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Jacobs

Data Engineer - Databricks / AI

Bristol
Posted about 21 hours ago
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At Jacobs, we're challenging today to reinvent tomorrow by solving the world's most critical problems for thriving cities, resilient environments, mission-critical outcomes, operational advancement, scientific discovery and cutting-edge manufacturing, turning abstract ideas into realities that transform the world for good.

Your impact

Enjoy designing elegant data systems, shipping production-grade code, and seeing your work make a measurable difference, then this role is for you!!

Our team builds data platforms and AI solutions that power critical infrastructure, transform operations, and move entire industries.

In this role

You will work with a broad set of clients on high-scale problems, with the backing of a global organisation, investing heavily in Azure, Databricks, and applied AI. Working primarily on Azure + Databricks (Spark, Delta Lake, Unity Catalog) - Ship modern ELT/ETL, streaming and batch data products, and ML/AI pipelines - Operating at serious scale across water, transport, energy, and more - Join a collaborative, engineering-led culture with real investment in platforms & tooling.

Utilising stack such as;

  • Azure ADLS Gen2, Event Hubs, ADF/Azure Data Factory or Synapse pipelines, Functions, Key Vault, VNets
  • Databricks Spark, Delta Lake, Unity Catalog, Workflows, MLflow (experiments, model registry)
  • Languages Python (PySpark), SQL (Delta SQL), optional Scala
  • Engineering Git, pull requests, code review, unit/integration tests, dbx, notebooks as code
  • Platform & Ops Azure DevOps/GitHub, CI/CD, Terraform or Bicep, monitoring/alerting

Your remit and responsibilities will include;

  • Design & build robust data platforms and pipelines on Azure and Databricks (batch + streaming) using Python/SQL, Spark, Delta Lake, and Data Lakehouse patterns
  • Develop AI-enabling foundations feature stores, ML-ready datasets, and automated model-serving pathways (MLflow, model registries, CI/CD)
  • Own quality & reliability testing (dbx/pytest), observability (metrics, logging, lineage), and cost/performance optimisation
  • Harden for enterprise security-by-design, access patterns with Unity Catalog, data governance, and reproducible environments
  • Automate the boring stuff IaC (Terraform/Bicep), CI/CD (Azure DevOps/GitHub Actions), and templated project scaffolding
  • Partner with clients to translate business problems into technical plans, run workshops, and present trade-offs with clarity
  • Ship value continuously iterate, review, and release frequently; measure outcomes, not just outputs

Reasons to use Rodeo

I’m in my final year doing Economics and I don’t know whether to apply for grad schemes now or do a masters first. What do you think?

Honest answer — it depends on where you want to end up. A lot of top grad schemes (Big 4, civil service, banking) don’t need a masters. Let’s look at the ones you’d be competitive for now, and we can decide if a masters actually adds anything.

Also worth knowing: most autumn 2026 applications are open now. Timing matters more than you think.

Start with a chat, not a search bar

Grad scheme, placement, apprenticeship? Not sure what you want yet — that's fine. Your agent talks it through with you and turns "I have no idea" into a shortlist.

P

Graduate Consultant — 2026 Scheme

PwC·London, UK
£35,000/yr

Why you're a good match

Strong

Your economics background and your summer at a regional bank line up with what PwC looks for on the consulting scheme. Applications close in four weeks.

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It searches the market for you

Every day your agent scans the market matching roles against what actually matters to you, not just keywords on a CV.

Why you're a good match

You’ve got the grades and the economics background, and your bank internship is exactly the experience this scheme looks for. Apply soon — deadlines close within the month.

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Strong

Experience fit

Your summer at the bank plus your econometrics coursework map directly to the day-one responsibilities on this scheme — client modelling, market briefings, and deal support.

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Strong

Only hits

No noise. No "maybe this fits." Just roles with a clear explanation of why they're right — and where to focus when applying.

Here's what you'll need

Our team would be delighted to hear from candidates with a good mix of the following skills, experience and attributes.

  • Utilising SQL and Python for building reliable data pipelines
  • Hands-on with Spark (preferably Databricks) and modern data modelling (e.g., Kimball/Inmon/Data Vault, lakehouse).
  • Experience running on a cloud data platform (ideally Azure).
  • Sound software delivery practices Git, CI/CD, testing, Agile ways of working
  • Streaming/event-driven designs (Event Hubs, Kafka, Structured Streaming)
  • MPP/Data Warehouses (Synapse, Snowflake, Redshift) and NoSQL (Cosmos DB)
  • ML enablement feature engineering at scale, MLflow, basic model lifecycle know‑how
  • Infrastructure-as-code (Terraform/Bicep) and platform hardening

Joining Jacobs not only connects you locally but globally. Our values stand on a foundation of safety, integrity, inclusion and belonging. We put people at the heart of our business, and we truly believe that by supporting one another through our culture of caring, we all succeed. We value positive mental health and a sense of belonging for all employees.

With safety and flexibility always top of mind, we’ve gone beyond traditional ways of working so you have the support, means and space to maximize your potential. You’ll uncover flexible working arrangements, benefits, and opportunities, from well-being benefits to our global giving and volunteering program, to exploring new and inventive ways to help our clients make the world a better place. No matter what drives you, you’ll discover how you can cultivate, nurture, and achieve your goals – all at a single global company. Find out more about life at Jacobs.

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We aim to embed inclusion and belonging in everything we do. We know that if we are inclusive, we’re more connected and creative. We accept people for who they are, and we champion the richness of different perspectives, lived experiences and backgrounds in the workplace, as a source of learning and innovation. We are committed to building vibrant communities within Jacobs, including through our Jacobs Employee Networks, Communities of Practice and our Find Your Community initiatives, allowing every employee to find connection, purpose, and belonging. Find out more about our Jacobs Employee Networks here.

Jacobs partners with VERCIDA to help us attract and retain talent from a wide range of backgrounds. For greater online accessibility please visit https//www.vercida.com/uk/employers/jacobs to view and access our roles.

As a disability confident employer, we will interview disabled candidates who best meet the criteria. We welcome applications from candidates who are seeking flexible working and from those who may not meet all the listed requirements for a role.

We value collaboration and believe that in-person interactions are crucial for both our culture and client delivery. We empower employees with our hybrid working policy, allowing them to split their work week between Jacobs offices/projects and remote locations enabling them to deliver their best work.

Your application experience is important to us, and we’re keen to adapt to make every interaction even better. If you require further support or reasonable adjustments with regards to the recruitment process (for example, you require the application form in a different format), please contact the team via Careers Support.

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Skills

Python
SQL
Spark
Databricks
Azure
Git
CI/CD
Testing
Agile
Event Hubs
Kafka
MLflow
Terraform
Bicep
Data Warehousing
NoSQL

Location

Bristol, England, United Kingdom

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