Build the foundational data engineering skills and professional habits that allow you to deliver well-scoped data work independently and reliably.

Design and own complete data pipelines independently, build data quality frameworks, and begin understanding how data flows and is governed across the wider platform.

Lead the technical direction of the data platform, own data quality and reliability end-to-end, mentor your team, and begin shaping data strategy.

Develop organisation-wide data architecture authority by mastering lakehouse design at scale, data governance, technology strategy, and the credibility to make hard data architecture decisions stick.

Make the shift from technical authority to people leadership - running a high-performing team while remaining a credible technical voice, and learning that your primary leverage is through others.

Move from hands-on technical leadership to full people management - your job is no longer to be the best engineer in the room but to create the conditions where engineers can do their best work.

Move from managing a team to leading an engineering organisation - setting conditions for multiple teams to perform, shaping technical culture and strategy, and operating credibly with executive stakeholders.

A rare and demanding transition - from deep technical authority to broad organisational leadership. Architects who make it to HoE do so by developing the people leadership, commercial awareness, and organisational design capability to match their existing technical credibility.

The transition to VP is as much about organisational influence and executive presence as it is about engineering excellence. You move from owning the engineering function to co-owning the company's technology strategy at board level.