Lead Senior Recruiter
Data, Insight & Analytics
View profileAnalytics engineering bridges the gap between data engineering and data analysis. By transforming raw data into clean, reliable, well-documented datasets, analytics engineers make data more accessible and usable for business intelligence, reporting, and decision-making. It ensures that stakeholders (technical or otherwise) can trust and act upon high-quality, well-structured data.
For more about Analytics Engineering, please review our blogs on this topic:
Part one: Analytics Engineering: Modern Data Teams
Part two: The Rise of Analytics Engineers: The Modern Data Stack
Part three: Key Skills and Tools for Analytics Engineers: Building the Future of Data
Part four: The Power Trio: DBT, Looker, and Snowflake in Analytics Engineering
Part five: Here’s Why Companies Should Hire Analytics Engineers
Why consider a career in Analytics engineering ?
With the increasing demand for data-driven decision-making, analytics engineering has emerged as a crucial role within modern data teams – they’re becoming more and more popular, with many companies adopting new AE teams or individuals.
It offers exciting opportunities to work across both technical and strategic areas, combining engineering practices with analytical insight. For those passionate about data quality, modelling, and enabling data use at scale, it’s a rewarding and fast-evolving career path.
What are typical Analytics engineering job titles?
Analytics Engineering: Career Progression Example
Analytics Engineering Salary Benchmarks
View our Data, Insight and Analytics within Engineering and Development Salary Guide
Analytics Engineering: Is It Right for Me? The Skills It Takes…
Analytics engineers require a blend of engineering acumen, data modelling capability, and strong communication skills. Key skill areas include:
Engineering & Technical Skills: Data Modelling (Star and Snowflake Schemas) | Snowflake | Looker | dbt | Airflow | ELT Pipelines | Fivetran | Advanced SQL | Cloud Data Warehouses including BigQuery, Snowflake, and Redshift | Git and Version Control | CI/CD for Data Workflows | Testing and Documentation of Data Pipelines | Data Lineage and Metadata Management
Analytical & Communication Skills: Translating Business Logic into Data Models | Collaboration with Analysts and Stakeholders | Clear and Concise Documentation, including Data Dictionaries | Strong Data Literacy and Identification of Data Quality Issues | Communicating Insights and Trade-offs to Non-Technical Audiences
Tooling & Platform Knowledge: dbt (Data Build Tool) | Looker, Tableau, and Power BI (for validation and collaboration) | SQL-based Transformation Tools | GitHub and GitLab for Workflow and Collaboration | Cloud Platforms including GCP, AWS, and Azure
What qualifications do you need for a career in Analytics engineering?
Most employers look for a Bachelor’s degree (or equivalent) in a technical or analytical subject such as Computer Science, Data Science, Mathematics, or Statistics. However, due to the emerging nature of the role, individuals with relevant experience in data analysis, data warehousing, or data engineering – especially those who’ve gained hands-on experience with the modern data stack (dbt, Looker, Snowflake) – are also well-placed to move into analytics engineering roles.
We connect ambitious organisations with their greatest assets, equally ambitious talent.
Evaluate, assess and consult on AI capabilities.
Machine Learning, LLM’s, LangChain etc.
Full details
17th Jul
Data, Insight & Analytics case study
Working with ADLIB has been an absolute pleasure. They are professional, transparent and clear. They listened to our preferences and passion for diversity and truly delivered. We are proud to work with them.
Using a combination of contingency and search-based recruitment, combined with our niche experience within the microbiome and genome engineering space, we helped them secure highly skilled Scientists and Laboratory talent for their "Science Creates" site in Bristol, from a Senior Scientist, QC Scientist, Senior Research Scientist, to multiple Support Scientists and a Fermentation Scientist requirement.
"ADLIB took the time to really get to know Outlaw, coming to meet us and getting under the skin of what we’re about. This meant we were able to meet great candidates and make a fantastic hire really swiftly."
ADLIB helped Malvern Panalytical locate top-tier candidates from graduate to senior level with skills in full-stack software development and quality assurance. The result is a dynamic and diverse Research and Development team that Malvern Panalytical are proud of.
ADLIB collaborated closely with us, refining the process through an iterative approach, and helped us find six exceptional candidates for our growing tech team.
"Space 48 has ambitious growth targets and recognises the importance of working with a recruitment partner that understands the business' vision and culture. The team at ADLIB has worked with us over the last 2+ years and has been instrumental in helping us to grow across several key disciplines. ADLIB spent the time to get to know Space 48 which meant they only introduce us to people who have the talent, attitude, and passion to be part of our great team. To Space 48, a recruitment partner is a long-term investment, and ADLIB continues to demonstrate its sector expertise and talent for finding the right people."
"We look for a type of character above anything else when hiring for our business. We call it the vvast way and the team at ADLIB really get that and seem to be able to see through candidates that look good on paper but don’t match the criteria to fit our unique culture. We just need solid, straight-talking people that adore good brands and the innovative work needed to leverage that. Having a solid partner that gets us in this way alleviates one of the challenges as we grow."
“Since joining Create Health, I’ve had a clear vision of what I want to build. ADLIB have invested the time to truly understand this, meaning the permanent and freelance candidates they send through are always spot on. This not only makes the process easier and more enjoyable, it saves a lot of time.”
Leveraging our scientific background and deep understanding of the company’s goals, we conducted targeted headhunting efforts to identify top-tier, niche talent. We successfully placed a high-caliber scientific team within the required timeframe, helping Epitopea build a strong foundation for future growth. We continue to support their hiring needs as the company expands.
It is incredibly rare to find a recruiter who instantly understands the company-wide needs and culture, Biohm’s unique philosophy and approach, and the radical first-of-their-kind biotechnologies that we develop. We were very privileged to find Zoe, who has single-handedly, with her expansive network, had a transformational impact on our team and company by recruiting unique, perfectly aligned, highly sought after, and difficult to find niche talent. It is an absolute joy to have worked with Zoe on the big recruitment push we experienced this year and look forward to many more in the future.