Data & Cloud
Hiring Cloud Data & AI Engineers
Define your cloud Data & AI hiring requirement around data services, deployment, security and the responsibilities your team needs covered.
In this article
Start with the data and AI workload
Explain whether the appointment supports data pipelines, analytics, model deployment or application integration. Describe the cloud environment already in use and why that experience matters. AWS, GCP and Azure are not interchangeable checkboxes: ask which services and responsibilities are relevant to your systems, while recognising that sound engineering judgement can transfer between environments.
Choose the role around ownership
A cloud data engineer may own ingestion and transformation. A cloud AI engineer may integrate model services with applications. Architects shape wider design decisions, while platform engineers provide shared foundations. State who owns access, networking, operations and cost management so the appointment has realistic boundaries.
Assess experience with constraints
Ask for a specific delivery example. What did the specialist personally design or operate? How did they test permissions, investigate service failures and manage changes? Explore the decisions behind the implementation rather than accepting a certification or service list as evidence of practical ownership.
Make the specialist brief specific
Record the existing cloud, datasets, applications, team support and immediate delivery priorities. Explain whether the role includes on-call work or a migration. Theseus can use that context to identify specialists with relevant Data & AI experience and a clear understanding of the opportunity.
For each engagement, clarify the scope, duration, working arrangements, agreed services and client dependencies. Plan access and handover so the knowledge gained stays with your team. Theseus focuses on UK resourcing and considers European and international requirements individually.
Put the requirement into practice
Build the capability you need.
Discuss your priorities, the experience you need and the team around the role with Theseus.
Discuss your requirement
