You will get a custom AI agent, RAG system, or LLM automation built in Python
Top Rated
Top Rated
Project details
You'll get a production-ready AI agent, RAG system, or LLM automation built by a Python engineer with 7 years of experience shipping reliable systems — not another demo that falls apart in production.
Most AI projects fail not because the models are bad, but because nobody builds the plumbing: error handling, retries, data validation, and clean deployment. That's where I come in.
What makes this different:
→ Real production code with error handling, logging, and retry logic built in
→ Clear architecture shared upfront, prototype in 3 days, no black-box work
→ Daily updates, no ghosting, full documentation on delivery
→ Tech stack: Python, LangChain, LangGraph, CrewAI, OpenAI, Claude API, Pinecone, FastAPI
Recent work:
• Multi-agent research assistant reducing 8-hour workflows to 45 minutes
• RAG system with vector search across 100+ sources
• AI lead qualifier automating scoring, response, and meeting booking
• ETL pipelines processing 10,000+ records monthly
Top Rated on Upwork with 100% Job Success and $30K+ earned. Every past project has 5-star reviews.
Let's talk about what you're building.
Most AI projects fail not because the models are bad, but because nobody builds the plumbing: error handling, retries, data validation, and clean deployment. That's where I come in.
What makes this different:
→ Real production code with error handling, logging, and retry logic built in
→ Clear architecture shared upfront, prototype in 3 days, no black-box work
→ Daily updates, no ghosting, full documentation on delivery
→ Tech stack: Python, LangChain, LangGraph, CrewAI, OpenAI, Claude API, Pinecone, FastAPI
Recent work:
• Multi-agent research assistant reducing 8-hour workflows to 45 minutes
• RAG system with vector search across 100+ sources
• AI lead qualifier automating scoring, response, and meeting booking
• ETL pipelines processing 10,000+ records monthly
Top Rated on Upwork with 100% Job Success and $30K+ earned. Every past project has 5-star reviews.
Let's talk about what you're building.
AI Algorithms
Large Language Model, Multimodal Large Language Model, Transformer ModelAI Applications
AI Chatbot, AI Content Creation, Conversational AI, Natural Language Generation, Natural Language Understanding, Sentiment AnalysisAI Development Language
PythonAI Tools
Hugging Face, PyTorchAI Models
ChatGPT, GPT-4, Stable Diffusion, WhisperWhat's included
| Service Tiers |
Starter
$250
|
Standard
$600
|
Advanced
$1,200
|
|---|---|---|---|
| Delivery Time | 5 days | 10 days | 14 days |
Number of Revisions | 2 | 3 | 4 |
AI Model Integration | |||
Batch Normalization | - | - | - |
Database Integration | - | ||
Detailed Code Comments | |||
Image Upscaling | - | - | - |
MLOps | - | - | - |
Model Deployment | - | ||
Model Documentation | - | ||
Model Monitoring | - | - | |
Model Testing & Optimization | - | ||
Model Tuning | - | - | |
Natural Language Processing | |||
NLP Tokenization | - | - | - |
Pre-Training | - | - | - |
Prompt Engineering | |||
Setup File | - | - | - |
Source Code |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$100 - $350
Additional Revision
+$50Frequently asked questions
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About Muhammad Umar
Python Web Scraping Specialist | Scrapy - Playwright - ETL Pipelines
100%
Job Success
Bahawalpur, Pakistan - 4:55 am local time
I'm a 𝗣𝘆𝘁𝗵𝗼𝗻 𝗪𝗲𝗯 𝗦𝗰𝗿𝗮𝗽𝗶𝗻𝗴 & 𝗗𝗮𝘁𝗮 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴 𝗦𝗽𝗲𝗰𝗶𝗮𝗹𝗶𝘀𝘁 with 7+ years building automated, high-scale extraction systems. I help businesses pull, clean, and structure web data so they can track competitors, capture leads, and run operations on data they can trust.
𝗪𝗛𝗔𝗧 𝗜 𝗖𝗔𝗡 𝗛𝗘𝗟𝗣 𝗬𝗢𝗨 𝗪𝗜𝗧𝗛
🔹 𝗔𝗱𝘃𝗮𝗻𝗰𝗲𝗱 𝗪𝗲𝗯 𝗦𝗰𝗿𝗮𝗽𝗶𝗻𝗴 & 𝗗𝗮𝘁𝗮 𝗘𝘅𝘁𝗿𝗮𝗰𝘁𝗶𝗼𝗻
Pull data from complex, JavaScript-heavy sites, directories, marketplaces, and single-page apps. I handle anti-bot systems, Cloudflare, CAPTCHAs, custom login states, infinite scroll, and rotating residential proxies, using Scrapy, Playwright, and Selenium.
🔹 𝗘𝗧𝗟 𝗣𝗶𝗽𝗲𝗹𝗶𝗻𝗲𝘀 & 𝗗𝗮𝘁𝗮 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴
Turn raw, messy data into structured pipelines. I clean, validate, normalize, and parse difficult formats, including automated large-scale PDF-to-CSV extraction, with Python and Pandas.
🔹 𝗗𝗮𝘁𝗮𝗯𝗮𝘀𝗲 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻 & 𝗗𝗲𝗹𝗶𝘃𝗲𝗿𝘆
Hand off data structured and deployment-ready. Streaming or scheduled delivery straight into CSV, Excel, Google Sheets, PostgreSQL, MySQL, MongoDB, or a custom REST API.
𝗥𝗘𝗖𝗘𝗡𝗧 𝗣𝗥𝗢𝗝𝗘𝗖𝗧 𝗛𝗜𝗚𝗛𝗟𝗜𝗚𝗛𝗧𝗦
✓ Built extraction pipelines that convert dense, standardized PDF bundles into clean CSVs for large-scale client delivery.
✓ Developed high-frequency Scrapy and Playwright crawlers that bypass advanced anti-bot protection on heavily restricted domains.
✓ Set up scheduled automation with custom logging and retry logic that cleans and appends live web feeds around the clock.
𝗪𝗛𝗬 𝗖𝗟𝗜𝗘𝗡𝗧𝗦 𝗣𝗔𝗥𝗧𝗡𝗘𝗥 𝗪𝗜𝗧𝗛 𝗠𝗘
✔ 𝗣𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻-𝗥𝗲𝗮𝗱𝘆 𝗖𝗼𝗱𝗲: Clean, modular architecture your team can maintain after the project ends.
✔ 𝗗𝗮𝘁𝗮 𝗜𝗻𝘁𝗲𝗴𝗿𝗶𝘁𝘆 𝗙𝗶𝗿𝘀𝘁: Exception handling and structural validation, so you don't get corrupt data.
✔ 𝗧𝗿𝗮𝗻𝘀𝗽𝗮𝗿𝗲𝗻𝘁 𝗧𝗶𝗺𝗲𝗹𝗶𝗻𝗲𝘀: Realistic delivery dates mapped to the actual technical constraints.
✔ 𝗕𝘂𝘀𝗶𝗻𝗲𝘀𝘀 𝗢𝘂𝘁𝗰𝗼𝗺𝗲𝘀 𝗙𝗼𝗰𝘂𝘀: Software that runs in the background so you can scale.
Working on a project involving web scraping, data harvesting, or complex ETL? Message me with your target source and we'll scope it out.
Steps for completing your project
After purchasing the project, send requirements so Muhammad Umar can start the project.
Delivery time starts when Muhammad Umar receives requirements from you.
Muhammad Umar works on your project following the steps below.
Revisions may occur after the delivery date.
Discovery & Scope
Review your requirements, clarify edge cases, and confirm the architecture and tech stack before any code is written. You'll know exactly what you're getting before I start.
Architecture & Prototype
Design the system architecture and share a working prototype within 3 days so you can validate the direction early and give feedback before the full build.