/ experience

Production data work, measured.

Professional roles where the useful signal is concrete: what data moved, what systems became more reliable, and how the work changed the product or operation.

Jul 2024 — Present

Lead Data Engineer

DigiLawyer
Founding / early data hire
0k0k
users supported
data freshness and retrieval quality were core product surfaces

Founding/early data engineer building the ingestion and structuring layer and retrieval stack for a legal research product over Pakistan's statutory and case-law corpus.

  • 01Built high-throughput ingestion pipelines for Pakistan's legal corpus — fragmented PDFs and HTML to structured, queryable records, drawing from ~15 sources.
  • 02Designed the retrieval layer with full-text + dense-vector search, consolidating a fragmented Turso/Qdrant/MeiliSearch stack onto a PostgreSQL-centric architecture.
  • 03Improved section-level statute retrieval for AI systems to ~80% accuracy on internal evaluation queries, where weak document-level FTS had been failing.
  • 04Led the data function as the responsible owner for pipelines, documentation, and handoffs across 1 full-time engineer and interns.
StackPython·PostgreSQL·pgvector·pg_search·MeiliSearch·Qdrant·Airflow·Docker·Kubernetes·AWS EKS/EC2·Linux
Jun 2023 — Jul 2024

Data Engineer

Adara (RateGain)
1 yr 2 mo
−0%
manual monitoring
automated delivery-failure detection and case creation

High-volume advertising data pipelines with a focus on operational reliability: automated monitoring, consistent checks, and fast failure detection.

  • 01Automated delivery-failure detection and Salesforce case creation, cutting manual monitoring effort by over 90%.
  • 02Built and maintained Airflow / Google Composer workflows supporting delivery to 50–60 downstream destinations (DV360, Trade Desk, Yahoo).
  • 03Implemented recurring reporting and file-runner workflows (BigQuery checks, Compute Engine jobs, SFTP delivery) handling ~100 files/day.
StackPython·Airflow·Cloud Composer·BigQuery·Google Cloud·Pandas·SFTP·Salesforce