MapsLeads vs Apify for Google Maps Scraping: Full Comparison

Two Very Different Approaches to Google Maps Data

If you have searched for a way to extract business leads from Google Maps, you have almost certainly come across both MapsLeads and Apify. They both promise access to Google Maps data, but they solve the problem in fundamentally different ways. Understanding those differences matters because choosing the wrong tool can cost you weeks of wasted effort or thousands of dollars in unnecessary spend.

MapsLeads is a purpose-built SaaS platform designed exclusively for extracting business leads from Google Maps. Apify is a general-purpose web scraping and automation platform that offers hundreds of pre-built scrapers — called "Actors" — including several that target Google Maps. One is a specialist. The other is a Swiss Army knife.

This article breaks down the comparison across every dimension that matters: setup time, ease of use, data quality, pricing, scalability, and support.

Quick Feature Comparison

| Feature | MapsLeads | Apify | |---|---|---| | Purpose | Google Maps lead extraction | General web scraping platform | | Setup time | Under 2 minutes | 15–60 minutes (depending on Actor) | | Technical skill required | None | Moderate to high | | Google Maps specialization | 100% focused | One of hundreds of scrapers | | Data modules | Contact Pro, Reputation, Photos | Varies by Actor | | Built-in lead scoring | Yes | No | | Built-in filters | Yes (rating, reviews, phone, website) | Manual post-processing | | Export format | CSV (one click) | JSON, CSV, Excel (requires configuration) | | Fair-Play credit refund | Yes | No | | Free tier | 20 credits on signup | Limited free plan with shared resources | | Pricing model | Pay-per-lead credits | Monthly subscription + usage-based compute |

Setup and Ease of Use

MapsLeads

You sign up, type a business category and a location, select your data modules, and click extract. The entire process from account creation to your first exported CSV takes less than five minutes. There is nothing to configure, no code to write, and no infrastructure to manage.

The interface is built for salespeople, agency owners, and marketers — people who need data, not a coding environment. Every feature is accessible through a clean web dashboard.

Apify

Apify requires you to choose the right Actor from a marketplace of community-built and official scrapers. For Google Maps, the most popular option is the "Google Maps Scraper" Actor, but there are several variants with different capabilities and limitations.

Once you select an Actor, you need to configure its input parameters — search queries, location, language, maximum results, proxy settings, and more. The configuration is done through a JSON-like interface or directly in code. If the default Actor does not do exactly what you need, you can fork it and modify the source code (written in JavaScript or Python).

For developers, this flexibility is powerful. For a sales team that just wants a list of plumbers in Chicago with phone numbers, it is overkill.

Data Quality and Enrichment

MapsLeads extracts data through a controlled pipeline optimized specifically for Google Maps. Every lead comes with a data quality score that tells you how complete the record is. You know before you export whether a lead has a phone number, a website, a rating, and how many reviews it has. The modular system (Contact Pro, Reputation, Photos) means you choose exactly what data you need and only pay for that.

The Fair-Play Guarantee is unique to MapsLeads: if the data you receive is incomplete — for example, if too many leads are missing phone numbers — you automatically receive a proportional credit refund. No other tool in this space offers that.

Apify's data quality depends entirely on which Actor you use and how well it is maintained. Community Actors can break when Google changes its page structure, and you may not realize the data is incomplete until you have already spent your compute credits. There is no built-in quality scoring or automatic refund mechanism.

Pricing Breakdown

MapsLeads

MapsLeads uses a simple credit-based system. You buy credits and spend them per lead extracted:

• Contact Pro: 2 credits per lead (name, address, phone, website, hours, GPS)
• Reputation: 2 credits per lead (rating, review count, reviews)
• Photos: 3 credits per lead (business photos)

You see exactly what an extraction will cost before you run it. New accounts get 20 free credits to start.

Apify

Apify uses a subscription model combined with usage-based compute billing. Plans start at $49/month for basic usage, scaling up based on compute units consumed. Compute costs depend on the Actor's resource requirements, the number of results, and how long the scraper runs.

The challenge with Apify's pricing is predictability. A Google Maps scraping run that fetches 1,000 results might cost different amounts depending on proxy usage, retries, and runtime. You often do not know the final cost until the run completes.

For teams extracting fewer than 5,000 leads per month, MapsLeads is typically the more cost-effective option because you pay only for successful extractions with no monthly base fee eating into your budget during slow months.

Scalability

Apify has an edge in raw scalability for very large scraping operations. If you need to extract millions of records across dozens of different websites, Apify's cloud infrastructure and Actor ecosystem give you the flexibility to build complex multi-step pipelines.

MapsLeads is designed for a different kind of scale: the scale that sales teams actually need. If you need 500 leads in Lyon, 2,000 leads in Paris, and 300 leads in Marseille — all with clean contact data you can immediately load into your CRM — MapsLeads handles that effortlessly without any infrastructure management.

The question is not which tool can scrape more pages. The question is which tool delivers qualified leads to your sales team faster.

Reliability and Maintenance

Web scrapers break. Google changes its page structure, adds CAPTCHAs, rate-limits requests, or modifies its API responses. When that happens, someone has to fix the scraper.

With Apify, that someone is often you. If you are using a community Actor, the maintainer may take days or weeks to push a fix — or may abandon the project entirely. If you built a custom Actor, maintenance falls on your development team.

MapsLeads handles all maintenance internally. When Google makes changes, the MapsLeads team updates the extraction pipeline. You do not need to monitor anything, file bug reports, or wait for open-source contributors to respond.

When Apify Is the Better Choice

Apify is genuinely the better tool if you are a developer or a technical team that needs to scrape data from many different websites, not just Google Maps. If your workflow involves chaining together multiple scrapers — extracting business data from Google Maps, then scraping those businesses' websites for email addresses, then feeding everything into a custom database — Apify's programmable platform gives you the building blocks to do that.

Apify also makes sense if you already have a development team comfortable with JavaScript or Python and want full control over the scraping logic.

When MapsLeads Is the Better Choice

MapsLeads wins for non-technical users, sales teams, and agencies who need Google Maps leads specifically. The advantages are clear:

• Zero setup: No Actors to choose, no JSON to configure, no proxies to manage.
• Predictable pricing: You know the cost before you extract. No surprise compute bills.
• Built-in quality control: Lead scoring, data quality indicators, and the Fair-Play Guarantee.
• Purpose-built filters: Filter by rating, review count, phone availability, and website presence without writing a single line of code.
• Faster time to first lead: Five minutes from signup to exported CSV.

If your goal is to get a clean list of local business leads into your CRM or outreach tool as fast as possible, MapsLeads is the direct path. No detours through developer documentation, no debugging scraper configurations, no monitoring cron jobs.

The Bottom Line

Apify is a powerful platform for technical teams with broad scraping needs. MapsLeads is the focused, efficient choice for anyone whose primary goal is extracting qualified business leads from Google Maps.

The simplest way to decide: if you would describe yourself as a developer building a data pipeline, evaluate Apify. If you would describe yourself as someone who needs leads, try MapsLeads. The 20 free credits on signup let you see the quality of the data before you spend a dollar.