Upwork Scraper - Extract up to 10,000 Jobs per request Experience seamless Upwork job extraction with fast access to comprehensive job data. Pull up to 10,000 jobs from a single search without any authentication hassles. ## ✨ Key Features - 🔑 No Credentials Required: Simply configure your search parameters and start extracting. No cookies, login details, or complex authentication needed. - 📈 High Volume Capacity: Extract up to 10,000 jobs per search - perfect for comprehensive market analysis and bulk data collection. - ⚡ Fast Data Access: Get results quickly from our pre-indexed database. Optimized for speed and reliability. - 🎯 Precision Filtering: 40+ filter parameters that work exactly as configured - budget, location, skills, client history, and more. - 📊 Complete Job Data: Access all public job fields including budget details, client stats, vendor requirements, and application costs. ## 🛠️ How It Works 1. Configure Your Search: Set your desired filters - keywords, budget ranges, client requirements, experience levels 2. Set Volume Limit: Choose how many jobs to extract (1 to 10,000) 3. Run Extraction: Get results in clean, structured JSON format 4. Export or Integrate: Use with Clay, Zapier, Make, or export to your preferred format ### Input Sample javascript { "limit": 100, "fromDate": "2025-01-13", "toDate": "2025-01-14", "jobCategories": ["Web Development"], "includeKeywords.keywords": ["React", "TypeScript"], "includeKeywords.matchTitle": true, "includeKeywords.matchDescription": true, "budget.hourlyRate.min": "50", "client.paymentMethodVerified": true, "client.includeLocations": [ {"type": "COUNTRY", "value": "US"} ] } ## 💰 Transparent Pricing & Performance $0.003 per job ($3.00 per 1,000 jobs) - Pay only for what you extract - No subscriptions or hidden fees - Platform costs included ### Volume Examples with Timing | Jobs | Cost | Time | |------|------|------| | 100 jobs | $0.30 | ~6 seconds | | 500 jobs | $1.50 | ~15 seconds | | 1,000 jobs | $3.00 | ~20 seconds | | 5,000 jobs | $15.00 | ~40 seconds | | 10,000 jobs | $30.00 | ~70 seconds | ## 📖 How to Use Upwork Job Scraper (Best practice) ### Daily Freelancer Monitor javascript { "limit": 200, "fromDate": "2025-01-13", // Yesterday "toDate": "2025-01-14", // Today "jobCategories": ["Web Development", "Mobile Development"], "includeKeywords.keywords": ["React", "Node.js", "TypeScript"], "includeKeywords.matchTitle": true, "includeKeywords.matchSkills": false, "includeKeywords.matchDescription": true, "budget.hourlyRate.min": "40", "client.includeLocations": [ {"type": "COUNTRY", "value": "US"}, {"type": "COUNTRY", "value": "CA"}, {"type": "COUNTRY", "value": "GB"} ], "client.paymentMethodVerified": true } ### Agency Market Analysis javascript { "limit": 5000, "fromDate": "2025-01-01", "toDate": "2025-01-14", "jobCategories": ["Web Development", "Web & Mobile Design"], "budget.fixedPrice.min": "5000", "client.totalSpent.min": "10000", "client.minFeedbackScore": "4.0", "client.includeLocations": [ {"type": "REGION", "value": "north_america"}, {"type": "REGION", "value": "europe"} ], "vendor.experienceLevel": ["INTERMEDIATE", "EXPERT"] } ### Clay Automation Daily Pull javascript { "limit": 300, "fromDate": "2025-01-13T00:00:00Z", "toDate": "2025-01-13T23:59:59Z", "includeKeywords.keywords": ["SaaS", "B2B", "startup"], "includeKeywords.matchSkills": false, "includeKeywords.matchTitle": false, "includeKeywords.matchDescription": true, "budget.minClientHireRate": 50, "client.includeLocations": [ {"type": "COUNTRY", "value": "US"} ], "client.paymentMethodVerified": true, "client.totalSpent.min": "5000" } ### Advanced Filtering Example javascript { "limit": 2000, "fromDate": "2025-01-01T12:30:00Z", "jobCategories": [ "Web Development", "Web & Mobile Design" ], "includeKeywords.keywords": ["React", "TypeScript", "Next.js"], "includeKeywords.matchTitle": true, "includeKeywords.matchDescription": true, "includeKeywords.matchSkills": true, "excludeKeywords.keywords": ["WordPress", "PHP", "Shopify"], "excludeKeywords.matchTitle": true, "excludeKeywords.matchDescription": true, "excludeKeywords.matchSkills": true, "budget.hourlyRate.min": "40", "budget.hourlyRate.max": "150", "budget.jobDurations": [ "UP_TO_THREE_MONTHS", "UP_TO_SIX_MONTHS", "MORE_THAN_SIX_MONTHS" ], "budget.minClientHireRate": 50, "client.paymentMethodVerified": true, "client.minFeedbackScore": "4.0", "client.includeLocations": [ {"type": "COUNTRY", "value": "US"}, {"type": "REGION", "value": "europe"}, {"type": "COUNTRY", "value": "GB"} ], "client.totalSpent.min": "5000", "vendor.experienceLevel": ["INTERMEDIATE", "EXPERT"], "vendor.englishProficiency": "FLUENT" } ## 📊 Output format Clean, structured JSON with all job details: json { "uid": "1955020056847176693", "title": "React Developer for SaaS Platform", "description": "We are looking for an experienced React Developer to help us build and scale our SaaS platform for small-to-medium businesses. You’ll be working closely with our product and backend teams to deliver high-quality, performant, and maintainable features that enhance user experience and support rapid growth.", "createdAt": "2025-01-15T10:30:00.000Z", "skills": [ "React", "TypeScript", "Node.js", "Redux", "REST APIs" ], "externalLink": "https://www.upwork.com/jobs/~021955020056847176693", "applicationCost": 6, "featured": false, "category": "Web Development", "ciphertext": "~021955020056847176693", "questions": null, "budget": { "fixedBudget": 5000, "hourlyRate": { "min": 40, "max": 80 } }, "client": { "name": "TechStartup Inc", "timezone": "America/New_York", "industry": "Technology", "companySize": 10, "countryCode": "US", "phoneNumberVerified": true, "paymentMethodVerified": true, "enterprise": false, "connectedAt": "2024-05-01T00:00:00.000Z", "stats": { "totalSpent": 125000, "totalHires": 42, "hireRate": 85, "avgRate": 65, "feedbackRate": 4.95, "feedbackCount": 38 } }, "vendor": { "hireType": "FREELANCER", "countryCodes": ["US", "CA", "UK"], "experienceLevel": "EXPERT", "englishLevel": "FLUENT" }, "customJobScore": 4.8 } ### 📸 Output Sample ### Field Descriptions Core Fields: - uid: Unique identifier for the job - title: Job title/headline - description: Job description - createdAt: When the job was posted (ISO 8601) - externalLink: Direct link to job on Upwork - applicationCost: Connects required to apply - featured: Whether it's a featured/promoted job - category: Job category on Upwork - ciphertext: Encoded job reference - questions: Screening questions (array or null) - customJobScore: Client quality score (0-5) based on verification status, ratings, hire history, and spending patterns Budget Object: - fixedBudget: Fixed price amount (0 if hourly) - hourlyRate.min/max: Hourly rate range (null if fixed) Client Object: - name: Company/client name (may be null) - timezone: Client's timezone (IANA format) - industry: Client's industry sector - companySize: Number of employees - countryCode: 2-letter country code - phoneNumberVerified: Phone verification status - pymentMethodVerified: Payment method verified - enterprise: Enterprise client flag - connectedAt: When joined Upwork - stats.totalSpent: Total spent on platform - stats.totalHires: Number of hires made - stats.hireRate: Percentage of jobs that result in hire - stats.avgRate: Average hourly rate paid - stats.feedbackRate: Average rating given (0-5) - stats.feedbackCount: Number of feedback entries Vendor Object: - hireType: "FREELANCER", "AGENCY", or "ANY" - countryCodes: Preferred freelancer locations - experienceLevel: "BEGINNER", "INTERMEDIATE", or "EXPERT" - englishLevel: "ANY", "BASIC", "CONVERSATIONAL", "FLUENT", or "NATIVE" ## 📋 Complete Input Parameters ### ⚙️ Basic Settings | Parameter | Type | Description | Example | |-----------|------|-------------|---------| | limit | integer | Max jobs to return (1-10000) | 1000 | | fromDate | string | Jobs posted after (YYYY-MM-DD or YYYY-MM-DDTHH:MM:SSZ) | "2025-01-01" or "2025-01-01T00:00:00Z" | | toDate | string | Jobs posted before (YYYY-MM-DD or YYYY-MM-DDTHH:MM:SSZ) | "2025-12-31" or "2025-12-31T23:59:59Z" | | jobCategories | array | Upwork category names | ["Web Development", "UI/UX Design"] | ### 🔎 Keyword Filters | Parameter | Type | Description | Example | |-----------|------|-------------|---------| | includeKeywords.active | boolean | Enable include keywords | true | | includeKeywords.keywords | array | Must contain these terms | ["React", "Node.js"] | | includeKeywords.matchTitle | boolean | Search in titles | true | | includeKeywords.matchDescription | boolean | Search in descriptions | true | | includeKeywords.matchSkills | boolean | Search in required skills | true | | excludeKeywords.active | boolean | Enable exclude keywords | true | | excludeKeywords.keywords | array | Exclude jobs with these terms | ["WordPress", "PHP"] | | excludeKeywords.matchTitle | boolean | Search in titles | true | | excludeKeywords.matchDescription | boolean | Search in descriptions | true | | excludeKeywords.matchSkills | boolean | Search in required skills | true | ### 💰 Budget & Payment | Parameter | Type | Description | Example | |-----------|------|-------------|---------| | budget.hourlyRate.min | string | Minimum hourly rate (USD) | "50" | | budget.hourlyRate.max | string | Maximum hourly rate (USD) | "150" | | budget.fixedPrice.min | string | Minimum fixed price (USD) | "1000" | | budget.fixedPrice.max | string | Maximum fixed price (USD) | "10000" | | budget.connectsPrice.min | integer | Minimum connects required | 1 | | budget.connectsPrice.max | integer | Maximum connects required | 10 | | budget.jobDurations | array | Contract lengths | ["UP_TO_THREE_MONTHS"] | | budget.hourlyWorkloads | array | Weekly commitment | ["LESS_THAN_30_HOURS"] | | budget.minClientHireRate | integer | Min hire rate (%) | 50 | ### 🏢 Client Requirements | Parameter | Type | Description | Example | |-----------|------|-------------|---------| | client.paymentMethodVerified | boolean | Verified payment only | true | | client.minFeedbackScore | string | Min rating (0-5) | "4.5" | | client.totalSpent.min | string | Minimum total spent (USD) | "10000" | | client.totalSpent.max | string | Maximum total spent (USD) | "50000" | | client.includeLocations | array | Client locations | [{"type": "COUNTRY", "value": "US"}] | | client.excludeLocations | array | Exclude locations | [{"type": "COUNTRY", "value": "PK"}] | | client.companySizeRange | array | Company sizes | ["UP_TO_100_EMPLOYEES"] | ### 👤 Vendor Preferences | Parameter | Type | Description | Example | |-----------|------|-------------|---------| | vendor.experienceLevel | array | Required experience | ["INTERMEDIATE", "EXPERT"] | | vendor.englishProficiency | string | English level | "FLUENT" | | vendor.type | array | Freelancer/Agency | ["FREELANCER"] | | vendor.includeLocations | array | Vendor locations | [{"type": "COUNTRY", "value": "US"}] | | vendor.includeFeatured | boolean | Featured jobs only | true | ### Job Categories Most Popular Categories: - "Web Development" - Frontend, backend, full-stack - "Mobile Development (Web/Mobile)" - Cross-platform mobile apps - "Mobile Development (IT)" - Native iOS/Android development - "UI/UX Design" - User interface and experience design - "AI/ML Engineering" - Machine learning and AI projects - "Data Science & Analytics" - Data analysis and visualization - "Digital Marketing" - SEO, PPC, social media - "Content Writing" - Articles, blogs, copywriting - "Ecommerce Development" - Online stores, Shopify - "DevOps Engineering" - CI/CD, cloud infrastructure Development & Tech: - "Web Development" - "Mobile Development (Web/Mobile)" - "Mobile Development (IT)" - "Desktop Software Development" - "Ecommerce Development" - "Game Development" - "Game Design & Development" - "Blockchain & Cryptocurrency" - "AI/ML Engineering" - "Data Engineering" - "Cloud Computing" - "DevOps Engineering" - "DevOps & Solution Architecture" - "QA & Testing (Software)" - "QA & Testing (Web/Mobile)" Design & Creative: - "UI/UX Design" - "Product Design" - "Visual Design" - "Illustration & Design" - "Web & Mobile Design" - "3D Modeling & CAD" - "Architecture & Interior Design" Business & Admin: - "Product Management (Business)" - "Product Management (Tech)" - "Project Management" - "Business Analysis & Strategy" - "Virtual Assistance" - "Data Entry & Transcription" - "Market Research" Marketing & Sales: - "Digital Marketing" - "Social Media Marketing" - "Content Writing" - "Brand Strategy & Marketing" - "Marketing Automation" - "Sales & Business Development" Note: Use exact category names as shown (case-sensitive). Full list of 70+ categories available. ## 🔔 Set Notifications Notifications are ideal for real-time job monitoring when combined with scheduled runs. Get instant alerts for new opportunities directly to your preferred communication channel. ### When to Use Notifications - Real-time monitoring: Get alerts as soon as matching jobs appear - Scheduled scraping: Receive job updates at regular intervals (every hour, daily, etc.) - Team collaboration: Share opportunities with your team via Discord/Slack - Personal alerts: Get notifications to your Telegram for urgent opportunities ### Configuration Overview #### Basic Settings - Notification Limit: 1-20 jobs per platform (default: 3) - Run Metadata: Optional summary message with run details and dataset URLs - Platform Support: Telegram, Discord, and Slack ### Setting Up Telegram Notifications 1. Create a Bot: - Message @BotFather on Telegram - Send /newbot and follow instructions - Save your bot token (e.g., 1234567890:ABCdefGHIjklMNOpqrsTUVwxyz) 2. Get Your Chat ID: - Message @userinfobot to get your personal chat ID - For channels: Add bot as admin, channel ID starts with -100 3. Configure in Actor: javascript { "notifications.telegram.token": "YOUR_BOT_TOKEN", "notifications.telegram.channelId": "YOUR_CHAT_ID", "notifications.limit": 5, "notifications.shouldSendRunMetadata": true } ### Setting Up Discord Notifications 1. Create a Bot: - Go to Discord Developer Portal - Create new application → Bot → Copy token - Add bot to server with "Send Messages" permission 2. Get Channel ID: - Enable Developer Mode in Discord settings - Right-click channel → Copy ID 3. Configure in Actor: javascript { "notifications.discord.token": "YOUR_BOT_TOKEN", "notifications.discord.channelId": "CHANNEL_ID", "notifications.limit": 10 } ### Setting Up Slack Notifications 1. Create Slack App: - Go to api.slack.com/apps - Create new app → OAuth & Permissions - Add scopes: chat:write and channels:read - Install to workspace → Copy bot token (starts with xoxb-) 2. Add Bot to Channel: - Invite bot to your channel: /invite @your-bot-name 3. Configure in Actor: javascript { "notifications.slack.token": "xoxb-YOUR-TOKEN", "notifications.slack.channelId": "CHANNEL_ID", "notifications.limit": 5 } ### Example: Real-Time Job Monitoring with Notifications javascript { // Search parameters "limit": 50, "fromDate": "2025-01-14T12:00:00Z", "toDate": "2025-01-14T14:00:00Z", "jobCategories": ["Web Development"], "includeKeywords.keywords": ["React", "urgent", "ASAP"], "budget.hourlyRate.min": "75", "client.paymentMethodVerified": true, // Notification settings "notifications.limit": 10, // Send up to 10 newest jobs "notifications.shouldSendRunMetadata": true, // Include run summary // Telegram configuration "notifications.telegram.token": "YOUR_TOKEN", "notifications.telegram.channelId": "YOUR_CHAT_ID", // Discord configuration (optional - can use multiple platforms) "notifications.discord.token": "YOUR_DISCORD_TOKEN", "notifications.discord.channelId": "YOUR_DISCORD_CHANNEL" } ### Notification Features - Smart Filtering: Only the newest jobs matching your criteria are sent - Run Metadata: Optional summary with total results, dataset URLs, and run details - Multi-Platform: Send to multiple channels simultaneously - Limit Control: Prevent notification spam with configurable limits (1-20) - Schedule Compatible: Perfect for hourly/daily scheduled runs ### Tips for Effective Notifications 1. Use with Schedules: Set up hourly runs with 10-30 minute overlap for real-time monitoring 2. Adjust Limits: Start with 3-5 notifications, increase if needed 3. Multiple Channels: Use Telegram for personal alerts, Discord/Slack for team 4. Filter Quality: Use strict filters to ensure only high-quality jobs trigger notifications 5. Metadata Option: Enable for first few runs to verify configuration ## 💡 Smart Usage Tips - Don't Pay Twice! ### Live Job Monitoring (Near Real-Time) ⚠️ Use 10-30 minute overlap ONLY when scraping up to the present moment Jobs can take up to 30 minutes to sync to our database. If you're monitoring live jobs (toDate = now), use overlap to catch delayed jobs: javascript // First run at 9:00 AM (scraping up to NOW) { "limit": 50, "fromDate": "2025-01-14T07:00:00Z", "toDate": "2025-01-14T09:00:00Z" // NOW } // Next run at 11:00 AM (scraping up to NOW) { "limit": 50, "fromDate": "2025-01-14T08:30:00Z", // 30-min overlap "toDate": "2025-01-14T11:00:00Z" // NOW } // Next run at 1:00 PM (scraping up to NOW) { "limit": 50, "fromDate": "2025-01-14T10:30:00Z", // 30-min overlap "toDate": "2025-01-14T13:00:00Z" // NOW } When to use overlap: Only when your toDate is the current time (live monitoring) Overlap duration: 10-30 minutes maximum (30 min for maximum safety) ### Historical Data Collection (Past Jobs) ✅ NO overlap needed when scraping historical data When collecting past jobs (not up to the present moment), use exact date boundaries: javascript // Day 1: Get January jobs { "limit": 1000, "fromDate": "2025-01-01T00:00:00Z", "toDate": "2025-01-31T23:59:59Z" // Past date - NO overlap needed } // Day 2: Get February jobs { "limit": 1000, "fromDate": "2025-02-01T00:00:00Z", // Exact boundary - no overlap "toDate": "2025-02-28T23:59:59Z" // Past date - NO overlap needed } ### Daily Batch Collection (Previous Day's Jobs) ✅ NO overlap needed for daily historical pulls javascript // Monday: Get Sunday's jobs { "fromDate": "2025-01-13T00:00:00Z", // Sunday start "toDate": "2025-01-13T23:59:59Z" // Sunday end - NO overlap } // Tuesday: Get Monday's jobs { "fromDate": "2025-01-14T00:00:00Z", // Monday start - exact boundary "toDate": "2025-01-14T23:59:59Z" // Monday end - NO overlap } Key Rule: Overlap is ONLY for live monitoring when toDate = current time ### Cost-Effective Filtering Start with strict filters to minimize costs: - Use "client.paymentMethodVerified": true to filter serious clients - Set "budget.minClientHireRate": 50 to avoid job collectors - Add "client.totalSpent.min": "1000" for proven clients ## 🔧 Integration Options ### Automation Platforms - Clay.com - Direct table import with enrichment - Make/Zapier - 5000+ app connections - n8n - Self-hosted workflows - API - REST API for custom integrations ### Export Formats - JSON (default) - CSV - Direct to Google Sheets - Webhook delivery ## 🔄 n8n Integration Example n8n is a powerful workflow automation tool that works perfectly with our Upwork Job Scraper. Here's a complete example workflow that scrapes jobs hourly and sends notifications to Slack. ### n8n Workflow: easily expandable minimal example Import this workflow JSON directly into n8n: json { "nodes": [ { "parameters": { "rule": { "interval": [ { "field": "minutes" } ] } }, "name": "Schedule Trigger", "type": "n8n-nodes-base.scheduleTrigger", "typeVersion": 1, "position": [ -176, -32 ], "id": "237b1913-b1db-48fe-84ac-71a066ee7685" }, { "parameters": { "operation": "Run actor and get dataset", "actorId": { "__rl": true, "value": "YdYsB7rsRY0EUb1lP", "mode": "list", "cachedResultName": "Upwork Job Scraper | Scrape up to 10k Jobs ✨ (upwork-vibe/upwork-job-scraper)", "cachedResultUrl": "https://console.apify.com/actors/YdYsB7rsRY0EUb1lP/input" }, "customBody": "={\n \"limit\": 100,\n \"fromDate\": \"{{ $now.minus(5, 'minutes').toUTC().toString() }}\",\n \"toDate\": \"{{ $now.toUTC().toString() }}\",\n \"jobCategories\": [\"Web Development\"]\n}" }, "name": "Run Upwork Scraper", "type": "@apify/n8n-nodes-apify.apify", "typeVersion": 1, "position": [ 48, -32 ], "id": "03ef964f-d758-436d-a47a-62b49168d9c3", "credentials": { "apifyApi": { "id": "x5aAtsWTvkSeaXn9", "name": "Apify account" } } } ], "connections": { "Schedule Trigger": { "main": [ [ { "node": "Run Upwork Scraper", "type": "main", "index": 0 } ] ] } }, "pinData": {}, "meta": { "templateCredsSetupCompleted": true, "instanceId": "b1f96afe5804f8bb3692e38aeb44df7e1ef44f291dd2e3122a0e54fe737453c0" } } ## 📚 API Documentation ### Node.js javascript import { ApifyClient } from 'apify-client'; const client = new ApifyClient({ token: 'YOUR_API_TOKEN' }); const run = await client.actor('upwork-vibe/upwork-job-scraper').call(input); ### Python python from apify_client import ApifyClient client = ApifyClient('YOUR_API_TOKEN') run = client.actor('upwork-vibe/upwork-job-scraper').call(input) ### REST API bash curl -X POST "https://api.apify.com/v2/acts/upwork-vibe~upwork-job-scraper/runs?token=YOUR_API_TOKEN" \ -H "Content-Type: application/json" \ -d '{ "limit": 100, "includeKeywords.active": true, "includeKeywords.keywords": ["react", "javascript"], "includeKeywords.matchSkills": false, "includeKeywords.matchTitle": true, "includeKeywords.matchDescription": true }' --- ## 📍 Location Reference Guide ### How to Use Locations Locations in client.includeLocations, client.excludeLocations, and vendor.includeLocations use this format: javascript {"type": "COUNTRY", "value": "US"} // For countries {"type": "REGION", "value": "europe"} // For regions ### Common Country Codes (ISO 3166-1 alpha-2) | Country | Code | Country | Code | |---------|------|---------|------| | United States | US | United Kingdom | GB | | Canada | CA | Australia | AU | | Germany | DE | France | FR | | Netherlands | NL | Switzerland | CH | | Sweden | SE | Denmark | DK | | Norway | NO | Finland | FI | | Spain | ES | Italy | IT | | Poland | PL | Ukraine | UA | | India | IN | Pakistan | PK | | Bangladesh | BD | Philippines | PH | | Singapore | SG | Japan | JP | | Brazil | BR | Mexico | MX | | Argentina | AR | Israel | IL | | United Arab Emirates | AE | South Africa | ZA | ### Available Regions | Region | Value | Includes | |--------|-------|----------| | North America | north_america | US, CA, MX | | Europe | europe | All EU countries + UK, CH, NO | | Asia | asia | All Asian countries | | South America | south_america | All South American countries | | Africa | africa | All African countries | | Oceania | oceania | AU, NZ, Pacific Islands | ### Example Usage javascript // Include only US and European clients "client.includeLocations": [ {"type": "COUNTRY", "value": "US"}, {"type": "REGION", "value": "europe"} ] // Exclude specific countries "client.excludeLocations": [ {"type": "COUNTRY", "value": "PK"}, {"type": "COUNTRY", "value": "BD"}, {"type": "COUNTRY", "value": "IN"} ] // Vendor location preferences "vendor.includeLocations": [ {"type": "REGION", "value": "north_america"}, {"type": "COUNTRY", "value": "PH"} ] Note: For the complete list of ISO country codes, see ISO 3166-1 alpha-2 ## 🔍 Troubleshooting ### Getting 0 Results? 1. Check your date range - Ensure dates aren't in the future 2. Verify category names - Must match exactly from the enum list (e.g., "Web Development" not "Web Dev") 3. Remove filters progressively - Start broad, then add filters one by one 4. Check parameter structure - Use dot notation format (e.g., "budget.hourlyRate.min": "50") ### Validation Errors? 1. Use dot notation - Not nested objects: "includeKeywords.active": true ✅ vs {"includeKeywords": {"active": true}} ❌ 2. Exact category names - "Mobile Development (Web/Mobile)" not "Mobile Development" 3. Location format - Must have both fields: {"type": "COUNTRY", "value": "US"} 4. Quote string values - Budget amounts must be strings: "50" not 50 ### Performance Issues? 1. Start small - Test with limit: 100 before scaling up 2. Simplify filters - Complex keyword combinations slow processing 3. Segment large requests - Use date ranges to break up big searches 4. Avoid overlapping filters - Don't use contradictory include/exclude rules ### Unexpected Costs? 1. Always set limit - Without it, you might pull thousands of jobs 2. Test first - Start with limit: 10 to verify your filters work 3. Check itemCount - Monitor response counts before scaling up 4. Remember billing - You pay $0.003 per job returned, not per API call ## ✏️ Support ⚡ Feel free to reach out to the developer for any issues or suggestions for improvement. 💬 📧 🐛 💡 🚀