Data Engineer

5+ years

in

Data Engineering / Data Platform / AI Engineering / Advanced Analytics , ideally in large or regulated organisations. Proven experience designing and building

cloud data platforms

and

data lakehouse architectures

(preferably

AWS ). Hands-on experience with

Databricks or EMR

for large-scale data transformation. Strong background in

data ingestion and ETL . Experience with

CDC-based pipelines

and event-driven architectures for ingesting operational/transactional data. Experience integrating

on-premise data lakes

with cloud platforms in

hybrid architectures . Experience enabling

AI/ML solutions

in production. Hands-on involvement in

data governance, data quality, data rules and guardrails . Experience working with BI and business stakeholders on

KPI design and data modelling for reporting/visualisation .