About Lawrence
English
Native or bilingual
Experience
- (Azure, Snowflake) 1NebulaCloud Data EngineerJuly 2023 - Today (2 years and 11 months)• • Partner closely with product, engineering, finance, and operations teams to translate reporting and analytics requirements into scalable data solutions.• • Designed and maintained reliable ELT pipelines across ingestion, transformation, and consumption layers, improving data availability and trust.• • Built analytics-ready datasets and models that power operational dashboards, cost modeling, and financial reporting.• • Implemented data quality checks, validation rules, and monitoring, significantly reducing downstream reporting issues.• • Refactored legacy pipelines into modern cloud-native architectures, improving performance by 5x and lowering operational cost.• • Developed CI/CD workflows to ensure safe, repeatable deployments of data assets.
- Kolabtree.comMachine Learning Engineer /DataOps ConsultantJanuary 2022 - June 2023 (1 year and 5 months)• • Built end-to-end data pipelines to support analytics and machine learning use cases across multiple domains.• • Delivered clean, validated datasets used for pricing models, predictive analytics, and decision-support tools.• • Collaborated with stakeholders to define success metrics and translate business questions into data models.• • Integrated data pipelines with downstream dashboards and lightweight applications.
- Directech RSA Pty LtdData Scientist - Industrial Analytics & MonitoringJanuary 2020 - December 2022 (2 years and 11 months)Johannesburg, South Africa• • Designed scalable data pipelines supporting operational analytics, forecasting, and performance monitoring.• • Built analytics dashboards combining Python-driven insights with BI tools for leadership visibility.• • Established foundational data governance practices, including standardized metrics and access controls.• • Worked closely with operations and engineering teams to embed analytics into day-to day workflows.
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Education
- Diploma in Machine LearningAlison college2022Diploma in Machine Learning
- Microsoft Certified: Azure FundamentalsMicrosoft Certified: Azure Fundamentals