Built for reliability.
Tuned for speed.
I ship production ELT on Snowflake, dbt, and Airflow — where pipelines behave like well-sorted engines: idempotent, observable, and ready for the long haul. By day I keep data platforms green. By night I obsess over cars.
Easter egg: press → → → or hit Boost in the garage.
Flagship build
// open-source garageTrustline
A trust layer for data products — compile YAML contracts into SQL checks and integrity scorecards across ETL, ML, and delivery seams. Think of it as the diagnostic OBD scanner for your data boundaries.
$ pip install trustline $ trustline audit --demo
Deckflow
Spaced repetition for engineers who learn in git. Git-native decks, FSRS scheduling, review telemetry.
Flowpact
Workflow + success contracts for AI products — lock the definition of done before the build starts.
Agent Dynamite
Governed SQL query gateway: policy, caps, and audit — the safe throttle for agents touching warehouses.
Fintech Lakehouse
Synthetic fintech ELT: Airflow, Parquet lake, DuckDB + dbt marts for payments and fraud.
Off the clock
// cars & craftWhy cars?
Same instincts as data engineering: systems under load, clear failure modes, and respect for the parts that keep everything running. I love the craft — chassis feel, instrument design, the quiet confidence of a well-tuned engine.
- DAY JOBProduction ELT · reliability
- NIGHT MODECars · design · telemetry vibes
- SHARED DNAObservability · iteration · taste
Upstream
// contributingI contribute to dbt-core from production pain — not drive-by typos. Open PRs span:
catalog generation · fail-fast test validation · incremental backfill semantics
What I ship
// engineering focus- Incremental ingestion — idempotent pipelines, cursor pagination, dedup-safe merges
- Data modeling — dimensional models, SCD Type-2, analytics marts
- Orchestration & CI/CD — Airflow on MWAA, Git-based deploys
- Reliability — data quality & freshness frameworks, dbt tests
- Observability — Snowflake procedures → Slack alerting
- Data contracts — versioned, testable, reviewable boundaries
Track record
// experienceSoftware Engineer — Devsinc
Own Snowflake + dbt ELT across 5+ production systems, including bidirectional HubSpot ↔ Snowflake sync over 4M+ contacts. Observability, alerting, CI/CD on MWAA.
Associate Software Engineer — Devsinc
ETL/ELT with Airflow, Airbyte, dbt, SQL, Python. Dimensional models, SCD Type-2, automated validation.
AI Research Engineer — GrowthRune
LLM retrieval (LlamaIndex, MongoDB Atlas, GPT-4) and multi-agent workflows with CrewAI.
B.Sc. Computer Engineering — UET Taxila
Bachelor's in Computer Engineering.