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Muhammad FahimMF
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Muhammad Fahim

@muhammadfahim2

I build scalable scraping and ETL pipelines that turn large, complex web data into reliable analytics datasets.

Pakistan
Message

I've built data ingestion and scraping systems at Byteforge, Upwork, M3hive (Comparables.ai), and Codeaza Technologies. At M3hive, I processed data from 30M+ websites and 11M LinkedIn company profiles for large-scale enrichment.

I design reliable Python-based ETL/ELT pipelines using Airflow, Kafka, AWS, PostgreSQL, Snowflake, Elasticsearch, Scrapy, and FastAPI. I've also optimized PostgreSQL with table partitioning, delivered REST APIs, and supported junior developers through code reviews and pair programming.

Experience

Work history, roles, and key accomplishments

BY
Current

Data Engineer

Byteforge

Dec 2025 - Present (9 months)

Reverse-engineered and scraped complex JavaScript-heavy websites, extracting structured data from dynamic APIs. Designed and implemented scalable data ingestion pipelines to transform and persist scraped data into PostgreSQL databases.

Upwork logoUP

Data Engineer

May 2024 - Dec 2025 (1 year 7 months)

Built a serverless ETL pipeline that triggers on CSV uploads to S3, processes data in AWS Lambda using pandas/NumPy, and loads it into Snowflake for analytics while indexing into Elasticsearch. Optimized PostgreSQL performance with table partitioning and delivered end-to-end scraping solutions.

MC

Python/Data Engineer

M3hive (Comparables.ai)

Mar 2024 - Apr 2025 (1 year 1 month)

Designed and implemented a scalable data ingestion pipeline that scraped and processed data from 30M+ websites and 11M LinkedIn company profiles. Implemented ETL pipelines with Apache Airflow and Kafka, delivered RESTful APIs with Django REST Framework, and integrated AWS services.

CT

Python/Scrapy Developer

Codeaza Technologies

Sep 2022 - Apr 2024 (1 year 7 months)

Engineered scalable web scrapers and crawlers by analyzing diverse website structures. Developed and deployed backend services using FastAPI, integrated with cloud infrastructure, and applied Pandas for data cleaning and transformation.

Education

Degrees, certifications, and relevant coursework

IBM logoIB

IBM

Certificate, Big Data

2025 - 2025

Completed the Introduction to Big Data with Spark and Hadoop course, covering big data processing frameworks.

IBM logoIB

IBM

Certificate, Data Engineering

2025 - 2025

Completed the ETL and Data Pipelines with Shell, Airflow and Kafka course, covering ETL pipeline development.

IBM logoIB

IBM

Specialization, Data Engineering

2024 - 2024

Completed the Data Engineering Foundation Specialization, covering foundational data engineering concepts.

IBM logoIB

IBM

Certificate, Data Warehousing

2024 - 2024

Completed the Data Warehousing Fundamentals course, focusing on data warehousing principles.

Google logoGO

Google

Certificate, Cloud Computing

2022 - 2022

Completed the Google Cloud Platform Fundamentals: Core Infrastructure course, covering GCP core services.

Google logoGO

Google

Certificate, Project Management

2022 - 2022

Completed the Agile Project Management course, covering agile methodologies and project management.

Virtual University of Pakistan logoVP

Virtual University of Pakistan

Bachelor of Science, Information Technology

2018 - 2022

Pursued a Bachelor of Science in Information Technology, covering core computer science and IT subjects.

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