Success Stories
Real People. Real Roles. Real UK Companies.
These are not testimonials from a landing page photoshoot. These are candidates who did the work and got the offers.
Priya S.
Junior Data Engineer at a FTSE 250 financial services firm in London.
Background
BSc Computer Science graduate, 1 year in a non-technical support role. Had Python skills but no portfolio and no interview experience.
Work Completed
Built the Production RAG Chatbot and Azure Data Engineering Pipeline. CV and LinkedIn fully rebuilt. Applied to 40+ UK Data Engineering roles via the Application Engine.
Interview Prep
8 mock interviews covering SQL, PySpark, and system design. STAR coaching for behavioural rounds.
“I'd been applying on my own for 6 months and heard nothing. Within 8 weeks of joining, I had 3 final-round interviews and accepted an offer.”
— Priya S.
Daniel O.
Data Analyst (Cloud) at a scale-up in Manchester.
Background
3 years as a Business Analyst wanting to pivot into Cloud/Data. Strong SQL but no cloud certifications or project experience.
Work Completed
Built the BI Analytics Dashboard and AWS ML Deployment project. GitHub profile created from scratch. ATS CV rewrite targeting Azure/AWS Data roles.
Interview Prep
Technical prep focused on cloud architecture and data modelling. 6 mock interviews plus salary negotiation session.
“The programme forced me to build things I was scared of. By the time I got to interviews, the questions felt easy compared to the mock sessions.”
— Daniel O.
Amara K.
ML Engineer at a Series B AI company in London.
Background
Mid-level software engineer with 4 years of backend Python. Wanted to move into ML Engineering but had no deployed ML experience.
Work Completed
Built the AWS ML Deployment project end-to-end including MLflow tracking and SageMaker endpoint. Portfolio and LinkedIn repositioned toward MLOps.
Interview Prep
ML system design sessions, LLMOps concepts, and 4 mock interviews. Behavioural coaching focused on senior-level competency questions.
“I knew the concepts but had never deployed anything to production. That changed in week 2. I walked into interviews with actual architecture diagrams from my own project.”
— Amara K.
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