Muhammad Hamza Zaidi

Lead Data Engineer & Lakehouse Architect

Building scalable cloud-native data platforms, real-time streaming systems, and enterprise-grade analytics architectures across healthcare, finance, and SaaS ecosystems.

10+
Years Exp
50+
Projects
30+
Technologies

About Me

I'm a Senior Lead Data Engineer and Lakehouse Architect with 10+ years of experience building enterprise-grade data systems. My expertise spans cloud-native architectures, real-time streaming platforms, and AI/ML infrastructure.

I've led cross-functional teams in designing and implementing scalable data solutions for Fortune 500 companies in healthcare, finance, and SaaS. My focus is on building resilient, secure, and performant systems that drive business value.

I'm passionate about modern data stack technologies, mentoring junior engineers, and sharing knowledge through technical talks and open-source contributions.

🏒

Enterprise Data Architecture

Designing large-scale lakehouse and data warehouse systems

⚑

Real-Time Streaming

Building low-latency data pipelines and analytics

πŸ”’

Security & Governance

Implementing HIPAA, PCI-DSS, and data governance frameworks

πŸ€–

AI/ML Infrastructure

Creating feature stores and ML pipeline orchestration

Technical Expertise

Cloud Platforms

AWS
Azure
GCP
Multi-Cloud Architecture

Data Engineering

PySpark
SQL
Python
dbt
Airflow

Streaming & Real-Time

Kafka
Event Hub
Kinesis
CDC
Stream Processing

Data Warehousing

Databricks
Snowflake
Redshift
Synapse
Delta Lake

DevOps & Infrastructure

Terraform
Docker
Kubernetes
CI/CD
GitOps

AI/ML & MLOps

MLflow
Vertex AI
Feature Stores
Model Serving
LLMs

Governance & Security

HIPAA
PCI-DSS
Unity Catalog
Data Governance
IAM

BI & Analytics

Power BI
Tableau
Looker
Analytics
Dashboarding

Experience

Lead Data Engineer

HealthVerity

May 2023 – Present
Built enterprise healthcare lakehouse architecture on Databricks + AWS
Designed Kafka streaming pipelines for real-time HIPAA-compliant data flows
Implemented CDC pipelines and HITRUST governance frameworks
Led engineering team of 4 senior engineers on critical projects
Achieved 99.99% uptime with real-time analytics serving 50M+ daily queries
Mentored 3 junior engineers on modern data stack best practices

Senior Data Engineer

Lovelytics

July 2019 – April 2023
Led Azure modernization initiative for financial and healthcare pipelines
Architected Synapse + Databricks hybrid solution for compliance
Built PCI-DSS compliant event streaming with Kafka and Event Hub
Designed semantic modeling layer for self-service analytics
Reduced ETL latency by 70% through optimization and parallelization
Implemented data governance framework serving 200+ analysts

Data Engineer

Amplitude

March 2016 – June 2019
Built SaaS analytics platform on Snowflake and Redshift
Designed Reverse ETL pipelines for customer data sync
Implemented Terraform infrastructure-as-code for reproducible deployments
Orchestrated Kubernetes microservices for data pipeline reliability
Developed CI/CD automation reducing deployment time by 80%
Maintained 99.9% SLA on mission-critical analytics systems

Certifications & Credentials

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Google Cloud Professional Data Engineer

Google Cloud

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Azure Data Engineer Associate (DP-203)

Microsoft

🟠

AWS Certified Data Analytics – Specialty

Amazon Web Services

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Databricks Certified Data Engineer

Databricks

❄️

Snowflake SnowPro Core

Snowflake

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HashiCorp Certified: Terraform Associate

HashiCorp

Continuously pursuing professional development and staying current with industry certifications.

Featured Architecture & Projects

Enterprise Healthcare Lakehouse

Built a HIPAA-compliant multi-terabyte lakehouse for 50+ healthcare providers

250GB/day99.99% uptime50M queries/day
DatabricksDelta LakeAWSUnity Catalog

πŸ’‘ Reduced analytics query time from hours to seconds, enabling real-time clinical insights

Real-Time Financial Streaming

Designed real-time streaming platform for financial transaction processing

1M events/sec<100ms latency24/7 SLA
KafkaSpark StreamingAzure Event HubFaust

πŸ’‘ Enabled sub-100ms fraud detection, preventing $50M+ in fraudulent transactions

Multi-Cloud Analytics Platform

Orchestrated unified analytics across AWS, Azure, and GCP environments

3 clouds10+ data sources500TB warehouse
TerraformDBTAirflowKubernetes

πŸ’‘ Reduced cloud infrastructure costs by 35% through optimization and unified governance

CDC Data Sync Framework

Built change data capture pipeline for real-time data synchronization

100% data fidelity< 5s sync delayZero data loss
KafkaDebeziumPySparkPostgreSQL

πŸ’‘ Ensured data consistency across 20+ systems, enabling accurate reporting

AI/ML Feature Store

Architected centralized feature management platform for ML teams

10K+ features200+ models50M daily predictions
TectonMLflowDynamoDBPython

πŸ’‘ Accelerated model development by 60%, enabling 2x faster experimentation

Data Governance Framework

Implemented enterprise-wide data lineage, cataloging, and compliance system

5000+ assets99.9% discovery ratePCI-DSS compliant
Unity CatalogApache AtlasGreat Expectationsdbt

πŸ’‘ Achieved SOC 2 compliance and reduced audit time by 75%

Tech Stack & Technologies

Cloud

☁️

AWS

☁️

Azure

☁️

GCP

Data Platform

⚑

Databricks

❄️

Snowflake

πŸ”΄

Redshift

πŸ”·

Synapse

Data Processing

πŸ”₯

PySpark

πŸ“Š

SQL

🐍

Python

πŸ”„

dbt

Streaming

πŸ“¨

Kafka

⚑

Spark Streaming

πŸ“¨

Event Hub

Orchestration

✈️

Airflow

✈️

Prefect

🎯

Datahub

DevOps

πŸ—οΈ

Terraform

🐳

Docker

βš™οΈ

Kubernetes

πŸ”§

Jenkins

BI & Analytics

πŸ“Š

Power BI

πŸ“ˆ

Tableau

πŸ”

Looker

ML/AI

πŸ€–

MLflow

🧠

Vertex AI

✨

Ray

Governance

πŸ”

Unity Catalog

βœ…

Great Expectations

πŸ—ΊοΈ

Apache Atlas

And many more... Constantly learning and adapting to new technologies in the modern data landscape.

Testimonials

What colleagues and leaders say about working with me

"Hamza led our data platform migration to Databricks with exceptional technical depth and strategic vision. His ability to balance enterprise compliance requirements with modern data architecture is outstanding."

πŸ‘©β€πŸ’Ό

Sarah Chen

VP Engineering at HealthVerity

"Working with Hamza on our Kafka streaming pipeline implementation was transformative. His expertise in real-time data architecture and HIPAA compliance is unmatched."

πŸ‘¨β€πŸ’Ό

Michael Rodriguez

Senior Data Engineer at HealthVerity

"Hamza's mentoring shaped my entire approach to data engineering. He combines technical excellence with genuine investment in team growth and knowledge sharing."

πŸ‘©β€πŸ’»

Priya Patel

Data Engineer at Lovelytics

"The 99.99% uptime achievement on our healthcare analytics platform directly impacted our ability to serve patients. Hamza's engineering excellence is critical to our operations."

πŸ‘¨β€πŸ’Ό

James Wilson

CTO at Healthcare Analytics Client

Let's Connect

I'm always interested in discussing data architecture, machine learning infrastructure, and innovative solutions. Feel free to reach out.

Available for consulting, speaking engagements, and full-time opportunities.

Send Me an Email