesVisualping/Distill, GitHub/docs monitors, generic crawlers. Gap: Apify-native dataset diff plus semantic summary.

MVP/build notesInput domains/path filters; crawl sitemaps; hash content; output changed URLs, text diff, “pricing/docs/changelog” labels.

Monetization$19–$79/mo rental; per-page diff pricing for large crawls.

Main risksLower marketplace search demand; needs outbound/content distribution.

13. Government Bid / SAM.gov + State Procurement Monitor

ICP/buyerGovcon SMBs, capture consultants, local service companies, bid-writing shops.

Data sources/targetsSAM.gov/public procurement feeds, state/city bid pages, RSS/CSV where offered.

Demand evidenceApify gov search shows weak competition (SAM.gov actors ~8–13 users) despite high-value procurement workflows; public-source stability is better than social platforms.

Competition/substitutesGovWin, BidNet, manual portal alerts, existing low-usage Apify actors. Gap: narrow, cheap, filtered Apify alert feed.

MVP/build notesStart with SAM.gov and one/two common portals; filters by NAICS/keywords/state; output deadline, buyer, URL, attachments.

Monetization$49–$149/mo rental or $0.05 qualified opportunity.

Main risksDistribution outside Apify may be necessary; portal heterogeneity.

14. Trademark / Brand Clearance Watcher

ICP/buyerBrand agencies, startup lawyers, ecommerce sellers, naming consultants.

Data sources/targetsUSPTO/EUIPO/TMview public search endpoints/pages, domain availability APIs if desired.

Demand evidenceApify trademark search shows several low-usage USPTO/EUIPO actors; low competition gap but demand is niche and high-WTP when timed to naming/launch.

Competition/substitutesTrademark lawyers, paid watch services, manual TESS searches. Gap: cheap watchlist/export for agencies.

MVP/build notesExact/fuzzy mark search; classes; status; owner; filing date; conflict notes; scheduled watch.

Monetization$0.01–$0.05 result or $29–$99/mo watchlist rental.

Main risksMust avoid legal-advice claims; frame as data collection only.

15. Shopify/WooCommerce Price + Stock Monitor

ICP/buyerDTC brands, ecommerce agencies, wholesalers tracking competitors.

Data sources/targetsPublic Shopify/WooCommerce product pages, JSON endpoints where public, sitemaps.

Demand evidenceApify price-monitoring search shows ecommerce/Google Shopping/eBay/Shopee actors; external content markets competitor pricing monitoring as a common web-scraping use case.

Competition/substitutesPrisync, Price2Spy, Octoparse templates, generic ecommerce scrapers. Gap: small-store, low-cost Apify-native diff output.

MVP/build notesInput product URLs/collection URLs; output price, sale, stock state, variant, timestamp, diff from last run.

Monetization$19–$99/mo rental or $0.001–$0.005 product check.

Main risksData quality on heavily customized storefronts; low differentiation.

16. Zillow/Realtor Agent Lead Extractor

ICP/buyerMortgage brokers, insurance vendors, real-estate service providers.

Data sources/targetsPublic real-estate agent/profile/listing pages.

Demand evidenceApify Zillow actors show hundreds of 30-day users and 350k+ 30-day runs for detail scraping; real-estate leads actors exist.

Competition/substitutesZillow scrapers, Realtor lead databases, paid data vendors. Gap: niche vendor-ready lead rows.

MVP/build notesStart with public profiles, not logged-in data; include source URL and confidence fields.

Monetization$0.005–$0.03 profile.

Main risksReal-estate portals are ToS-sensitive and anti-bot-prone; not a first build.

17. Yelp/OpenTable Restaurant Contact + Menu Aggregator

ICP/buyerRestaurant SaaS/vendors, delivery/marketing agencies, menu-data consumers.

Data sources/targetsYelp/OpenTable/Resy/public restaurant websites, menus, reviews.

Demand evidenceYelp search in Apify returns many Actors but top usage is only ~220 users; restaurant-specific actors are sparse (often <25 users), suggesting niche demand but weak Store pull.

Competition/substitutesGoogle Maps/Places, Yelp datasets, manual prospect lists. Gap: menu/contact/vendor-fit output.

MVP/build notesUse restaurant websites and Google Maps as primary; scrape platform pages conservatively.

Monetization$0.01–$0.05 qualified restaurant profile.

Main risksPlatform fragility and lower WTP than broader local-business lead tools.

18. Amazon Reviews / Listing Intelligence

ICP/buyerAmazon sellers, product researchers, ecommerce agencies.

Data sources/targetsPublic Amazon product/review/listing pages.

Demand evidenceAmazon Product Scraper had 1,578 30-day users and 278k runs; Amazon review/product-intelligence APIs and Octoparse templates validate use cases.

Competition/substitutesBright Data, ScraperAPI/Scrapingdog, Jungle Scout/Helium10, Apify Amazon actors. Gap is narrow but crowded.

MVP/build notesIf built, avoid broad crawler; start with “ASIN review theme summarizer” for small batches.

Monetization$0.005–$0.02 review/listing row.

Main risksHigh anti-bot, legal/ToS burden, support load; not recommended first.

19. Indeed/LinkedIn Jobs Clone Scraper

ICP/buyerRecruiters, labor-market data buyers, sales teams.

Data sources/targetsIndeed/LinkedIn public job results/pages.

Demand evidenceIndeed actors had 2,281–2,898 30-day users; LinkedIn Jobs Scraper had 13,498 30-day users. Demand is undeniable.

Competition/substitutesExisting Apify jobs actors, Coresignal, Bright Data, in-house scrapers. Gap is thin unless Brian goes safer with #3.

MVP/build notesDo not clone first. Convert idea into ATS/career-site crawler instead.

Monetization$0.001–$0.01 job row.

Main risksHigh ban/markup churn, crowded Store, unclear legal posture.

20. Instagram/TikTok Influencer/Comment Clone

ICP/buyerInfluencer agencies, social-listening teams, growth marketers.

Data sources/targetsInstagram/TikTok profiles, posts, comments, hashtags.

Demand evidenceApify’s top Store list is dominated by social scrapers: Instagram Scraper 33,850 users/15.24M runs, TikTok Scraper 16,525 users/8.59M runs, plus high-usage comments/profile actors.

Competition/substitutesApify official/Clockworks actors, social-listening platforms, Phantombuster. Gap is very small for a new small actor.

MVP/build notesIf touched, make it an analyzer that consumes existing Apify actor datasets, not a brittle scraper clone.

Monetization$0.001–$0.005 row, but likely race-to-bottom.

Main risksBan arms race, fragile selectors, high user support, privacy/platform-policy risk.

Where Brian’s existing contact/social extractor fits

Brian’s current Actor (website-contact-social-link-extractor, Apify ID Qq9zAnXeQhro75u4W) should be treated as the enrichment primitive for the top two ideas, not just as a standalone commodity email finder. Standalone, it ranks #4 because it is already built and low-risk, but it will probably monetize better when packaged as:

  1. “Website Contact Finder — Emails, Phones & Socials for Leads” with clear Apify Store SEO terms.
  2. Confidence/source fields: email, phone, socialProfiles[], contactPageUrl, sourceSnippet, confidence.
  3. Batch mode from datasets: accept Google Maps/Shopify/domain-list outputs as input.
  4. Examples for common workflows: enrich Google Maps leads; find missing socials; agency prospecting; no-login public website enrichment.
  5. Pricing: start low ($0.002–$0.006/site processed) to seed runs/reviews, then add higher-priced qualified-lead variants.

Self-critique and validation before building

Source links