The work you already do is usually most of the evidence.

Move from manual QA to automation and SDET roles with framework ownership evidence, coding preparation, resume rewriting and structured interview support.

Move from production support to SRE by reframing incident work as reliability engineering, closing the coding and systems gap, and preparing for the SRE loop.

Move from support into DevOps by owning pipelines, infrastructure as code and release work, with resume rewriting and structured interview preparation.

Move from senior developer to solutions architect with trade-off evidence, architecture interview preparation and positioning for non-engineering panels.

Move from analytics into data engineering with pipeline ownership evidence, modelling and orchestration preparation, and an engineering-standard resume.

Move from data engineering into ML engineering with serving and feature pipeline evidence, modelling fundamentals and preparation for the ML system design loop.

Move from backend development into AI engineering with retrieval, evaluation and guardrail evidence, plus preparation for non-deterministic system design.

Move from DevOps into platform engineering by building paved roads and self-service tooling, with adoption evidence and platform design interview practice.

Move from Java development into cloud engineering with migration and infrastructure evidence, networking and identity preparation, and a cloud-ready resume.

Move from business analysis into product management with outcome ownership evidence, prioritisation practice and product sense and metrics round preparation.

Move from service desk into cybersecurity with triage evidence, SOC analyst preparation, log and identity fundamentals, and a security-screened resume.

Move from SAP consulting into cloud roles using migration and integration work as evidence, with infrastructure fundamentals and interview preparation.

Move from testing into business analysis by turning defect and requirement knowledge into elicitation, process mapping and documentation evidence for BA roles.

Move from senior developer into engineering management with people-outcome evidence, delivery ownership and preparation for scenario-based EM interviews.