About this role
<p><strong><span data-contrast="none"><span data-ccp-parastyle="heading 2">About us</span></span><span data-ccp-props="{"134245418":true,"134245529":true,"335559738":160,"335559739":80}"> </span></strong></p> <p><span data-contrast="auto"><span data-ccp-parastyle="First Paragraph" data-ccp-parastyle-defn="{"ObjectId":"276295ed-5df2-5456-988c-5fdbab071054|1","ClassId":1073872969,"Properties":[201342446,"1",201342447,"5",201342448,"1",201342449,"1",469777841,"Aptos",469777842,"",469777843,"Aptos",469777844,"Aptos",201341986,"1",469769226,"Aptos",268442635,"24",335559739,"180",335559738,"180",469775450,"First Paragraph",201340122,"2",134234082,"true",134233614,"true",469778129,"FirstParagraph",335572020,"1",469775498,"Body Text",469778324,"Body Text"]}">Graphcore</span><span data-ccp-parastyle="First Paragraph"> is one of the world’s leading innovators in Artificial Intelligence </span><span data-ccp-parastyle="First Paragraph">compute</span><span data-ccp-parastyle="First Paragraph">. It is developing hardware, software and systems infrastructure that will unlock the next generation of AI breakthroughs and power the widespread adoption of AI solutions across every industry.</span></span><span data-ccp-props="{"335559738":180,"335559739":180}"> </span></p> <p><span data-contrast="auto"><span data-ccp-parastyle="Body Text">As part of the SoftBank Group, </span><span data-ccp-parastyle="Body Text">Graphcore</span><span data-ccp-parastyle="Body Text"> is a member of an elite family of companies responsible for some of the world’s most transformative technologies. Together, they share a bold vision: to enable Artificial Super Intelligence and ensure its
Benefits
are accessible to everyone.</span></span><span data-ccp-props="{"335559738":180,"335559739":180}"> </span></p> <p><span data-contrast="auto"><span data-ccp-parastyle="Body Text">Graphcore’s</span><span data-ccp-parastyle="Body Text"> teams are drawn from diverse backgrounds and bring a broad range of skills and perspectives. A melting pot of AI research specialists, silicon designers, software </span><span data-ccp-parastyle="Body Text">engineers</span><span data-ccp-parastyle="Body Text"> and systems architects, </span><span data-ccp-parastyle="Body Text">Graphcore</span><span data-ccp-parastyle="Body Text"> brings together deep </span><span data-ccp-parastyle="Body Text">expertise</span><span data-ccp-parastyle="Body Text"> to solve complex problems and deliver meaningful progress in AI </span><span data-ccp-parastyle="Body Text">compute</span><span data-ccp-parastyle="Body Text">.</span></span><span data-ccp-props="{"335559738":180,"335559739":180}"> </span></p> <p><strong><span data-contrast="none"><span data-ccp-parastyle="heading 2">Job Summary</span></span><span data-ccp-props="{"134245418":true,"134245529":true,"335559738":160,"335559739":80}"> </span></strong></p> <p><span data-contrast="auto"><span data-ccp-parastyle="First Paragraph">Reporting to the Head of Data & Analytics, the Lead Data Engineer is a senior individual contributor responsible for leading a key area of </span><span data-ccp-parastyle="First Paragraph">Graphcore’s</span><span data-ccp-parastyle="First Paragraph"> data platform and engineering practices. This role combines hands-on technical delivery with technical leadership across data pipelines, platform capabilities and data products that support analytics, </span><span data-ccp-parastyle="First Paragraph">reporting</span><span data-ccp-parastyle="First Paragraph">and operational decision-making.
Working closely with stakeholders across technical and business functions, the Lead Data Engineer helps shape the direction of the data platform, drives improvements to reliability, </span><span data-ccp-parastyle="First Paragraph">scalability</span><span data-ccp-parastyle="First Paragraph"> and governance, and enables teams across </span><span data-ccp-parastyle="First Paragraph">Graphcore</span><span data-ccp-parastyle="First Paragraph"> to make better use of trusted data.</span></span><span data-ccp-props="{"335559738":180,"335559739":180}"> </span></p> <p><strong><span data-contrast="none"><span data-ccp-parastyle="heading 2">The Team</span></span><span data-ccp-props="{"134245418":true,"134245529":true,"335559738":160,"335559739":80}"> </span></strong></p> <p><span data-contrast="auto"><span data-ccp-parastyle="First Paragraph">The Data & Analytics team enables better decision-making across </span><span data-ccp-parastyle="First Paragraph">Graphcore</span><span data-ccp-parastyle="First Paragraph"> by building trusted data foundations, scalable </span><span data-ccp-parastyle="First Paragraph">platforms</span><span data-ccp-parastyle="First Paragraph"> and high-quality data products. The team works across a broad range of business and technical domains, partnering with colleagues throughout the company to improve access to reliable information, strengthen operational </span><span data-ccp-parastyle="First Paragraph">insight</span><span data-ccp-parastyle="First Paragraph">and support efficient, data-informed ways of working. Within this team, the Lead Data Engineer plays a key role in evolving the platform, setting engineering </span><span data-ccp-parastyle="First Paragraph">standards</span><span data-ccp-parastyle="First Paragraph"> and delivering robust solutions that scale with business needs.</span></span><span data-ccp-props="{"335559738":180,"335559739":180}"> </span></p> <p><strong><span data-contrast="none"><span data-ccp-parastyle="heading 2">Responsibilities and Duties</span></span><span data-ccp-props="{"134245418":true,"134245529":true,"335559738":160,"335559739":80}"> </span></strong></p> <ul> <li data-leveltext="" data-font="Symbol" data-listid="3" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="4" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact" data-ccp-parastyle-defn="{"ObjectId":"eafb41c0-47a4-52dc-ac6b-3b5a7536b560|1","ClassId":1073872969,"Properties":[201342446,"1",201342447,"5",201342448,"1",201342449,"1",469777841,"Aptos",469777842,"",469777843,"Aptos",469777844,"Aptos",201341986,"1",469769226,"Aptos",268442635,"24",335559739,"36",335559738,"36",469775450,"Compact",201340122,"2",134234082,"true",134233614,"true",469778129,"Compact",335572020,"1",469778324,"Body Text"]}">Lead the design, build and evolution of robust data pipelines and platform services that support analytics, reporting and operational use cases across </span><span data-ccp-parastyle="Compact">Graphcore</span><span data-ccp-parastyle="Compact">.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="3" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="5" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Own the data engineering stack, </span><span data-ccp-parastyle="Compact">planning</span><span data-ccp-parastyle="Compact"> and delivering improvements to reliability, scalability, maintainability, </span><span data-ccp-parastyle="Compact">performance</span><span data-ccp-parastyle="Compact"> and security.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="3" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="6" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Build and </span><span data-ccp-parastyle="Compact">operate</span><span data-ccp-parastyle="Compact"> Python-based batch and streaming workflows, with clear approaches to orchestration, testing, deployment, </span><span data-ccp-parastyle="Compact">monitoring</span><span data-ccp-parastyle="Compact"> and incident resolution.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="3" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="7" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Design and implement data solutions on AWS using services such as S3, Lambda, Aurora PostgreSQL, Athena, Glue and Redshift, ensuring they are secure, </span><span data-ccp-parastyle="Compact">resilient</span><span data-ccp-parastyle="Compact"> and cost-conscious.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="3" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="8" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Define and apply engineering standards for data quality, observability, documentation, release </span><span data-ccp-parastyle="Compact">processes</span><span data-ccp-parastyle="Compact"> and operational support.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="3" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="9" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Partner with analysts, </span><span data-ccp-parastyle="Compact">engineers</span><span data-ccp-parastyle="Compact"> and business stakeholders to translate
Requirements
into trusted datasets, well-structured data </span><span data-ccp-parastyle="Compact">models</span><span data-ccp-parastyle="Compact"> and reusable data products.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="3" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="10" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Drive improvements to platform resilience through approaches such as idempotent processing, retry and recovery mechanisms, buffering strategies and backfill or replay capabilities.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="3" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="11" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Lead technical decision-making in your area by reviewing designs and code, sharing </span><span data-ccp-parastyle="Compact">expertise</span><span data-ccp-parastyle="Compact"> and helping to raise the quality bar for data engineering across the team.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="3" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="12" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Build and </span><span data-ccp-parastyle="Compact">maintain</span><span data-ccp-parastyle="Compact"> CI/CD workflows and development practices that enable safe, </span><span data-ccp-parastyle="Compact">repeatable</span><span data-ccp-parastyle="Compact"> and efficient delivery of data infrastructure and workflows.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="3" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="13" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Ensure </span><span data-ccp-parastyle="Compact">appropriate data</span><span data-ccp-parastyle="Compact"> protection and access controls are in place, including least-privilege access, secure secrets handling and suitable database permissions.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="3" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="14" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Contribute to the development of internal tools and lightweight applications that improve access to data and support self-serve workflows.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="3" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="15" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Work across teams to </span><span data-ccp-parastyle="Compact">identify</span><span data-ccp-parastyle="Compact"> opportunities for platform and process improvements, helping shape the direction of data engineering within the wider Data & Analytics function.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <p><strong><span data-contrast="none"><span data-ccp-parastyle="heading 2">Candidate Profile</span></span><span data-ccp-props="{"134245418":true,"134245529":true,"335559738":160,"335559739":80}"> </span></strong></p> <p><strong><span data-contrast="auto"><span data-ccp-parastyle="First Paragraph">Essential</span></span><span data-ccp-props="{"335559738":180,"335559739":180}"> </span></strong></p> <ul> <li data-leveltext="" data-font="Symbol" data-listid="4" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="16" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Strong experience designing, </span><span data-ccp-parastyle="Compact">building</span><span data-ccp-parastyle="Compact"> and </span><span data-ccp-parastyle="Compact">operating</span><span data-ccp-parastyle="Compact"> production-grade data pipelines and data platforms in Python.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="4" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="17" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Strong hands-on experience with modern data orchestration, testing, </span><span data-ccp-parastyle="Compact">deployment</span><span data-ccp-parastyle="Compact"> and monitoring practices in a production environment.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="4" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="18" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Experience building solutions </span><span data-ccp-parastyle="Compact">on</span><span data-ccp-parastyle="Compact"> AWS data services, including storage, </span><span data-ccp-parastyle="Compact">processing</span><span data-ccp-parastyle="Compact"> and query technologies.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="4" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="19" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Strong understanding of data modelling, data quality, schema </span><span data-ccp-parastyle="Compact">design</span><span data-ccp-parastyle="Compact"> and performance </span><span data-ccp-parastyle="Compact">optimisation</span><span data-ccp-parastyle="Compact"> across relational and analytical systems.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="4" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="20" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Experience designing reliable data systems that recover gracefully from failure and </span><span data-ccp-parastyle="Compact">operate</span><span data-ccp-parastyle="Compact"> effectively in real-world production conditions.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="4" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="21" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Experience working with batch and streaming data pipelines, including operational support, </span><span data-ccp-parastyle="Compact">troubleshooting</span><span data-ccp-parastyle="Compact"> and continuous improvement.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="4" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="22" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Strong knowledge of security and access control principles for data platforms, including IAM, database </span><span data-ccp-parastyle="Compact">permissions</span><span data-ccp-parastyle="Compact"> and secure handling of credentials and secrets.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="4" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="23" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Experience providing technical leadership as a senior individual contributor through design reviews, code reviews, standards-setting and mentoring of others.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="4" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="24" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Ability to work effectively with both technical and non-technical stakeholders, turning business needs into practical, scalable data solutions.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="4" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="25" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Strong communication</span><span data-ccp-parastyle="Compact"> skills, with the ability to explain technical decisions clearly and influence outcomes across teams.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <p><strong><span data-contrast="auto"><span data-ccp-parastyle="First Paragraph">Desirable</span></span></strong><span data-ccp-props="{"335559738":180,"335559739":180}"> </span></p> <ul> <li data-leveltext="" data-font="Symbol" data-listid="5" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="26" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Experience with Prefect or a similar workflow orchestration platform.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="5" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="27" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Experience with</span><span data-ccp-parastyle="Compact"> streaming or data collection technologies.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="5" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="28" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Experience with PostgreSQL, Redshift, </span><span data-ccp-parastyle="Compact">ClickHouse</span><span data-ccp-parastyle="Compact"> or similar database and warehouse technologies.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="5" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="29" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Experience with CI/CD tooling and Infrastructure as Code approaches.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="5" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="30" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Experience building lightweight internal tools or data applications using Python frameworks such as </span><span data-ccp-parastyle="Compact">Streamlit</span><span data-ccp-parastyle="Compact"> or Flask.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="5" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="31" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Familiarity with </span><span data-ccp-parastyle="Compact">dbt</span><span data-ccp-parastyle="Compact"> and working models that combine data engineering and analytics engineering.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="5" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="32" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Understanding of</span><span data-ccp-parastyle="Compact"> operational best practices for cloud-based data platforms, including cost </span><span data-ccp-parastyle="Compact">optimisation</span><span data-ccp-parastyle="Compact"> and observability.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul> <ul> <li data-leveltext="" data-font="Symbol" data-listid="5" data-list-defn-props="{"335551671":0,"335552541":1,"335559685":720,"335559991":360,"469769226":"Symbol","469769242":[8226],"469777803":"left","469777804":"","469777815":"multilevel"}" data-aria-posinset="33" data-aria-level="1"><span data-contrast="auto"><span data-ccp-parastyle="Compact">Experience working in a fast-moving product, </span><span data-ccp-parastyle="Compact">technology</span><span data-ccp-parastyle="Compact"> or engineering-led environment.</span></span><span data-ccp-props="{"335559738":36,"335559739":36}"> </span></li> </ul>