AI-Augmented Senior Data Engineering Consultant
I help teams build scalable, resilient data platforms β and future-proof them with GenAI-driven workflows.
Portfolio π -> Portfolio.BigDataLad.com
I work with fast-moving teams to design, optimize, and modernize data systems that actually hold up in production.
My focus sits at the intersection of:
- High-scale data engineering
- Cost-aware cloud architectures
- AI-augmented pipelines & agent-driven workflows
- Real-world reliability (not slideware)
I care less about buzzwords β and more about impact, stability, and outcomes.
Core Data Stack
- Databricks Β· Apache Spark Β· Kafka
- Airflow Β· Custom orchestration patterns
- AWS (S3, data & compute primitives)
Data Engineering
- Large-scale batch & streaming pipelines
- Chunked processing for fault-tolerance & resilience
- Custom CDC implementations
- Performance optimization & cost reduction
GenAI & AI-Augmented Systems
- LLM-powered data workflows
- RAG architectures
- Agent-based automation
- AI-assisted analytics & engineering productivity
- Built and optimized a complex Gene Expression Pipeline processing data in intelligent chunks β dramatically reducing failure rates and improving recoverability at scale.
- Designed custom CDC mechanisms for non-trivial data sources where off-the-shelf tools fell short.
- Helped teams move from βit works locallyβ to production-grade, observable, and scalable systems.
I actively share real-world lessons from the field:
- Panel Speaker β AWS Cloud Club (2025)
- Panel Speaker β AI Nexus
- Panel Speaker β Cloud Nexus
- Talk β The Future of Data Engineering in the Age of AI Agents (Dice Analytics, Islamabad)
- Workshop β Data Lakes at COMSATS University, Islamabad
I also mentor engineers transitioning into senior and consulting roles.
I write about data engineering, architecture decisions, and GenAIβs practical impact on the field:
Expect fewer platitudes β more patterns, trade-offs, and honest takes.
- Consulting-first mindset
- Outcome-driven, not tool-driven
- Comfortable collaborating across time zones
- Experience working with globally distributed teams
If youβre building or re-thinking a data platform β or exploring how AI can actually help your data teams:
- π Connect on LinkedIn: https://linkedin.com/in/hamzanasirr
- π§ Read the blog: https://bigdatalad.com
- π© Email: hamzanasir.m@gmail.com
Strong data systems age well. Fragile ones donβt. I help teams build the former.




