What's the most cost-effective way to scrape leads on a tight budget? I don't want to spend $39 on Apify; how do I handle TAM concerns with ~40k US marketing companies?
The Apollo scraper costs $120 per 1,000 leads; $39 in credits gets you ~32,500 leads, so you won’t exhaust a TAM of 40k‑150k marketing companies quickly. TAM isn’t a big concern—when one niche saturates, pivot to related niches (PPC, creative agencies, etc.) and your offer works the same.
These days most people are using LeadsFinder, which costs about $1.50 per 1,000 leads with emails; there are a few newer similar tools popping up at around $1.70 per 1,000. Even though I don’t have an Apollo account (so I’m effectively out of credits), I’d just scrape using one of these alternative services—they’re plentiful on Apify, and you can also scrape other platforms. If you run out of Apollo credits, the same approach applies: use a lead‑scraping tool like LeadsFinder or another provider to build your lead list, then proceed with your outreach (e.g., Instantly) as usual.
The Curious Coder Apollo scraper costs $45 per month. It allows up to 10,000 leads per month, which works out to about $0.0045 per lead—roughly three and a half times higher than some free options. While the plan isn’t ideal for high‑volume scraping, it’s still usable. There are other scrapers available: one at $5 per thousand results with a 25‑lead per‑search limit, another at $35 per month for up to 10k leads (about $0.0035 per lead), and a free tier that gives 25 leads per search. Each option has different limits on searches per day and total leads, so you can choose based on your budget and volume needs.
Well, you're likely being unnecessarily restrictive. You're talking about total addressable market—the total number of people you can access in a market. For example, if you search for real estate agents with filters like job title and location, you might get 16,080 results. Scraping the whole list gives you that many leads. To get more leads, you can adjust your filters: change the location (e.g., add Canada), or remove filters like employee count, which could increase the pool to 182,000 or more. If you've exhausted the niche using Apollo, you'll need to find other lead acquisition methods. A big tactic I used in successful campaigns was obtaining lists from conferences your target audience attends. You can ask conference organizers for attendee lists; often they'll share them if you imply you're part of the event. These lists are highly valuable because attendees are already credible, have the budget to travel and speak, and are there to network. Emailing them with a reference to the conference yields high open and reply rates. So, if you hit a TAM limit, you need to source leads another way—changing filters or using conference lists are quick and easy options.
You are getting only about 10 % usable leads because your ICP and industry filters are off. Run a verification loop: take a small sample (e.g., 50 leads), apply your filters, have a low‑cost Claude model label each as pass/fail, compute the pass rate. If it’s below 80 %, tighten the filters and repeat until the sample shows ~80 % relevance. Then run that filter set on your full list. After verification, expect roughly 40 % of the original list to be send‑worthy, which lowers your effective cost per lead—e.g., a $0.50‑per‑lead scraper may cost only $3–$4 per verified lead. Services like AnymailFinder or Airbrake may seem pricey but often deliver higher‑quality leads, making their true cost comparable.