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$10/hr
92%
Job Success
$80K+ earned
Available now
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🚀 Transforming Business Processes with Fully Automated AI-Powered Systems | AI Automation Developer | n8n Expert | AI Agents | OpenAI | Make․com | Zapier | MCP | LangChain | Workflow Automation
My expertise is in aiding businesses, agencies, SaaS companies, and startups in automating their repetitive tasks through AI agents, chatbots, intelligent chatbots, multi-agent systems, business process automation, and workflow automation. The experience I have in n8n, Make, and LLM integration is useful in developing an automation ecosystem that will increase productivity, save time and costs, and drive measurable business growth.
🎯10+ years of experience. 📦30+ projects delivered. 💰$80K+ earned on Upwork.
⭐𝘾𝙡𝙞𝙚𝙣𝙩 𝙍𝙖𝙩𝙞𝙣𝙜
"𝘞𝘦 𝘩𝘢𝘥 𝘢 𝘨𝘳𝘦𝘢𝘵 𝘦𝘹𝘱𝘦𝘳𝘪𝘦𝘯𝘤𝘦 𝘸𝘰𝘳𝘬𝘪𝘯𝘨 𝘸𝘪𝘵𝘩 𝘵𝘩𝘪𝘴 𝘧𝘳𝘦𝘦𝘭𝘢𝘯𝘤𝘦𝘳 𝘰𝘯 𝘰𝘶𝘳 𝘮𝘰𝘣𝘪𝘭𝘦 𝘢𝘱𝘱'𝘴 𝘎𝘦𝘯𝘦𝘳𝘢𝘵𝘪𝘷𝘦 𝘈𝘐 𝘢𝘯𝘥 𝘢𝘶𝘵𝘰𝘮𝘢𝘵𝘪𝘰𝘯 𝘧𝘦𝘢𝘵𝘶𝘳𝘦𝘴. 𝘛𝘩𝘦𝘺 𝘣𝘳𝘰𝘶𝘨𝘩𝘵 𝘥𝘦𝘦𝘱 𝘬𝘯𝘰𝘸𝘭𝘦𝘥𝘨𝘦 𝘰𝘧 𝘈𝘐 𝘵𝘰𝘰𝘭𝘴, 𝘱𝘳𝘰𝘮𝘱𝘵 𝘦𝘯𝘨𝘪𝘯𝘦𝘦𝘳𝘪𝘯𝘨, 𝘢𝘯𝘥 𝘢𝘶𝘵𝘰𝘮𝘢𝘵𝘪𝘰𝘯 𝘸𝘰𝘳𝘬𝘧𝘭𝘰𝘸𝘴 𝘵𝘩𝘢𝘵 𝘳𝘦𝘢𝘭𝘭𝘺 𝘦𝘭𝘦𝘷𝘢𝘵𝘦𝘥 𝘰𝘶𝘳 𝘱𝘳𝘰𝘥𝘶𝘤𝘵. 𝘊𝘰𝘮𝘮𝘶𝘯𝘪𝘤𝘢𝘵𝘪𝘰𝘯 𝘸𝘢𝘴 𝘴𝘮𝘰𝘰𝘵𝘩, 𝘥𝘦𝘢𝘥𝘭𝘪𝘯𝘦𝘴 𝘸𝘦𝘳𝘦 𝘮𝘦𝘵, 𝘢𝘯𝘥 𝘵𝘩𝘦𝘺 𝘸𝘦𝘳𝘦 𝘱𝘳𝘰𝘢𝘤𝘵𝘪𝘷𝘦 𝘪𝘯 𝘴𝘰𝘭𝘷𝘪𝘯𝘨 𝘤𝘩𝘢𝘭𝘭𝘦𝘯𝘨𝘦𝘴. 𝘛𝘩𝘦𝘺 𝘶𝘯𝘥𝘦𝘳𝘴𝘵𝘰𝘰𝘥 𝘰𝘶𝘳 𝘷𝘪𝘴𝘪𝘰𝘯 𝘲𝘶𝘪𝘤𝘬𝘭𝘺 𝘢𝘯𝘥 𝘥𝘦𝘭𝘪𝘷𝘦𝘳𝘦𝘥 𝘣𝘦𝘺𝘰𝘯𝘥 𝘦𝘹𝘱𝘦𝘤𝘵𝘢𝘵𝘪𝘰𝘯𝘴. 𝘚𝘶𝘱𝘦𝘳 𝘳𝘦𝘭𝘪𝘢𝘣𝘭𝘦, 𝘵𝘦𝘤𝘩𝘯𝘪𝘤𝘢𝘭𝘭𝘺 𝘴𝘵𝘳𝘰𝘯𝘨, 𝘢𝘯𝘥 𝘦𝘢𝘴𝘺 𝘵𝘰 𝘸𝘰𝘳𝘬 𝘸𝘪𝘵𝘩, 𝘸𝘰𝘶𝘭𝘥 𝘥𝘦𝘧𝘪𝘯𝘪𝘵𝘦𝘭𝘺 𝘳𝘦𝘤𝘰𝘮𝘮𝘦𝘯𝘥 𝘢𝘯𝘥 𝘩𝘪𝘳𝘦 𝘢𝘨𝘢𝘪𝘯 𝘧𝘰𝘳 𝘧𝘶𝘵𝘶𝘳𝘦 𝘈𝘐 𝘱𝘳𝘰𝘫𝘦𝘤𝘵𝘴." 𝗥𝗮𝘁𝗶𝗻𝗴-𝟱.𝟬
"𝘐'𝘷𝘦 𝘶𝘴𝘦𝘥 𝘎𝘢𝘶𝘳𝘢𝘷 𝘮𝘶𝘭𝘵𝘪𝘱𝘭𝘦 𝘵𝘪𝘮𝘦𝘴 𝘢𝘴 𝘐 𝘣𝘦𝘭𝘪𝘦𝘷𝘦 𝘩𝘦'𝘴 𝘰𝘯𝘦 𝘰𝘧 𝘵𝘩𝘦 𝘣𝘦𝘴𝘵 𝘧𝘳𝘦𝘦𝘭𝘢𝘯𝘤𝘦𝘳𝘴 𝘩𝘦𝘳𝘦 𝘰𝘯 𝘜𝘱𝘸𝘰𝘳𝘬. 𝘝𝘦𝘳𝘺 𝘱𝘳𝘰𝘧𝘦𝘴𝘴𝘪𝘰𝘯𝘢𝘭, 𝘧𝘢𝘴𝘵, 𝘱𝘰𝘭𝘪𝘵𝘦 𝘢𝘯𝘥 𝘢𝘵𝘵𝘦𝘯𝘵𝘪𝘷𝘦 𝘵𝘰 𝘯𝘦𝘦𝘥𝘴. 𝘛𝘩𝘢𝘯𝘬𝘴 𝘢𝘨𝘢𝘪𝘯!" 𝗥𝗮𝘁𝗶𝗻𝗴-𝟱.𝟬
""💡 𝗧𝗲𝗰𝗵𝗻𝗶𝗰𝗮𝗹 𝗦𝗸𝗶𝗹𝗹𝘀""
🤖𝗔𝗜 & 𝗟𝗟𝗠 𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝗶𝗲𝘀
- OpenAI GPT-4o
- Claude AI
- Gemini AI
- LangChain
- LangGraph
- CrewAI
- AutoGen
- Relevance AI
- MCP (Model Context Protocol)
- Prompt Engineering
- AI Agent Frameworks
- Multi-Agent Systems
- Python Automation
- AI Agents & Agentic AI
- Retrieval-Augmented Generation (RAG)
- REST API & Webhook Integration
- CRM Automation (HubSpot, Salesforce, GoHighLevel, Zoho)
- WhatsApp & Telegram Automation
- Email & Lead Generation Automation
- Document Processing & OCR Automation
- Voice AI Solutions
- Self-hosted AI Automation Platforms
𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻 𝗣𝗹𝗮𝘁𝗳𝗼𝗿𝗺𝘀
- n8n Workflow Automation
- Make․com (Integromat)
- Zapier Automation
- Pabbly Connect
- GoHighLevel Automation
- Activepieces
𝗕𝗮𝗰𝗸𝗲𝗻𝗱 & 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁
- Python
- FastAPI
- Node.js
- JavaScript
- REST APIs
- GraphQL
- Webhooks
- OAuth Authentication
𝗗𝗮𝘁𝗮𝗯𝗮𝘀𝗲𝘀 & 𝗩𝗲𝗰𝘁𝗼𝗿 𝗦𝘁𝗼𝗿𝗲𝘀
- PostgreSQL
- Supabase
- Pinecone
- Weaviate
- ChromaDB
- MongoDB
- MySQL
𝗕𝘂𝘀𝗶𝗻𝗲𝘀𝘀 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻𝘀
- HubSpot
- Salesforce
- Airtable
- Notion
- Google Workspace
- Calendly
- Stripe
- Twilio
- WhatsApp Business API
""📊 𝗥𝗲𝘀𝘂𝗹𝘁𝘀 𝗜 𝗗𝗲𝗹𝗶𝘃𝗲𝗿""
➡️ 80–90% reduction in manual operational workload
➡️ Faster lead response time with automated qualification & routing
➡️ Error-free CRM data sync across multiple platforms
➡️ Scalable, self-hosted automation infrastructure with full error-handling
🚀 Let's Build AI Systems That Work While You Sleep
Whether you need an AI Agent, Chatbot, Voice AI System, n8n Workflow, RAG Knowledge Assistant, CRM Automation, Lead Generation System, or End-to-End AI Infrastructure, I can help transform your business operations into intelligent, automated workflows.
----------------
AI Automation Expert | AI Agents | AI Chatbot Development | n8n Automation | n8n Workflow | n8n AI Agent | Zapier Expert | Workflow Automation | API Integration | CRM Automation | Business Process Automation | Lead Generation Automation | RAG Pipeline | Voice AI Agent | WhatsApp Chatbot | GoHighLevel Automation | Make․com
Associated with
IDEIO SOFT PRIVATE LIMITED
$600K+
earned
Armenia
$25/hr
100%
Job Success
$1K+ earned
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I have 8 years of experience in Object Oriented PHP, WordPress plugin development, MySQL database, JavaScript (jQuery) frontend development. Moreover, I am also very experienced in APIs intergration (Google Drive, Dropbox, Amazon S3, OneDrive). I also have experience in telegram bot creation
Please find below the detailed list of my skills:
• PHP
• Telegram bot creation
• iOS mobile development
• WordPress (plugin development)
• JavaScript(jQuery)
• MySQL
• Object Oriented Programming
• C# (basic knowledge)
• Python (basic knowledge)
• Swift / SwiftUI
• REST API
• GIT
• JIRA
I want to mention that development is something more than just a money earning method for me and it is also my passion. So I will do my best in every detail of each job order since I prioritize the client final satisfaction very much. You are always welcome to get in touch with me and I would be very happy to cooperate. You can get more information about my employment history by looking into my portfolio.
Thanks in advance for choosing me.
$35/hr
100%
Job Success
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Hello, I’m Ali Mukhtar. I build Python-based quantitative finance systems for firms, startups, and serious traders who need reliable infrastructure for research, backtesting, analytics, and execution.
My work sits at the intersection of quant logic and production engineering. I’ve built trading platforms and finance products with FastAPI, pandas, NumPy, TA-Lib, backtrader, PostgreSQL, Redis, CCXT, Alpaca, Polygon, and AWS, including systems for backtesting, options analytics, market data pipelines, execution workflows, and performance reporting.
I’m a strong fit if you need help with:
✅ Backtesting engines with realistic assumptions such as commissions, slippage, PnL, Sharpe, drawdown, and portfolio-level metrics
✅ Strategy research infrastructure using Python, pandas, NumPy, TA-Lib, and custom rule/indicator pipelines
✅ Execution and market data systems using APIs, WebSockets, async processing, and exchange/broker integrations
✅ Risk and performance analytics including trade attribution, fill analysis, reporting, and custom metrics
✅ Finance dashboards and APIs for trading, options, and market intelligence platforms
✅ Scalable backend systems built with FastAPI, PostgreSQL, Redis, multiprocessing, and cloud deployment
A few examples of the systems I’ve worked on:
Built backtesting platforms with realistic trade lifecycle handling, commission/slippage modeling, and 50+ performance/risk metrics
Built strategy builder APIs that allow stacking indicators and testing systematic logic across historical data
Built options and market analytics dashboards using Alpaca and Polygon data, including Greeks, IV, open interest, GEX, vanna, and charm views
Built execution-analysis pipelines in Python to measure fill quality, VWAP, slippage, latency impact, and symbol-specific virtual fee models
Built scalable trading infrastructure with isolated processes, async data ingestion, secure auth, and production deployment on AWS / Docker / Kubernetes
I’m usually not the right fit for:
Generic “quick script” work with no research depth
Projects that ignore execution realism, slippage, or proper validation
Lowest-cost shopping where engineering quality is secondary
What you can expect from me:
✅ Finance-aware implementation, not just generic backend code
✅ Clean, maintainable Python code and well-structured APIs
✅ Realistic backtesting and analytics instead of inflated results
✅ Clear communication and thoughtful technical decisions
✅ A builder who understands both quant requirements and production constraints
🚀 Ready to build something serious?
📩 Send me a message and let's discuss how we can build something exceptional together!
$20/hr
100%
Job Success
$3K+ earned
Offers consultations
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I help businesses automate repetitive work so they can save time, reduce costs, and focus on things that actually grow their business.
If you have tasks that are manual, slow, or repetitive, I can build tools that handle them automatically. This includes web scrapers, chatbots, AI-powered systems, websites, and dashboards built around your specific workflow. I also integrate AI into existing software and backend systems to improve how they work.
I’ve been doing this for over 6 years, working with clients who need practical solutions that just work and are easy to maintain.
Here are some of the projects I’ve worked on:
- Built a large-scale real estate scraper that pulls millions of property listings monthly, helping a business access data at a fraction of the usual cost.
- Developed lead generation scrapers that collected over 200,000 targeted leads from platforms like LinkedIn and Twitter.
- Built an AI call support system for a business handling a high volume of daily customer calls.
- Created automation systems that connect tools that normally do not integrate, allowing businesses to move data between platforms automatically without manual work.
I typically work with Python, JavaScript, and automation tools like n8n, alongside modern AI models from OpenAI, Gemini, and Anthropic when needed.
If you're not sure what can be automated yet, we can schedule a call to review your current workflow and identify where automation can save you ti
Promise I.
has worked
.
$10/hr
100%
Job Success
Available now
Offers consultations
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🌟 Discord Server Full Setup Channels + adding special bots (for Verification, Support tickets, Stats Level, Invites by each user, Activity, NFT sales, Twitter/Whop Integration, etc)
☑️ Moderation of Discord Server (Replying to the question with a good response rate)
✅ Flexible time with Activity 8 hours a day
✔️ I'm a fluent English speaker with satisfactory grammar
💫 I am a fast learner and can work independently on various tasks
🔎 Web Research/Data collection/mining about any industry for which you need companies for
✍️ Excel Expert, Reorganizing Excel tables, input from various databases to Excel table
📑 I am very accurate and precise, and I also have great attention to detail
In the past few years, I setup several hundred Discord servers of different types. With the experience that I possess, I fully understand what every server needs to have, how to look, which bots to use, and many other things. Also, I was a moderator in Various Communities on Discord and Telegram, providing great support to the community, with more than 5 years of experience.
So in the end, don't waste your time, just contact me :)
Darko M.
has worked
.
$20/hr
100%
Job Success
Available now
Offers consultations
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I build backend systems that perform under pressure — APIs, data pipelines, and AI-powered workflows for product teams that can't afford slow or unreliable infrastructure.
With 7 years of backend experience, I've delivered results that show up in the numbers: cut task execution time by 40% through async optimization, boosted notification delivery effectiveness by 50% via MS Graph API integration, and led ETL pipelines processing over 1 million records daily with high accuracy. Earlier in my career I researched and shipped production deep learning models — giving me an AI foundation that now extends into modern GenAI and agentic systems.
Here's what I bring to your project:
→ REST API development with FastAPI and Django REST Framework
→ ETL pipelines and data warehouse integrations
→ GenAI and agentic workflow integration (LLMs, Twilio, Lindy AI, Perplexity AI)
→ AWS infrastructure — Lambda, S3, API Gateway, serverless architecture
→ PostgreSQL optimization and async task queues with Celery
→ Third-party integrations: MS Graph, Twilio, and more
What makes me different: I have production experience with agentic AI systems — not just connecting an API, but building fault-tolerant, scalable workflows with real-time monitoring and logging. That's still rare on Upwork.
I respond within a few hours and prefer a quick discovery call before writing any code, to make sure I fully understand your goals.
Let's talk about what you're building.
$17/hr
100%
Job Success
$1K+ earned
Start of list.
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FREE Startup Strategy & Tech Consultation
Thinking of building a web app or bot? I’m offering a free session to help you skip the "trial and error" phase. Having built 10+ production-ready apps and bots from scratch, I help you bridge the gap between an idea and a working product.
I build things that actually work not only on my local machine.
I've spent years building web apps with Python and React.
Here are some things I've done:
* Built 10+ bots and web apps for users
* Used Python, React, Django, Flask, REST APIs and Docker
* Full-stack development from start to finish
• Web Apps & APIs:
Most of my work is on the backend:
* Django and Flask APIs
* PostgreSQL databases
* Authentication flows
* Integrating with services
On the frontend I use React with Vite or Next.js. and build functional user interfaces.
• Bots & Automations
I use aiogram, webhooks and async handler to build Telegram and Discord bots.
• Infra & Deployment:
Docker is part of my workflow.
I compose files, containers and GitLab CI/CD or GitHub Actions.
• How I Actually Work:
* I ask questions before I start coding
* I push updates without being reminded
* If somethings unclear I flag it
• Good Fit If:
* You need working software, not someone who agrees with you
* Your stack is Python or React (or both)
* You want someone who takes ownership of the task
Keywords:
React / Next.js | Node.js | TypeScript | Full-Stack Development| Supabase | PostgreSQL | REST API Development | Express.js | Tailwind CSS | API Integration | Stripe | OpenAI API | Vercel | Docker | JavaScript | MongoDB |Firebase |AWS |LangChain |Web Application Development
Associated with
4ops
$8K+
earned
$25/hr
100%
Job Success
$20K+ earned
Offers consultations
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I specialize in delivering clean, high-quality data and building scalable web scraping and automation systems tailored to your business needs. My solutions are designed to automate repetitive tasks, integrate with APIs, and extract valuable insights—all without manual effort or detection risks.
With over 1,000 websites scraped and dozens of long-term clients, I help businesses of all sizes streamline operations, extract structured data, and automate complex workflows.
✅ Why Clients Choose Me:
🥇 Top Rated on Upwork with consistent 5-star feedback
🤝 Trusted by agencies, startups, and enterprise teams
⚙️ Robust, fail-safe automation strategies
🔄 End-to-end delivery: scraping, monitoring, hosting, and support
🔧 What I Can Do for You:
• Advanced Web Scraping & Crawling (static, dynamic, JS-heavy pages)
• Apify Actor & Custom Scraper Development
• Data Extraction & Mining from PDFs, APIs, and websites
• Business Process Automation (no-code + code-based)
• Bot Development for repetitive workflows or interactions
• Lead Generation, Email & Phone Extraction
• Product & Competitor Monitoring
• PDF Parsing & Automation
• Data Integration via API/Webhooks
• Web, Desktop, and Browser Automation
• Cloud-hosted scraping & scheduled tasks (AWS, Azure, GCP)
🌍 Industries I Work With:
Real estate, e-commerce, Trading, Stock Market, Crypto, healthcare, legal, SaaS, insurance, local businesses, marketplaces, and more.
🧰 Tech & Stack
📌 Scraping & Automation:
Scrapy, Selenium, Playwright, BeautifulSoup, Puppeteer, Apify, HTMLAgilityPack, Cheerio
🌐 Languages & Frameworks:
Python, JavaScript, Node.js, TypeScript, R, Express.js
🧠 AI/ML & APIs:
OpenAI, GPT, Gemini, REST APIs, Webhooks
💾 Databases & Storage:
MongoDB, PostgreSQL, MySQL, Firebase, MS SQL
🚀 Hosting & Deployment:
AWS, Azure, Google Cloud Platform, Heroku, Vercel
🔐 Anti-Bot Handling:
Cloudflare Bypass, IP Rotation, CAPTCHA Solving, Session Replay, API Reverse Engineering
🧩 IDEs & Tools:
VS Code, PyCharm, Jupyter, R Studio, Notepad++, WAMP, PHPStorm
🎯 Bonus Services:
• Geolocation data & business listings (Google Maps, Yelp, etc.)
• Data indexing, structuring, and search optimization
• Custom reporting and visualization pipelines
📩 Let’s Connect
Need scraping, automation, or custom bots? I offer a free consultation—no pressure until you're confident we’re a good fit.
Cheers,
Dhaval.
$20/hr
100%
Job Success
Available now
Offers consultations
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💫 Top Rated | 10+ yrs Automation & CRM Expert | 120+ Projects | 3,500+ Hours
⚡ Pipedrive • Zoho • Zapier • Make • n8n • Pabbly • PHP • AI Bots •Custom APIs Integrations
I build reliable automation systems and custom CRM solutions that remove manual work, improve lead flow, and scale revenue. I combine full-stack PHP development with the top automation platforms to deliver production-ready workflows, API integrations, and AI-enabled bots that actually move the needle.
Key Highlights:
• Feedback & Retention:
5★ Feedback | 95% Client Retention | 24/7 Support
• AI & Custom CRM Solutions:
Podio, GoHighLevel, Pipedrive, HubSpot, Airtable
• Automation Platforms:
Zapier, Make, n8n, Pabbly, Power Automate
• Custom Development:
PHP/Laravel APIs & Hybrid PHP + Zapier Endpoints
• Industries Served:
Real Estate, E-commerce, SaaS, Marketing, Roofing
Quick Results Snapshot:
• Reduced manual tasks by 60–70% for multiple clients
• Improved lead conversion by 35% through CRM & automation workflows
• Built high-volume systems handling 10,000+ transactions/day
Why hire me
You get a senior automation engineer who writes clean code, documents everything, and hands you reusable workflows and snapshots. I focus on measurable outcomes — fewer errors, faster lead response, and higher conversions.
📬 Message me for a free 30-minute consultation. I typically respond within 2 hours and will outline a clear, costed plan to automate and scale your process.
$16/hr
100%
Job Success
$20K+ earned
Available now
Offers consultations
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🚀 I help businesses eliminate manual work, collect hard-to-get data, and automate repetitive processes using Python, AI agents, and scalable web automation systems.
Over the last 5+ years, I’ve built:
• 200+ automation workflows
• Large-scale scraping systems across 500+ websites
• AI-powered tools using RAG, LLMs, and multi-agent architectures
From real estate and e-commerce to SaaS and market research — I build systems that save time, reduce operational costs, and scale reliably.
🛠️ Core Expertise
• Web Scraping & Automation
Python, Selenium, Playwright, Scrapy, BeautifulSoup, Puppeteer
• AI & LLM Solutions
Gemini API, OpenAI API, Claude API, LangChain, RAG Pipelines, Multi-Agent Systems
• Backend & Infrastructure
Flask, FastAPI, Django, PostgreSQL, MongoDB, Redis, Docker
• Data & Workflow Engineering
ETL Pipelines, API Integrations, Process Automation, Data Cleaning
━━━━━━━━━━━━━━━━━━━
🏆 What I Can Build For You
• Large-scale web scraping systems
• AI-powered automation agents
• CAPTCHA & anti-bot bypass solutions
• Browser automation bots
• Lead generation & data extraction pipelines
• Real estate & e-commerce scraping systems
• API integrations & backend automation
• Custom internal business tools
• Scheduled monitoring & tracking bots
━━━━━━━━━━━━━━━━━━━
💡 Why Clients Work With Me
• Clean, scalable, production-ready solutions
• Strong focus on reliability & long-term maintenance
• Fast communication and transparent progress updates
• Experience handling complex scraping challenges
• Business-first mindset — not just coding
━━━━━━━━━━━━━━━━━━━
📩 Let’s Build Something Powerful
Whether you need a scraper, automation system, AI agent, or custom backend workflow — I can help you design and build a reliable solution from start to finish.
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Python Automation, AI Automation, Web Scraping, Selenium, Playwright, Scrapy, OpenAI API, LangChain, RAG, AI Agents, LLM Integration, Process Automation, Data Extraction, Browser Automation, API Integration, FastAPI, Flask, Docker, ETL, Lead Generation, Real Estate Scraping, E-commerce Automation