COST ANALYSISPricing Comparisonx402 Micropayments
18 min read

Pay-Per-Use vs Subscription Scraping APIs:
Which Model Saves Money in 2026?

We priced out every major scraping API at four volume tiers—1K, 10K, 100K, and 1M requests per month—with real numbers from ScraperAPI, SerpApi, Apify, ScrapingBee, DataForSEO, Bright Data, and the new x402 micropayment model. The answer depends on your volume, your use case, and whether your scraper is a human or an AI agent.

7

Providers Compared

4

Volume Tiers

3

Pricing Models

Yes

Break-Even Analysis

The scraping API market in 2026 is a $2.4 billion industry with a confusing pricing problem. Some providers charge monthly subscriptions with credit-based systems where a single request can burn anywhere from 1 to 75 credits. Others charge per task with no monthly commitment. And now, a third model has emerged: per-request micropayments using the x402 protocol and USDC stablecoins, where you literally pay fractions of a cent per API call without an account, credit card, or subscription.

This article breaks down the real cost of each model at every volume tier. We will compare the actual dollars-per-thousand-requests you will pay, not the headline credit counts that providers use to obscure effective pricing. We will show you the break-even points where subscriptions beat pay-per-use, and explain why AI agents are making the entire subscription model obsolete for certain workloads.

If you are deciding between scraping API providers or evaluating whether to move from a subscription to pay-per-use (or vice versa), this is the guide you need. Every number in this article comes from publicly listed pricing pages as of February 2026.

Chapter 1

The Three Scraping API Pricing Models

Before comparing providers, understand the three fundamentally different ways scraping APIs charge you.

Subscription (Credit-Based)

Fixed monthly fee. You receive a pool of credits. Each API request consumes 1 to 75 credits depending on features (JavaScript rendering, geo-targeting, premium proxies). Unused credits expire at month-end.

Predictable monthly bill
Volume discounts at higher tiers
Credit multipliers hide true cost
Unused credits lost each month

Examples: ScraperAPI, SerpApi, Apify, ScrapingBee

Pay-Per-Task (Deposit)

No monthly fee. You deposit funds and pay per task or per record. Price varies by task complexity. Balance carries over indefinitely (with some providers). Still requires an account and deposit.

Pay only for what you use
No monthly waste on idle months
Minimum deposit required
Higher per-unit cost at low volume

Examples: DataForSEO, Bright Data Datasets

NEW IN 2026

x402 Micropayment

No account. No deposit. No credit card. Your script pays per-request using USDC stablecoins via the x402 protocol. Settlement in 400ms on Solana. Network fees under $0.001.

Zero minimum, zero account needed
AI agents pay autonomously
No chargebacks, instant settlement
Requires USDC wallet knowledge

Examples: Proxies.sx x402, Firecrawl x402

Chapter 2

Subscription Scraping APIs: Real Pricing Breakdown

The subscription model dominates the scraping API market. Here is what each major provider actually costs after credit multipliers.

ScraperAPI

Credit-based subscription

Plans

$49 / $149 / $299 / $475

Included

100K-5M credits/mo

Credit Cost

JS render = 5 credits; geo = 10-25 credits

Effective Per 1K Requests

$0.49-$0.10

Annual Minimum

$588

Overage

Must upgrade plan

Credits expire monthly. JS rendering unavailable on lower tiers.

SerpApi

Search-based subscription

Plans

$75 / $200 / $500 / $2,500

Included

5K-100K searches/mo

Credit Cost

1 search = 1 credit

Effective Per 1K Requests

$15.00-$2.50

Annual Minimum

$900

Overage

$7.50/1K on-demand

Searches do not roll over. SERP-specific, not general scraping.

Apify

Compute-unit subscription

Plans

$39 / $199 / $999

Included

Platform credits for compute

Credit Cost

Varies by actor complexity

Effective Per 1K Requests

$0.39-$2.00+

Annual Minimum

$468

Overage

Overage billed per compute-unit

Cost unpredictable; depends on actor RAM, runtime, and proxy usage.

ScrapingBee

Credit-based subscription

Plans

$49 / $99 / $249 / $599

Included

250K-8M credits/mo

Credit Cost

JS render = 5 credits; premium proxy = 10-75 credits

Effective Per 1K Requests

$0.20-$0.07

Annual Minimum

$588

Overage

Must upgrade plan

Geo-targeting and JS only on Business ($249+). Credit multipliers hide true cost.

The Hidden Cost: Credit Multipliers

Credit multipliers are the most misunderstood aspect of subscription scraping APIs. ScraperAPI's Hobby plan advertises 100,000 credits for $49/month. But if you use JavaScript rendering (required for most modern websites), each request costs 5 credits. That means your “100,000 credits” only covers 20,000 actual JS-rendered requests, making the effective cost $2.45 per 1,000 requests—not $0.49. Add geo-targeting (10+ credits) and you are down to 10,000 requests or less. Always ask: how many real requests does this plan cover for my use case?

Chapter 3

Pay-Per-Use Scraping APIs: Real Pricing Breakdown

No monthly commitments. You pay for exactly what you consume. Here is what the leading pay-per-use providers charge.

DataForSEO

Pure pay-per-task

Price Per Unit

$0.0006-$0.01/task

Minimum

$50 deposit

Credit Expiry

Credits never expire

Effective Per 1K

$0.60-$10.00

Best for: SEO data, SERP results

No monthly commitment. Volume discounts at scale.

Bright Data

Pay-per-record (datasets)

Price Per Unit

$2.50/1K records

Minimum

$250/mo minimum

Credit Expiry

Monthly commitment

Effective Per 1K

$2.50+

Best for: Structured datasets, marketplace data

Up to 80% volume discounts on annual plans. Deep Lookup: $0.05/column/record.

Proxies.sx x402

Per-request micropayment

Price Per Unit

$0.003-$0.01/request

Minimum

None (any amount of USDC)

Credit Expiry

Never expires

Effective Per 1K

$3.00-$10.00

Best for: AI agents, autonomous scraping, no-account access

No signup. Pay with USDC on Solana (400ms) or Base (2s). Zero minimums.

The Micropayment Revolution: Why x402 Changes Everything

Traditional payment processors charge a minimum of approximately $0.30 per transaction (Stripe's fee structure: 2.9% + $0.30). This means a $0.003 scraping request would cost 100 times more in processing fees than the service itself. This is exactly why subscription models exist—they batch thousands of tiny transactions into a single monthly charge to amortize the payment processing overhead.

Crypto micropayments on Solana cost roughly $0.0002 in network fees per transaction, making true per-request billing economically viable. The x402 protocol leverages this with instant settlement (400ms on Solana, 2 seconds on Base) and zero chargebacks. For the first time, a scraping API can charge $0.003 per request and still receive $0.003—not $0.003 minus $0.30 in fees.

Chapter 4

Cost Comparison at Every Volume Tier

Here is what you would actually pay each provider at four different monthly volumes. All figures assume standard scraping requests (not JS-rendered; multiply subscription costs by 5x for JS rendering).

1,000 req/moHobbyist
ProviderMonthly CostEffective / 1K reqNotes
ScraperAPI$49$49.00/1KLocked to $49 minimum plan
SerpApi$75$75.00/1KLocked to $75 minimum plan
Apify$39$39.00/1KStarter plan minimum
DataForSEOCHEAPEST$0.60$0.60/1KPay only for what you use
Proxies.sx x402$3-$10$3-10/1KNo minimum, no waste
10,000 req/moSmall Team
ProviderMonthly CostEffective / 1K reqNotes
ScraperAPI$49$4.90/1KStill on Hobby plan (100K credits)
SerpApi$200$20.00/1KNeed Pro plan (15K searches)
Apify$39-$60$3.90-6.00/1KDepends on compute
DataForSEOCHEAPEST$6-$100$0.60-10.00/1KScales linearly with usage
Proxies.sx x402$30-$100$3-10/1KZero waste, zero lock-in
100,000 req/moGrowth
ProviderMonthly CostEffective / 1K reqNotes
ScraperAPICHEAPEST$149$1.49/1KStartup plan = 1M credits
SerpApi$500+$5.00/1KBusiness or higher
Apify$199$1.99/1KScale plan covers this
DataForSEO$60-$1,000$0.60-10.00/1KDepends on task type
Proxies.sx x402$300-$1,000$3-10/1KHigher per-req but zero overhead
1,000,000 req/moEnterprise
ProviderMonthly CostEffective / 1K reqNotes
ScraperAPICHEAPEST$475$0.48/1KScaling plan = 5M credits (JS uses 5x)
SerpApi$3,750+$3.75/1KEnterprise minimum
Apify$999+$1.00/1KBusiness plan + overage
DataForSEO$600-$10,000$0.60-10.00/1KVolume discounts available
Proxies.sx x402$3,000-$10,000$3-10/1KBest for agent autonomy, not raw volume

Key Takeaways from the Data

Below 50K requests/month

Pay-per-use (DataForSEO) wins decisively. Subscription minimums of $39-$75/month mean you are overpaying by 5x to 75x at low volumes. x402 is competitive and has the advantage of zero minimums.

Above 100K requests/month

Subscription plans (ScraperAPI, ScrapingBee) pull ahead due to volume discounts. At 1M requests, ScraperAPI's effective cost drops to $0.48/1K—hard to beat with any pay-per-use model.

Variable or Unpredictable Volume

Pay-per-use or x402 micropayments. You never waste money on unused credits, and you do not get throttled mid-month when your subscription runs out.

AI Agent Workloads

x402 is the only model where an agent can autonomously discover, pay for, and consume an API without human-provisioned credentials. The per-request premium is the price of full autonomy.

Chapter 5

Break-Even Analysis: When to Switch Models

The exact point where a subscription becomes cheaper than pay-per-use depends on the providers and task types you are comparing.

Scenario 1: Simple HTTP Scraping (No JS Rendering)

ComparisonBreak-Even PointBelow Break-EvenAbove Break-Even
ScraperAPI vs DataForSEO~82K req/moDataForSEO winsScraperAPI wins
ScrapingBee vs DataForSEO~70K req/moDataForSEO winsScrapingBee wins
ScraperAPI vs x402~16K req/mox402 winsScraperAPI wins

At $0.003/request (x402 low end) vs ScraperAPI Hobby ($49/mo for 100K credits at 1 credit/request), break-even is approximately 16,333 requests. Below that, x402 is cheaper. Above that, the subscription discount kicks in.

Scenario 2: JS-Rendered Scraping (5x Credit Multiplier)

ComparisonBreak-Even PointBelow Break-EvenAbove Break-Even
ScraperAPI (JS) vs DataForSEO~16K req/moDataForSEO winsScraperAPI wins
ScraperAPI (JS) vs x402~3,300 req/mox402 winsScraperAPI wins

With JS rendering, ScraperAPI's 100K credits become only 20K actual requests ($49/20K = $2.45/1K). The break-even against x402 at $0.01/request drops dramatically to around 3,300 requests per month. At 5x multipliers, the subscription advantage evaporates for most teams.

The Waste Factor: Expired Credits

Break-even calculations assume you use 100% of your subscription credits every month. In reality, most teams use 60-80% of their allotted credits. If you use 70% of a $149/month ScraperAPI plan, your effective cost increases by 43%—from $0.15/1K to $0.21/1K. Pay-per-use models have zero waste by definition. For teams with variable monthly scraping volumes (seasonal e-commerce monitoring, campaign-based data collection, or experimental research), the waste factor alone can make pay-per-use cheaper even above the theoretical break-even point.

Chapter 6

The AI Agent Perspective: Why Subscriptions Break Down

For autonomous AI agents, the pricing model is not just about cost—it is about capability. Subscriptions create dependencies that agents cannot manage alone.

Subscription Model: Agent Friction

  • Requires a human to create an account and provision an API key
  • API keys must be securely stored and rotated by the agent orchestrator
  • Credit limits create hard stops mid-task that agents cannot self-resolve
  • Monthly billing cycles require credit card management infrastructure
  • Agent cannot switch providers without new account provisioning
  • Multi-agent systems need separate keys or shared key management

x402 Model: Agent-Native Access

  • No account creation required; the wallet IS the identity
  • Agent discovers price from 402 response; no prior knowledge needed
  • No API keys to store, rotate, or leak
  • No credit limits; agent pays per request from its own balance
  • Agent can switch between x402 providers seamlessly
  • Agent swarms each carry their own wallet; no shared state

Crypto Payment Advantages for Scraping APIs

Instant Settlement

400ms on Solana, 2s on Base. No 30-day net terms, no invoice delays. The provider receives funds before the HTTP response returns.

Zero Chargebacks

On-chain payments are irreversible. No fraud disputes, no chargeback fees. API providers can offer lower prices because they eliminate payment risk.

Global Access

USDC works in every country. No credit card approval, no banking restrictions, no currency conversion. Anyone with a wallet can pay any x402 API.

The Proxies.sx x402 Service Marketplace lists scraping, proxy, and data services that AI agents can consume autonomously. Each service publishes its price in the x402 response, so an agent building a multi-step research pipeline can dynamically choose the cheapest available provider for each step without any pre-configured API keys or account setup.

Chapter 7

Code Comparison: Subscription vs x402 Pay-Per-Use

See the actual implementation difference between using a subscription API key and the x402 micropayment approach.

Approach 1: Subscription API Key (ScraperAPI Example)

Requires a human to sign up, choose a plan, enter a credit card, and provide the API key to the agent.

typescript
// Subscription model: Requires pre-provisioned API key
const SCRAPERAPI_KEY = process.env.SCRAPERAPI_KEY; // Human must set up

async function scrapeWithSubscription(url: string) {
  // Check remaining credits (another API call)
  const usage = await fetch(
    `https://api.scraperapi.com/account?api_key=${SCRAPERAPI_KEY}`
  );
  const { requestCount, requestLimit } = await usage.json();

  if (requestCount >= requestLimit) {
    throw new Error("Monthly credit limit reached. Must upgrade plan.");
  }

  // Make the scraping request
  const res = await fetch(
    `https://api.scraperapi.com?api_key=${SCRAPERAPI_KEY}&url=${encodeURIComponent(url)}`
  );

  if (res.status === 403) {
    throw new Error("API key invalid or expired");
  }

  return await res.text();
}

// Problems:
// - Agent cannot create its own account
// - Credit limit = hard stop mid-pipeline
// - Key rotation = human intervention
// - Monthly bill regardless of usage

Approach 2: x402 Micropayment (Proxies.sx Example)

Agent needs only a USDC wallet. Discovers price at runtime. Pays autonomously. No human in the loop.

typescript
import { Connection, Keypair, Transaction } from "@solana/web3.js";
import { getAssociatedTokenAddress, createTransferInstruction } from "@solana/spl-token";

const USDC_MINT = "EPjFWdd5AufqSSqeM2qN1xzybapC8G4wEGGkZwyTDt1v";
const SOLANA_RPC = "https://api.mainnet-beta.solana.com";

async function scrapeWithX402(targetUrl: string) {
  // Step 1: Request scrape — no API key needed
  const res = await fetch("https://api.proxies.sx/v1/x402/scrape", {
    method: "POST",
    headers: { "Content-Type": "application/json" },
    body: JSON.stringify({ url: targetUrl, render_js: true }),
  });

  if (res.status === 402) {
    // Step 2: Server tells us the price
    const terms = await res.json();
    console.log(`Price: ${terms.amount} ${terms.currency} on ${terms.network}`);
    // => "Price: 0.005 USDC on solana"

    // Step 3: Agent pays autonomously
    const wallet = Keypair.fromSecretKey(
      Buffer.from(process.env.AGENT_WALLET_KEY!, "base64")
    );
    const connection = new Connection(SOLANA_RPC);
    const txHash = await payUSDC(
      connection, wallet, terms.address, terms.amount
    );

    // Step 4: Retry with payment proof
    const paidRes = await fetch("https://api.proxies.sx/v1/x402/scrape", {
      method: "POST",
      headers: {
        "Content-Type": "application/json",
        "X-PAYMENT-PROOF": txHash,
        "X-PAYMENT-NETWORK": "solana",
      },
      body: JSON.stringify({ url: targetUrl, render_js: true }),
    });

    return await paidRes.json(); // Scraped data
  }

  return await res.json();
}

// Advantages:
// - Zero account setup; wallet IS identity
// - Agent discovers price at runtime
// - No credit limits; pays per request
// - Works across ANY x402-enabled provider
// - 400ms payment settlement on Solana

The Fundamental Difference

With the subscription model, the human is the bottleneck: creating accounts, managing API keys, monitoring credits, and upgrading plans. With x402, the agent handles everything: discovering prices, evaluating budget constraints, making payments, and consuming resources. This is not just a pricing difference—it is an architectural shift from human-managed credentials to agent-managed wallets. For teams building autonomous agent pipelines, this eliminates an entire class of operational overhead.

Chapter 8

Decision Framework: Choosing the Right Model

Use this framework to determine which pricing model fits your specific situation.

Is your monthly scraping volume predictable and above 100K requests?

If YES:

Subscription

Volume discounts make subscriptions 3-10x cheaper at scale. ScraperAPI at $0.48/1K (1M tier) is hard to beat.

If NO:

Pay-Per-Use or x402

Variable volumes mean wasted credits with subscriptions. Pay only for what you use.

Do you need JavaScript rendering on most pages?

If YES:

Depends on Volume

JS rendering uses 5x credits on subscriptions, eroding the volume discount. Compare effective JS-rendered cost, not headline credits.

If NO:

Subscription at scale

Simple HTTP scraping gets maximum value from credit-based plans where 1 request = 1 credit.

Are AI agents or automated systems making the requests autonomously?

If YES:

x402 Micropayments

Agents cannot create accounts or manage API keys. x402 lets them pay autonomously with their own wallets.

If NO:

Subscription or Pay-Per-Use

Humans can manage accounts, so choose based on volume and cost.

Do you have months with zero or near-zero scraping activity?

If YES:

Pay-Per-Use

Subscriptions charge every month regardless. DataForSEO deposits never expire. x402 has zero idle cost.

If NO:

Subscription

Consistent usage maximizes the value of monthly credit allotments.

Do you need access from regions without standard banking?

If YES:

x402 Micropayments

USDC wallets work globally without credit cards or bank accounts. No geographic restrictions.

If NO:

Any model works

Standard payment infrastructure is available; choose based on cost.

Quick Recommendation

Solo Developer / Hobbyist

DataForSEO or x402

Under 10K requests. Pay-per-use avoids wasting $39+/month minimums.

Scraping Team / Startup

ScraperAPI or ScrapingBee

100K+ predictable requests. Subscription volume discounts win at scale.

AI Agent Pipeline

Proxies.sx x402

Autonomous access, no credentials, per-request payment from agent wallet.

Chapter 9

The Hybrid Approach: Best of Both Worlds

Most sophisticated scraping operations in 2026 do not choose exclusively. They combine models strategically.

Recommended Hybrid Architecture

1

Subscription base layer

Use ScraperAPI ($149/mo) or ScrapingBee ($249/mo) for your predictable, high-volume workloads. This covers 80% of your monthly scraping at the lowest per-request cost.

2

Pay-per-use overflow

Use DataForSEO for specialized SEO data tasks and as overflow when your subscription credits run out mid-month. No waste, no forced plan upgrade.

3

x402 for agent workloads

Use Proxies.sx x402 for AI agent pipelines, experimental crawls, and any workload where autonomous payment is needed. Browse the x402 service marketplace for available services.

This hybrid approach gives you the volume discount of subscriptions for your core operations, the flexibility of pay-per-use for variable workloads, and the agent-native capabilities of x402 for autonomous systems. Most teams find that this combination reduces their total scraping costs by 20-35% compared to using a single model exclusively, because they stop overpaying for unused subscription credits and stop under-utilizing pay-per-use volume discounts.

FAQ

Frequently Asked Questions

Ready to Try Pay-Per-Use Scraping?

Proxies.sx offers both traditional bandwidth pricing and x402 micropayments. Start with our free trial or pay per request with USDC—no account required.

PROXIES.SX Team

Building AI-native proxy infrastructure