Beginner's Guide to Steel.dev Browser Automation

Jul 9, 2025

San Francisco

Nikola Balic

Steel.dev is revolutionizing browser automation by providing a cloud-based browser API specifically designed for AI agents and modern web applications.

Simply put, Chrome is designed for human browsing while Steel is engineered for AI agents that need reliable, scalable web automation.

Unlike traditional tools that require complex infrastructure management, Steel offers a simplified approach with built-in anti-bot protection, session persistence, and seamless integration with existing automation frameworks.

What Makes Steel.dev Different

Steel.dev stands out by addressing the specific needs of AI-powered applications. While tools like Puppeteer and Playwright require you to manage browser instances, handle proxies, and implement CAPTCHA solving yourself, Steel provides these capabilities out of the box.

The platform achieves sub-second session startup times and can maintain browser sessions for up to 24 hours, making it ideal for complex automation workflows that require persistent state.

The platform’s AI-first design optimizes for token efficiency, reducing LLM costs by up to 80% through intelligent content extraction and formatting. This makes Steel particularly valuable for developers building AI agents that need to interact with web content efficiently.

Getting Started with Steel.dev

Installation and Setup

Getting started with Steel is remarkably straightforward. For Python developers:

For Node.js developers:

npm

npm

npm

npm

After installation, create a free account at steel.dev to obtain your API key. Steel offers a generous free tier with 100 browser hours per month, perfect for testing and small projects.

Set your API key as an environment variable:

Mac/Linux (bash):

export STEEL_API_KEY="your-api-key"

export STEEL_API_KEY="your-api-key"

export STEEL_API_KEY="your-api-key"

export STEEL_API_KEY="your-api-key"

Windows (CMD):

set STEEL_API_KEY

set STEEL_API_KEY

set STEEL_API_KEY

set STEEL_API_KEY

Windows (PowerShell):

$env:STEEL_API_KEY="your-api-key"

$env:STEEL_API_KEY="your-api-key"

$env:STEEL_API_KEY="your-api-key"

$env:STEEL_API_KEY="your-api-key"

Alternatively, add it directly to your project’s .env file.

Your First Steel Session

Here’s a simple example that demonstrates Steel’s power:

from steel import Steel
import os

# Initialize the client
client = Steel(steel_api_key=os.getenv("STEEL_API_KEY"))

# Create a browser session with anti-bot protection
session = client.sessions.create()

print(f"Session ID: {session.id}")
print(f"Watch live at: {session.session_viewer_url}")

from steel import Steel
import os

# Initialize the client
client = Steel(steel_api_key=os.getenv("STEEL_API_KEY"))

# Create a browser session with anti-bot protection
session = client.sessions.create()

print(f"Session ID: {session.id}")
print(f"Watch live at: {session.session_viewer_url}")

from steel import Steel
import os

# Initialize the client
client = Steel(steel_api_key=os.getenv("STEEL_API_KEY"))

# Create a browser session with anti-bot protection
session = client.sessions.create()

print(f"Session ID: {session.id}")
print(f"Watch live at: {session.session_viewer_url}")

from steel import Steel
import os

# Initialize the client
client = Steel(steel_api_key=os.getenv("STEEL_API_KEY"))

# Create a browser session with anti-bot protection
session = client.sessions.create()

print(f"Session ID: {session.id}")
print(f"Watch live at: {session.session_viewer_url}")

This simple code creates a cloud browser session.

Core Features and Capabilities

Session Management

Steel’s session API provides persistent browser instances that maintain cookies, local storage, and authentication state across requests. Sessions can run for up to 24 hours, enabling complex workflows like:

Monitoring dashboards that require login
Multi-step form submissions
Shopping cart operations across multiple pages
Long-running data extraction tasks

Browser Framework Integration

Steel works seamlessly with your favorite automation frameworks. Here’s how to connect with Puppeteer using JavaScript:

import Steel from 'steel-sdk';
import puppeteer from 'puppeteer';

const client = new Steel();
const session = await client.sessions.create();

// Connect Puppeteer to Steel session
const browser = await puppeteer.connect({
    browserWSEndpoint: `wss://connect.steel.dev?apiKey=${process.env.STEEL_API_KEY}&sessionId=${session.id}`,
});

const page = await browser.newPage();
await page.goto('https://steel.dev/');

import Steel from 'steel-sdk';
import puppeteer from 'puppeteer';

const client = new Steel();
const session = await client.sessions.create();

// Connect Puppeteer to Steel session
const browser = await puppeteer.connect({
    browserWSEndpoint: `wss://connect.steel.dev?apiKey=${process.env.STEEL_API_KEY}&sessionId=${session.id}`,
});

const page = await browser.newPage();
await page.goto('https://steel.dev/');

import Steel from 'steel-sdk';
import puppeteer from 'puppeteer';

const client = new Steel();
const session = await client.sessions.create();

// Connect Puppeteer to Steel session
const browser = await puppeteer.connect({
    browserWSEndpoint: `wss://connect.steel.dev?apiKey=${process.env.STEEL_API_KEY}&sessionId=${session.id}`,
});

const page = await browser.newPage();
await page.goto('https://steel.dev/');

import Steel from 'steel-sdk';
import puppeteer from 'puppeteer';

const client = new Steel();
const session = await client.sessions.create();

// Connect Puppeteer to Steel session
const browser = await puppeteer.connect({
    browserWSEndpoint: `wss://connect.steel.dev?apiKey=${process.env.STEEL_API_KEY}&sessionId=${session.id}`,
});

const page = await browser.newPage();
await page.goto('https://steel.dev/');

Built-in Anti-Bot Protection

Steel includes enterprise-grade anti-bot evasion techniques:

Residential proxy rotation from a global network
Automatic CAPTCHA solving for common types
Browser fingerprint randomization
Human-like behavior simulation
Stealth mode configurations

Real-World Use Cases

Price Monitoring System

Here’s a practical example of building a price monitoring system:

async function monitorProductPrice(productUrl) {
    const session = await client.sessions.create({
        useProxy: true,
        solveCaptcha: true
    });

    const browser = await puppeteer.connect({
        browserWSEndpoint: `wss://connect.steel.dev?apiKey=${apiKey}&sessionId=${session.id}`,
    });

    const page = await browser.newPage();
    await page.goto(productUrl);
    
    // Wait for price element to load
    await page.waitForSelector('.price', { timeout: 10000 });
    
    const priceData = await page.evaluate(() => {
        const price = document.querySelector('.price')?.textContent;
        const title = document.querySelector('h1')?.textContent;
        const availability = document.querySelector('.in-stock') !== null;
        
        return {
            price: price?.replace(/[^0-9.]/g, ''),
            title: title?.trim(),
            available: availability,
            timestamp: new Date().toISOString()
        };
    });

    await browser.close();
    return priceData;
}

async function monitorProductPrice(productUrl) {
    const session = await client.sessions.create({
        useProxy: true,
        solveCaptcha: true
    });

    const browser = await puppeteer.connect({
        browserWSEndpoint: `wss://connect.steel.dev?apiKey=${apiKey}&sessionId=${session.id}`,
    });

    const page = await browser.newPage();
    await page.goto(productUrl);
    
    // Wait for price element to load
    await page.waitForSelector('.price', { timeout: 10000 });
    
    const priceData = await page.evaluate(() => {
        const price = document.querySelector('.price')?.textContent;
        const title = document.querySelector('h1')?.textContent;
        const availability = document.querySelector('.in-stock') !== null;
        
        return {
            price: price?.replace(/[^0-9.]/g, ''),
            title: title?.trim(),
            available: availability,
            timestamp: new Date().toISOString()
        };
    });

    await browser.close();
    return priceData;
}

async function monitorProductPrice(productUrl) {
    const session = await client.sessions.create({
        useProxy: true,
        solveCaptcha: true
    });

    const browser = await puppeteer.connect({
        browserWSEndpoint: `wss://connect.steel.dev?apiKey=${apiKey}&sessionId=${session.id}`,
    });

    const page = await browser.newPage();
    await page.goto(productUrl);
    
    // Wait for price element to load
    await page.waitForSelector('.price', { timeout: 10000 });
    
    const priceData = await page.evaluate(() => {
        const price = document.querySelector('.price')?.textContent;
        const title = document.querySelector('h1')?.textContent;
        const availability = document.querySelector('.in-stock') !== null;
        
        return {
            price: price?.replace(/[^0-9.]/g, ''),
            title: title?.trim(),
            available: availability,
            timestamp: new Date().toISOString()
        };
    });

    await browser.close();
    return priceData;
}

async function monitorProductPrice(productUrl) {
    const session = await client.sessions.create({
        useProxy: true,
        solveCaptcha: true
    });

    const browser = await puppeteer.connect({
        browserWSEndpoint: `wss://connect.steel.dev?apiKey=${apiKey}&sessionId=${session.id}`,
    });

    const page = await browser.newPage();
    await page.goto(productUrl);
    
    // Wait for price element to load
    await page.waitForSelector('.price', { timeout: 10000 });
    
    const priceData = await page.evaluate(() => {
        const price = document.querySelector('.price')?.textContent;
        const title = document.querySelector('h1')?.textContent;
        const availability = document.querySelector('.in-stock') !== null;
        
        return {
            price: price?.replace(/[^0-9.]/g, ''),
            title: title?.trim(),
            available: availability,
            timestamp: new Date().toISOString()
        };
    });

    await browser.close();
    return priceData;
}

Form Automation

Automating complex forms becomes simple with Steel’s session persistence:

async def automate_application_form(form_url, user_data):
    # Create session with extended timeout
    session = client.sessions.create(
        use_proxy=True,
        solve_captcha=True,
        session_timeout=3600000  # 1 hour for complex forms
    )
    
    # Connect with Playwright
    browser = await playwright.chromium.connect_over_cdp(
        f"wss://connect.steel.dev?apiKey={api_key}&sessionId={session.id}"
    )
    
    page = await browser.new_page()
    await page.goto(form_url)
    
    # Fill multi-step form
    await page.fill('input[name="firstName"]', user_data['first_name'])
    await page.fill('input[name="lastName"]', user_data['last_name'])
    await page.fill('input[name="email"]', user_data['email'])
    
    # Handle dynamic dropdowns
    await page.select_option('select[name="country"]', user_data['country'])
    
    # Navigate to next step
    await page.click('button[type="submit"]')
    await page.wait_for_url('**/step-2')
    
    # Continue with additional steps

async def automate_application_form(form_url, user_data):
    # Create session with extended timeout
    session = client.sessions.create(
        use_proxy=True,
        solve_captcha=True,
        session_timeout=3600000  # 1 hour for complex forms
    )
    
    # Connect with Playwright
    browser = await playwright.chromium.connect_over_cdp(
        f"wss://connect.steel.dev?apiKey={api_key}&sessionId={session.id}"
    )
    
    page = await browser.new_page()
    await page.goto(form_url)
    
    # Fill multi-step form
    await page.fill('input[name="firstName"]', user_data['first_name'])
    await page.fill('input[name="lastName"]', user_data['last_name'])
    await page.fill('input[name="email"]', user_data['email'])
    
    # Handle dynamic dropdowns
    await page.select_option('select[name="country"]', user_data['country'])
    
    # Navigate to next step
    await page.click('button[type="submit"]')
    await page.wait_for_url('**/step-2')
    
    # Continue with additional steps

async def automate_application_form(form_url, user_data):
    # Create session with extended timeout
    session = client.sessions.create(
        use_proxy=True,
        solve_captcha=True,
        session_timeout=3600000  # 1 hour for complex forms
    )
    
    # Connect with Playwright
    browser = await playwright.chromium.connect_over_cdp(
        f"wss://connect.steel.dev?apiKey={api_key}&sessionId={session.id}"
    )
    
    page = await browser.new_page()
    await page.goto(form_url)
    
    # Fill multi-step form
    await page.fill('input[name="firstName"]', user_data['first_name'])
    await page.fill('input[name="lastName"]', user_data['last_name'])
    await page.fill('input[name="email"]', user_data['email'])
    
    # Handle dynamic dropdowns
    await page.select_option('select[name="country"]', user_data['country'])
    
    # Navigate to next step
    await page.click('button[type="submit"]')
    await page.wait_for_url('**/step-2')
    
    # Continue with additional steps

async def automate_application_form(form_url, user_data):
    # Create session with extended timeout
    session = client.sessions.create(
        use_proxy=True,
        solve_captcha=True,
        session_timeout=3600000  # 1 hour for complex forms
    )
    
    # Connect with Playwright
    browser = await playwright.chromium.connect_over_cdp(
        f"wss://connect.steel.dev?apiKey={api_key}&sessionId={session.id}"
    )
    
    page = await browser.new_page()
    await page.goto(form_url)
    
    # Fill multi-step form
    await page.fill('input[name="firstName"]', user_data['first_name'])
    await page.fill('input[name="lastName"]', user_data['last_name'])
    await page.fill('input[name="email"]', user_data['email'])
    
    # Handle dynamic dropdowns
    await page.select_option('select[name="country"]', user_data['country'])
    
    # Navigate to next step
    await page.click('button[type="submit"]')
    await page.wait_for_url('**/step-2')
    
    # Continue with additional steps

Extracting Data from JavaScript-Heavy Sites

Modern SPAs require sophisticated handling that Steel simplifies:

async function extractSPAData(spaUrl) {
    const session = await client.sessions.create({
        useProxy: true,
        blockAds: true  // Improve performance
    });

    const browser = await puppeteer.connect({
        browserWSEndpoint: `wss://connect.steel.dev?apiKey=${apiKey}&sessionId=${session.id}`,
    });

    const page = await browser.newPage();
    
    // Navigate and wait for SPA to fully load
    await page.goto(spaUrl, { waitUntil: 'networkidle2' });
    
    // Wait for React/Vue/Angular to render content
    await page.waitForSelector('[data-loaded="true"]', { timeout: 15000 });
    
    // Extract rendered data
    const products = await page.evaluate(() => {
        return Array.from(document.querySelectorAll('.product-card')).map(card => ({
            name: card.querySelector('.name')?.textContent,
            price: card.querySelector('.price')?.textContent,
            rating: card.querySelector('.rating')?.getAttribute('data-score'),
            image: card.querySelector('img')?.src
        }));
    });

    await browser.close();
    return products;
}

async function extractSPAData(spaUrl) {
    const session = await client.sessions.create({
        useProxy: true,
        blockAds: true  // Improve performance
    });

    const browser = await puppeteer.connect({
        browserWSEndpoint: `wss://connect.steel.dev?apiKey=${apiKey}&sessionId=${session.id}`,
    });

    const page = await browser.newPage();
    
    // Navigate and wait for SPA to fully load
    await page.goto(spaUrl, { waitUntil: 'networkidle2' });
    
    // Wait for React/Vue/Angular to render content
    await page.waitForSelector('[data-loaded="true"]', { timeout: 15000 });
    
    // Extract rendered data
    const products = await page.evaluate(() => {
        return Array.from(document.querySelectorAll('.product-card')).map(card => ({
            name: card.querySelector('.name')?.textContent,
            price: card.querySelector('.price')?.textContent,
            rating: card.querySelector('.rating')?.getAttribute('data-score'),
            image: card.querySelector('img')?.src
        }));
    });

    await browser.close();
    return products;
}

async function extractSPAData(spaUrl) {
    const session = await client.sessions.create({
        useProxy: true,
        blockAds: true  // Improve performance
    });

    const browser = await puppeteer.connect({
        browserWSEndpoint: `wss://connect.steel.dev?apiKey=${apiKey}&sessionId=${session.id}`,
    });

    const page = await browser.newPage();
    
    // Navigate and wait for SPA to fully load
    await page.goto(spaUrl, { waitUntil: 'networkidle2' });
    
    // Wait for React/Vue/Angular to render content
    await page.waitForSelector('[data-loaded="true"]', { timeout: 15000 });
    
    // Extract rendered data
    const products = await page.evaluate(() => {
        return Array.from(document.querySelectorAll('.product-card')).map(card => ({
            name: card.querySelector('.name')?.textContent,
            price: card.querySelector('.price')?.textContent,
            rating: card.querySelector('.rating')?.getAttribute('data-score'),
            image: card.querySelector('img')?.src
        }));
    });

    await browser.close();
    return products;
}

async function extractSPAData(spaUrl) {
    const session = await client.sessions.create({
        useProxy: true,
        blockAds: true  // Improve performance
    });

    const browser = await puppeteer.connect({
        browserWSEndpoint: `wss://connect.steel.dev?apiKey=${apiKey}&sessionId=${session.id}`,
    });

    const page = await browser.newPage();
    
    // Navigate and wait for SPA to fully load
    await page.goto(spaUrl, { waitUntil: 'networkidle2' });
    
    // Wait for React/Vue/Angular to render content
    await page.waitForSelector('[data-loaded="true"]', { timeout: 15000 });
    
    // Extract rendered data
    const products = await page.evaluate(() => {
        return Array.from(document.querySelectorAll('.product-card')).map(card => ({
            name: card.querySelector('.name')?.textContent,
            price: card.querySelector('.price')?.textContent,
            rating: card.querySelector('.rating')?.getAttribute('data-score'),
            image: card.querySelector('img')?.src
        }));
    });

    await browser.close();
    return products;
}

Steel.dev vs Other Browser Automation Tools

When to Choose Steel.dev

Steel excels in scenarios requiring:

Managed Infrastructure: No need to handle browser installation or updates
Anti-Bot Protection: Built-in proxies and CAPTCHA solving
Session Persistence: Long-running tasks with maintained state
AI Integration: Optimized for LLM-based applications
Rapid Development: Get started in minutes, not hours

When to Choose Traditional Tools

Consider Playwright, Puppeteer, or Selenium when you need:

Offline Operation: Running automation without internet dependency
Cross-Browser Testing: Testing across multiple browser engines
Legacy System Support: Working with older browser versions

Performance Comparison

In practical benchmarks, Steel shows significant advantages for cloud-based automation:

Session startup: <1 second (vs 3-5 seconds for self-managed browsers)
CAPTCHA solving: Automatic (vs manual implementation required)
Proxy rotation: Built-in (vs third-party service integration)
Infrastructure scaling: Automatic (vs manual orchestration)

Best Practices for Success

Ethical Web Scraping

Always prioritize ethical considerations:

Respect robots.txt: Check and honor crawling directives
Implement rate limiting: Add delays between requests
Use appropriate user agents: Identify your bot transparently
Handle errors gracefully: Back off when encountering issues

import time
import random

def respectful_scraping(urls):
    for url in urls:
        try:
            # Process URL
            result = scrape_page(url)
            
            # Add human-like delay
            delay = random.uniform(2, 5)
            time.sleep(delay)
            
        except Exception as e:
            print(f"Error scraping {url}: {e}")
            # Longer delay after errors
            time.sleep(10)

import time
import random

def respectful_scraping(urls):
    for url in urls:
        try:
            # Process URL
            result = scrape_page(url)
            
            # Add human-like delay
            delay = random.uniform(2, 5)
            time.sleep(delay)
            
        except Exception as e:
            print(f"Error scraping {url}: {e}")
            # Longer delay after errors
            time.sleep(10)

import time
import random

def respectful_scraping(urls):
    for url in urls:
        try:
            # Process URL
            result = scrape_page(url)
            
            # Add human-like delay
            delay = random.uniform(2, 5)
            time.sleep(delay)
            
        except Exception as e:
            print(f"Error scraping {url}: {e}")
            # Longer delay after errors
            time.sleep(10)

import time
import random

def respectful_scraping(urls):
    for url in urls:
        try:
            # Process URL
            result = scrape_page(url)
            
            # Add human-like delay
            delay = random.uniform(2, 5)
            time.sleep(delay)
            
        except Exception as e:
            print(f"Error scraping {url}: {e}")
            # Longer delay after errors
            time.sleep(10)

Security Best Practices

Protect sensitive data and credentials:

# Never hardcode credentials
api_key = os.environ.get('STEEL_API_KEY')

# Use context managers for session cleanup
class SteelSession:
    def __init__(self, client):
        self.client = client
        self.session = None
    
    def __enter__(self):
        self.session = self.client.sessions.create()
        return self.session
    
    def __exit__(self, exc_type, exc_val, exc_tb):
        if self.session:
            self.client.sessions.release(self.session.id)

# Usage
with SteelSession(client) as session:
    # Use session safely
    pass  # Session automatically released

# Never hardcode credentials
api_key = os.environ.get('STEEL_API_KEY')

# Use context managers for session cleanup
class SteelSession:
    def __init__(self, client):
        self.client = client
        self.session = None
    
    def __enter__(self):
        self.session = self.client.sessions.create()
        return self.session
    
    def __exit__(self, exc_type, exc_val, exc_tb):
        if self.session:
            self.client.sessions.release(self.session.id)

# Usage
with SteelSession(client) as session:
    # Use session safely
    pass  # Session automatically released

# Never hardcode credentials
api_key = os.environ.get('STEEL_API_KEY')

# Use context managers for session cleanup
class SteelSession:
    def __init__(self, client):
        self.client = client
        self.session = None
    
    def __enter__(self):
        self.session = self.client.sessions.create()
        return self.session
    
    def __exit__(self, exc_type, exc_val, exc_tb):
        if self.session:
            self.client.sessions.release(self.session.id)

# Usage
with SteelSession(client) as session:
    # Use session safely
    pass  # Session automatically released

# Never hardcode credentials
api_key = os.environ.get('STEEL_API_KEY')

# Use context managers for session cleanup
class SteelSession:
    def __init__(self, client):
        self.client = client
        self.session = None
    
    def __enter__(self):
        self.session = self.client.sessions.create()
        return self.session
    
    def __exit__(self, exc_type, exc_val, exc_tb):
        if self.session:
            self.client.sessions.release(self.session.id)

# Usage
with SteelSession(client) as session:
    # Use session safely
    pass  # Session automatically released

Error Handling Patterns

Implement robust error handling for production reliability:

async function robustAutomation(url, maxRetries = 3) {
    let lastError;
    
    for (let attempt = 0; attempt < maxRetries; attempt++) {
        try {
            const session = await client.sessions.create({
                useProxy: true,
                solveCaptcha: true
            });
            
            // Your automation logic here
            const result = await performTask(session, url);
            
            await client.sessions.release(session.id);
            return result;
            
        } catch (error) {
            lastError = error;
            console.log(`Attempt ${attempt + 1} failed: ${error.message}`);
            
            // Exponential backoff
            const delay = Math.pow(2, attempt) * 1000;
            await new Promise(resolve => setTimeout(resolve, delay));
        }
    }
    
    throw new Error(`Failed after ${maxRetries} attempts: ${lastError.message}`);
}

async function robustAutomation(url, maxRetries = 3) {
    let lastError;
    
    for (let attempt = 0; attempt < maxRetries; attempt++) {
        try {
            const session = await client.sessions.create({
                useProxy: true,
                solveCaptcha: true
            });
            
            // Your automation logic here
            const result = await performTask(session, url);
            
            await client.sessions.release(session.id);
            return result;
            
        } catch (error) {
            lastError = error;
            console.log(`Attempt ${attempt + 1} failed: ${error.message}`);
            
            // Exponential backoff
            const delay = Math.pow(2, attempt) * 1000;
            await new Promise(resolve => setTimeout(resolve, delay));
        }
    }
    
    throw new Error(`Failed after ${maxRetries} attempts: ${lastError.message}`);
}

async function robustAutomation(url, maxRetries = 3) {
    let lastError;
    
    for (let attempt = 0; attempt < maxRetries; attempt++) {
        try {
            const session = await client.sessions.create({
                useProxy: true,
                solveCaptcha: true
            });
            
            // Your automation logic here
            const result = await performTask(session, url);
            
            await client.sessions.release(session.id);
            return result;
            
        } catch (error) {
            lastError = error;
            console.log(`Attempt ${attempt + 1} failed: ${error.message}`);
            
            // Exponential backoff
            const delay = Math.pow(2, attempt) * 1000;
            await new Promise(resolve => setTimeout(resolve, delay));
        }
    }
    
    throw new Error(`Failed after ${maxRetries} attempts: ${lastError.message}`);
}

async function robustAutomation(url, maxRetries = 3) {
    let lastError;
    
    for (let attempt = 0; attempt < maxRetries; attempt++) {
        try {
            const session = await client.sessions.create({
                useProxy: true,
                solveCaptcha: true
            });
            
            // Your automation logic here
            const result = await performTask(session, url);
            
            await client.sessions.release(session.id);
            return result;
            
        } catch (error) {
            lastError = error;
            console.log(`Attempt ${attempt + 1} failed: ${error.message}`);
            
            // Exponential backoff
            const delay = Math.pow(2, attempt) * 1000;
            await new Promise(resolve => setTimeout(resolve, delay));
        }
    }
    
    throw new Error(`Failed after ${maxRetries} attempts: ${lastError.message}`);
}

Troubleshooting Common Issues

Session Creation Failures

If sessions fail to create, check:

API key validity and permissions
Account limits and quotas
Network connectivity to Steel servers
Rate limiting (implement exponential backoff)

Element Not Found Errors

When elements aren’t found:

// Instead of direct clicking
await page.click('#submit');  // May fail

// Use robust waiting
await page.waitForSelector('#submit', { 
    visible: true, 
    timeout: 30000 
});
await page.click('#submit');

// Instead of direct clicking
await page.click('#submit');  // May fail

// Use robust waiting
await page.waitForSelector('#submit', { 
    visible: true, 
    timeout: 30000 
});
await page.click('#submit');

// Instead of direct clicking
await page.click('#submit');  // May fail

// Use robust waiting
await page.waitForSelector('#submit', { 
    visible: true, 
    timeout: 30000 
});
await page.click('#submit');

// Instead of direct clicking
await page.click('#submit');  // May fail

// Use robust waiting
await page.waitForSelector('#submit', { 
    visible: true, 
    timeout: 30000 
});
await page.click('#submit');

CAPTCHA Handling Issues

While Steel handles most CAPTCHAs automatically, some complex types may require special handling:

# Monitor CAPTCHA resolution
session = client.sessions.create(solve_captcha=True)

# Set appropriate timeouts for complex CAPTCHAs
page.set_default_timeout(60000)  # 60 seconds for CAPTCHA solving

# Monitor CAPTCHA resolution
session = client.sessions.create(solve_captcha=True)

# Set appropriate timeouts for complex CAPTCHAs
page.set_default_timeout(60000)  # 60 seconds for CAPTCHA solving

# Monitor CAPTCHA resolution
session = client.sessions.create(solve_captcha=True)

# Set appropriate timeouts for complex CAPTCHAs
page.set_default_timeout(60000)  # 60 seconds for CAPTCHA solving

# Monitor CAPTCHA resolution
session = client.sessions.create(solve_captcha=True)

# Set appropriate timeouts for complex CAPTCHAs
page.set_default_timeout(60000)  # 60 seconds for CAPTCHA solving

Performance Optimization

Efficient Resource Usage

Optimize your Steel usage for cost and performance:

// Disable unnecessary resources
const session = await client.sessions.create({
    blockAds: true,
    // Smaller viewport for better performance
    dimensions: { width: 1280, height: 720 }
});

// Intercept and block images/CSS when not needed
page.on('request', (request) => {
    const resourceType = request.resourceType();
    if (['image', 'stylesheet', 'font'].includes(resourceType)) {
        request.abort();
    } else {
        request.continue();
    }
});

// Disable unnecessary resources
const session = await client.sessions.create({
    blockAds: true,
    // Smaller viewport for better performance
    dimensions: { width: 1280, height: 720 }
});

// Intercept and block images/CSS when not needed
page.on('request', (request) => {
    const resourceType = request.resourceType();
    if (['image', 'stylesheet', 'font'].includes(resourceType)) {
        request.abort();
    } else {
        request.continue();
    }
});

// Disable unnecessary resources
const session = await client.sessions.create({
    blockAds: true,
    // Smaller viewport for better performance
    dimensions: { width: 1280, height: 720 }
});

// Intercept and block images/CSS when not needed
page.on('request', (request) => {
    const resourceType = request.resourceType();
    if (['image', 'stylesheet', 'font'].includes(resourceType)) {
        request.abort();
    } else {
        request.continue();
    }
});

// Disable unnecessary resources
const session = await client.sessions.create({
    blockAds: true,
    // Smaller viewport for better performance
    dimensions: { width: 1280, height: 720 }
});

// Intercept and block images/CSS when not needed
page.on('request', (request) => {
    const resourceType = request.resourceType();
    if (['image', 'stylesheet', 'font'].includes(resourceType)) {
        request.abort();
    } else {
        request.continue();
    }
});

Parallel Processing

Process multiple URLs efficiently:

import asyncio
from concurrent.futures import ThreadPoolExecutor

async def process_urls_parallel(urls, max_concurrent=5):
    semaphore = asyncio.Semaphore(max_concurrent)
    
    async def process_with_limit(url):
        async with semaphore:
            return await process_single_url(url)
    
    tasks = [process_with_limit(url) for url in urls]
    return await asyncio.gather(*tasks)

import asyncio
from concurrent.futures import ThreadPoolExecutor

async def process_urls_parallel(urls, max_concurrent=5):
    semaphore = asyncio.Semaphore(max_concurrent)
    
    async def process_with_limit(url):
        async with semaphore:
            return await process_single_url(url)
    
    tasks = [process_with_limit(url) for url in urls]
    return await asyncio.gather(*tasks)

import asyncio
from concurrent.futures import ThreadPoolExecutor

async def process_urls_parallel(urls, max_concurrent=5):
    semaphore = asyncio.Semaphore(max_concurrent)
    
    async def process_with_limit(url):
        async with semaphore:
            return await process_single_url(url)
    
    tasks = [process_with_limit(url) for url in urls]
    return await asyncio.gather(*tasks)

import asyncio
from concurrent.futures import ThreadPoolExecutor

async def process_urls_parallel(urls, max_concurrent=5):
    semaphore = asyncio.Semaphore(max_concurrent)
    
    async def process_with_limit(url):
        async with semaphore:
            return await process_single_url(url)
    
    tasks = [process_with_limit(url) for url in urls]
    return await asyncio.gather(*tasks)

Next Steps and Resources

Continue Learning

Official Documentation: docs.steel.dev
GitHub Repository: github.com/steel-dev/steel-python
Community Discord: Join for support and best practices
Cookbook Examples: github.com/steel-dev/steel-cookbook

Building Your First Project

Start with these beginner-friendly projects:

Price Tracker: Monitor product prices and send alerts
Form Filler: Automate repetitive form submissions
Content Scraper: Extract articles from news websites
Screenshot Service: Generate website screenshots on demand

Scaling to Match Your Needs

As your automation requirements evolve, Steel grows with you:

Personal Projects: Learning, prototyping, and small-scale automation
Production Applications: Live services and regular automation workflows
Enterprise Development: High-volume automation at scale
Custom Solutions: Tailored configurations for specialized use cases

Steel’s cloud-native design automatically handles infrastructure scaling, session management, and performance optimization regardless of deployment size. Check your current usage and explore options in your Steel dashboard.

Steel.dev democratizes browser automation by removing infrastructure complexity while providing enterprise-grade capabilities. Whether you’re building a simple scraper or a sophisticated AI agent, Steel’s combination of simplicity, power, and reliability makes it an excellent choice for modern web automation projects.