Lead Analytics Engineer

We are undertaking a strategic migration of our reporting and analytics estate from SSRS to a modern cloud data platform (Snowflake). This role will support the design and delivery of that transformation—establishing best-in-class practices while remaining hands-on in building models, pipelines, and reporting layers.

You will play a critical role in not just migrating existing assets, but improving how we model, govern, and deliver data across the organisation.

Why This Role Matters

This is a high-impact role at the centre of a major data transformation. The successful candidate will shape how data is modelled, accessed, and trusted across the organisation for years to come.

What does the job involve?

Support the Migration from Legacy BI to Modern Data Platform

• Support the end-to-end migration of reporting assets from SSRS into Snowflake
• Assess and rationalise existing reports (remove duplication, improve logic, simplify where possible)
• Redesign reporting structures to align with modern data modelling principles

Define and Implement Best Practice

• Establish scalable standards for:
  • Data modelling (e.g. dimensional modelling, layered architecture)
  • Transformation workflows (ELT patterns)
  • Testing and validation
  • Documentation and governance
• Introduce modern development practices (e.g. version control, CI/CD where appropriate)

Hands-On Delivery

• Build and optimise data models, transformations, and reporting datasets
• Write high-quality, performant SQL in Snowflake
• Develop reusable data assets for downstream reporting and analytics
• Troubleshoot and resolve data quality or performance issues

Improve the Reporting & Analytics Layer

• Design a clean, scalable semantic layer for reporting
• Standardise key business metrics and definitions
• Support transition away from legacy report-first design toward model-first design

Mentor and Uplift the Existing Team

• Provide technical guidance and coaching to BI developers and analysts
• Raise engineering standards across the team
• Promote consistency and good practices without over-engineering

Stakeholder Collaboration

• Work closely with business stakeholders to understand reporting needs
• Translate requirements into robust, scalable data solutions
• Challenge and refine requirements where needed to improve outcomes

Essential

• Strong SQL expertise (advanced level)
• Proven experience working with Snowflake (or similar cloud data warehouse)
• Experience migrating from legacy BI/reporting tools (e.g. SSRS, Cognos, Business Objects)
• Strong data modelling experience (dimensional modelling, star schemas, etc.)
• Experience building transformation layers in ELT environments
• Track record of delivering in hands-on roles (not purely architectural)

Highly Desirable

• Experience with dbt or similar transformation frameworks
• Familiarity with modern data stack principles
• Experience implementing testing and data quality frameworks
• Exposure to CI/CD in data environments
• Experience rationalising large, complex reporting estates

About AJ Bell

AJ Bell is one of the UK’s fastest-growing investment platform businesses, providing award-winning solutions for everyone, from professional financial advisers to first-time investors.

Today, over 723,000 customers trust us to manage more than £108billion of assets. By continually striving to make investing simpler and more accessible, we’re helping more people take control of their financial futures.

We’re proud to be recognised as one of the UK’s Best 100 Companies to Work For, for six consecutive years, and a Great Place to Work in 2025 and 2026 a reflection of our supportive and collaborative culture.

What we offer

• 26 days holiday, increasing with service + buy/sell scheme + bank holidays
• 7% Pension with matched contributions
• Discretionary bonus scheme
• Share schemes (including free shares and BAYE)
• Health Cash Plan and discounted private healthcare
• Free onsite gym
• Enhanced family leave (subject to qualifying criteria)
• Travel and bike loan schemes
• Employee Assistance Programme

Life at AJ Bell

• Regular social events including summer and Christmas parties
• Learning and development opportunities tailored to you
• Casual dress code
• Friendly, supportive team environment

Our ways of working

We offer hybrid working, with a minimum of 60% of your working time per month spent in the office. For new starters, there’s an initial period of full-time office working to help you settle in and build relationships.

Inclusion & diversity

We’re committed to creating an inclusive environment where everyone feels respected and able to be themselves at work. We welcome applications from all backgrounds and make hiring decisions based on skills, experience and potential.