Talha IjlalData Engineer • Legal retrieval • Systems
Data engineer. Pipelines, search systems, and infrastructure for large text corpora.
I'm Talha Ijlal, based in Lahore, Pakistan. At DigiLawyer I build and maintain the data infrastructure powering Pakistan's most comprehensive legal research platform: ingestion pipelines, hybrid search, and email delivery systems across a corpus of 430K+ legal documents. Previously at Adara, a RateGain company, I worked on Airflow-based pipeline automation and reliability workflows on GCP.
Focus
I like work that is concrete: measurable reliability, predictable behavior, and systems that are easy to operate over time.
Pipelines
ETL/ELT, parsing, validation, and data modeling for large legal corpora.
Search
Full-text + vector search, retrieval quality, and latency reduction.
Infrastructure
Dockerized deployments, observability, and incident response playbooks.
Education
Teaching fundamentals, mentorship, and documentation that scales.