Skip to content
Career Path

AWS Data Engineer experience

Five years of data engineering and analytics work across banking, utilities, aerospace and FMCG, in both enterprise and startup settings.

  1. Python Developer

    Dev House · Faisalabad, Pakistan · On-site

    Jan 2026 – PresentCurrent Role

    Building production-grade backend APIs for high-traffic web and mobile applications and leading AI model integration for premium features.

    • Lead the technical integration of third-party AI models (Gemini and Claude) to power advanced premium feature ecosystems.
    • Design automated data-ingestion pipelines to collect, transform and leverage large-scale datasets for fine-tuning open-source models.
    • Collaborate with cross-functional teams and stakeholders from requirements analysis through to live production deployment.
    PythonFastAPIGeminiClaudeAWSDocker
  2. Data Engineer

    Joy Aviation · United States · Remote

    Jul 2024 – Dec 2025

    Built and deployed automation and data pipelines on AWS for an aerospace-logistics supplier, partnering with stakeholders across departments.

    • Developed, deployed and maintained multiple data pipelines on AWS using Docker.
    • Created and managed RDS instances for data storage and management.
    • Prepared and presented reports to stakeholders including executives.
    • Applied cost-optimisation strategies to keep AWS systems efficient and reliable.
    PythonDagsterAWSPostgreSQLDockerFlask
  3. Lead Consultant

    Leetforce · Islamabad, Pakistan · Remote

    Sep 2023 – Jul 2024

    Led delivery of web applications and custom solutions for clients across education, music & entertainment, and print-media sectors.

    • Built and deployed web applications, APIs and storage systems on AWS.
    • Managed AWS instances, RDS databases, Lambda functions and other services.
    • Drove project planning and execution with cross-functional teams.
    • Minimised development and operational costs while reducing time-to-ship.
    PythonAWS LambdaRDSReactNode.js
  4. Data Engineer

    Safety & Assurance Services · Islamabad, Pakistan · Remote

    Mar 2022 – Jun 2023

    Designed data-collection pipelines and web-scraping systems across social-media and web sources with full workflow orchestration.

    • Built and maintained data pipelines for collection across social-media platforms.
    • Designed and implemented web-scraping mechanisms for varied web sources.
    • Created a robust storage system for data management.
    • Orchestrated pipelines using Airflow, Docker and Python; maintained technical documentation.
    PythonAirflowDockerWeb ScrapingPostgreSQL
  5. Data Entry Operator

    DAWN News · Islamabad, Pakistan

    Oct 2021 – Mar 2022

    Performed daily data-input and transfer operations with a focus on integrity, safety and reporting.

    • Ensured efficient data transfers across multiple stations via FTP.
    • Compiled and presented daily, weekly and monthly reports for executives.
    • Maintained data safety and integrity through disciplined handling.
    FTPExcelReporting
Taking on new projects · Outside IR35

Have a data pipeline or warehouse problem worth solving?

From messy source data to analytics-ready warehouses that cut cost. Let's scope it. I reply within one business day.