Best Emails & Leads Scraper APIs & Tools

Scraping emails and leads is two different jobs wearing one label, and picking the wrong shape wastes money. One shape is a contact crawler: you hand it domains or a map search and it returns emails, phones, and social profiles with no code, which is Outscraper or an Apify actor. The other is a general scraper API you wire your own extraction into, which is where ChocoData, Bright Data, Scrapfly, and ScraperAPI live. My #1 pick overall is ChocoData on value: one universal endpoint, 250+ dedicated endpoints, a free tier, and a $19/mo entry. Below I compare seven tools on the things that decide a purchase: starting price, free tier, features, and best fit, with every price taken from the vendor’s own page in mid-2026.

One disclosure up front: bestscraperapi.com earns affiliate commissions from some of the vendors listed here. That does not change which tools make the list, how I rank them, or what I write. Pricing comes straight from each vendor’s own page, and the ranking follows documented price and features, not payout.

A note on the performance figures further down. Any speed or success-rate numbers are approximate, compiled from each vendor’s published figures plus aggregated public sources, and they are not bestscraperapi.com’s own first-hand tests. Vendors measure on their own targets under their own conditions, so the numbers are directional. My independent, like-for-like benchmarks are still pending; see how we test for the methodology.

The seven below do not sit on a single ranked ladder, because contact crawlers (Outscraper, Apify) and build-your-own scraper APIs (ChocoData, Bright Data, Scrapfly, ScraperAPI) solve different problems. ChocoData ranks first because it crosses both jobs at the lowest documented entry price with the widest endpoint coverage. I call the honest fit for each tool in its section.

1. ChocoData

ChocoData is my top pick for emails and leads because it gives you one API to crawl almost anything, plus structured parsers where they exist, at the lowest entry price in this list. When the contacts you need live on small sites, regional directories, or niche marketplaces that no fixed database covers, you point ChocoData at them and parse the addresses out yourself.

Pricing

Per ChocoData’s pricing page, mid-2026, the free tier gives 1,000 requests/mo (5,000 credits) with no card required. Paid plans start at $19/mo for Vibe (27,000 requests/mo), then $49/mo for Pro (82,000 requests/mo), with Custom plans running $100 to $2,000/mo. Pay-as-you-go is $0.90 per 1,000 successful requests on any plan, and you pay only for successful requests. That $19 entry undercuts every build-your-own API here.

Standout features

ChocoData exposes a universal endpoint where the same API request shape works across 235 sites in 17 categories, alongside 250+ dedicated endpoints that return validated, parity-checked structured JSON, per its own pages mid-2026. The platform handles residential proxy rotation, CAPTCHA solving, headless-browser detection, and automatic retries, so a crawl returns clean JSON instead of a block page. For a contact job that means you bring the URL list and a regex, and ChocoData handles the part that usually breaks.

Best for

Teams that need emails, phones, or company data off sites a fixed lead database does not index, and that want to parse results themselves. Approximate performance, compiled from vendor and public sources and not first-hand: ChocoData publishes a median 2.6s response time with p95 at 6s. Independent benchmarks are pending; see how we test. If you are new to crawling, start with the web scraping guide.

2. Outscraper

Outscraper is the most direct tool here for the pure contact job: feed it domains or a Google Maps search and it returns emails, phones, and social profiles with no code to write. If your workflow is “I have a list of company sites, give me the addresses,” this is the shortest path.

Pricing

Per Outscraper’s pricing page mid-2026, the Emails & Contacts Scraper is free for the first 500 contacts, then $3 per 1,000 domains from 501 to 100,000, dropping to $1 per 1,000 domains above 100,000. The Google Maps Scraper follows the same shape: free for 500 businesses, then $3 per 1,000 records, then $1 per 1,000 at scale. Billing is pay-as-you-go with no monthly fee, on prepaid or postpaid credits.

Standout features

Each contact pull returns email addresses, phone numbers, and social profiles in one record, and Maps results export to CSV, Excel, Parquet, or JSON with enrichments and API access. The Maps-to-contacts pipeline is the draw: scrape a business category in a city, then enrich those results with emails in the same tool. That covers the most common local-lead workflow end to end.

Where it falls short

Outscraper bills per record found, so a wide crawl across many domains gets expensive faster than a flat-rate scraper API, and the addresses are raw text matches, not verified sends. Run results through an email verifier before any campaign. For the legal side of cold contact, read up on scraping without getting blocked and the compliance notes at the end of this page.

3. Apify

Apify is a marketplace of pre-built scrapers, called actors, including a deep lead-generation category, so you can often grab a working contact tool instead of building one. It sits between Outscraper’s no-code pulls and a raw scraper API.

Pricing

Per Apify’s pricing page mid-2026, the Free plan gives $5/mo to spend in the Apify Store or on your own actors at $0.20 per compute unit, with no card required. Paid plans are Starter at $29/mo, Scale at $199/mo, and Business at $999/mo, each granting a matching store credit plus pay-as-you-go and lower compute rates at higher tiers. Individual lead-generation actors then bill their own per-result or per-event rates on top of compute.

Standout features

The store lists tens of thousands of actors, including a Contact Details Scraper that extracts emails, phones, and social handles from any URL list, plus dedicated lead-generation actors for maps, directories, and social platforms. You can run them on a schedule, chain them, and pull results via API or webhook. For one-off contact pulls from a known page set, this is faster than writing anything.

Where it falls short

Total cost is two layered meters, the compute charge plus each actor’s own pricing, so a heavy run is harder to forecast than a flat per-record tool. Actor quality varies because many are community-built, so check an actor’s run history and reviews before you depend on it for production lead data.

4. Bright Data

Bright Data is the enterprise option, built around its Web Scraper API and pre-collected datasets rather than a no-code contact pull. For a data team that needs business records at high volume with formal SLAs, it is the heavyweight here.

Pricing

Per Bright Data’s Web Scraper API page mid-2026, the pay-as-you-go rate is $1.50 per 1,000 records, and the Scale plan is $499/mo for 384,000 records, then $1.30 per 1,000 beyond that. A free tier provides 5,000 records/mo with no card required, and enterprise plans add dedicated account management and premium SLA support on custom terms. The entry price is the highest committed tier in this list.

Standout features

The Web Scraper API includes automatic proxy rotation, anti-bot bypass, and JavaScript rendering, returns JSON or CSV, and bills only for successfully delivered results with optional monthly spend caps. Bright Data also sells structured company and business datasets you can query without crawling at all, which suits contact and firmographic enrichment at scale.

Where it falls short

Pricing and minimums skew enterprise, so a solo founder or small team will find ChocoData or Outscraper far cheaper for the same contact job. Approximate performance, compiled from vendor and public sources and not first-hand: Bright Data is widely reported as reliable on hard anti-bot targets, which is much of what the premium pays for. Independent benchmarks are pending; see how we test.

5. Octoparse

Octoparse is a no-code, point-and-click scraper for people who do not want to touch an API at all. You click the fields you want on a page, and it builds the extraction, which makes it the most approachable lead tool here for non-developers.

Pricing

Per Octoparse’s pricing page mid-2026, the Free plan is $0 forever with 10 tasks, 1 device, and 50,000 rows/mo of export. Standard is $69/mo (about $58/mo billed annually) with 100 tasks and cloud extraction; Professional is $249/mo (about $209/mo annually) with 250 tasks and 20 concurrent cloud processes plus Google Sheets, Dropbox, and S3 integrations. There is a 5-day money-back guarantee and a startup discount.

Standout features

Octoparse ships 500+ preset scraping templates, including an Email Scrapers template, so common targets need no setup at all. Pay-per-result templates run roughly $0.001 to $3 per thousand results for specialized scrapers, and a managed Data Service starts at $599 if you would rather hand off the work entirely.

Where it falls short

The visual model trades flexibility for ease, so unusual sites or large custom contact crawls are better served by a scriptable API like ChocoData. Cloud concurrency is gated to paid tiers, and heavy schedules push you to Professional quickly. It is the right call when ease of use beats raw control.

6. Scrapfly

Scrapfly is a scraper API with a strong angle for lead work: built-in LLM-driven structured extraction. Instead of writing a regex for every site, you can hand it a prompt and a JSON schema and let it pull the contact fields out.

Pricing

Per Scrapfly’s pricing page mid-2026, the Free plan gives 1,000 API credits with no card required. Paid plans are Discovery at $30/mo (200,000 credits), Pro at $100/mo (1,000,000 credits), Startup at $250/mo, and Enterprise at $500/mo, with two months free on annual billing. Free and Discovery have hard spend caps, while Pro and above switch to pay-as-you-go once included credits run out.

Standout features

The Extraction API supports LLM-driven structured extraction from a prompt plus JSON schema, layered on top of web scraping with proxy masking, JavaScript rendering, and anti-bot bypass. For contacts that means you can ask for emails and company fields in plain language and get structured JSON, which cuts the per-site parser work that usually eats time on a lead crawl.

Where it falls short

LLM extraction adds credit cost per call, so a high-volume contact crawl can run pricier than a plain fetch plus your own regex on a cheaper API. The hard caps on lower tiers protect your budget but can stall a job mid-run, so size the plan to the crawl before you start.

7. ScraperAPI

ScraperAPI is a general-purpose scraper API rather than an email-specific tool, but it earns a place for contact crawls where you want a mature, well-documented API and a few structured endpoints. You point it at pages and extract addresses yourself.

Pricing

ScraperAPI’s documented entry plan is Hobby at $49/mo for 100,000 API credits, per its pricing page mid-2026, and the free trial gives 5,000 credits for the first 7 days before dropping to a 1,000-credit free plan. Credits are the billing unit: a plain fetch is 1 credit, a JavaScript-rendered request costs about 10x, and premium proxies up to 30x, so rendered contact crawls burn the allowance fast.

Standout features

ScraperAPI offers a simple single-URL integration across cURL, Python, Node, PHP, Ruby, and Java, automatic proxy rotation, anti-bot bypass, and dedicated structured endpoints for Amazon, Google, Walmart, and eBay that return parsed JSON. An async scraper and a low-code DataPipeline handle batch and scheduled jobs, which helps when a lead crawl runs to many thousands of pages.

Where it falls short

There is no email or contact endpoint, so all extraction is on you, and the render and premium credit multipliers make heavy contact crawls expensive next to ChocoData’s flat per-request price. Approximate performance, compiled from vendor and public sources and not first-hand: ScraperAPI self-reports about 98% success on its own targets. Independent benchmarks are pending; see how we test.

How to choose the right one

The fastest way to pick is to match the tool to your job, not to a feature list. Use this:

• You have a list of domains and want emails, phones, and socials with no code: Outscraper. Free for 500 contacts, then $3 per 1,000 domains, raw records you verify before sending.
• You want local leads from map results, then enrich with contacts: Outscraper’s Maps-to-contacts pipeline, or an Apify maps actor if you want it scheduled.
• You want to crawl contacts off arbitrary sites at scale and parse them yourself: ChocoData. Lowest entry at $19/mo, one universal endpoint, 250+ dedicated endpoints, free tier to test.
• You want extraction without writing per-site parsers: Scrapfly’s LLM extraction, sized to your crawl volume.
• You are not a developer and want point-and-click: Octoparse, with its Email Scrapers template and 500+ presets.
• You are an enterprise data team needing business records at volume with SLAs: Bright Data.
• You already run a general scraper API and want to add contact crawls: ScraperAPI, accepting that all extraction and verification is on you.

How we evaluated these

I shortlisted these seven by the job they actually do for emails and leads, then pulled pricing and features from each vendor’s own pricing or product page in mid-2026, attributed inline, because review-site numbers go stale fast and pricing pages move. Performance figures are approximate, compiled from vendor-published numbers plus aggregated public sources, and labeled as not first-hand; my independent, like-for-like benchmarks are still pending at how we test. Every price here is current as of mid-2026 and will change, so confirm the live number on the vendor’s page before you budget.