Zippy Vaati
@zippyvaati
Data Engineer and ETL pipeline architect delivering revenue, fraud, and BI insights with Python and SQL.
What I'm looking for
I’m a data-driven leader with 10 years of experience building ETL processes, data pipelines, and analytics to optimize revenue, detect fraud, and enable strategic data-driven decisions in telecommunications across East and Southern Africa.
In my most recent telecom leadership role, I built the Revenue Assurance and Billing functions from scratch—hiring talent, defining SOPs, and integrating billing, CRM, and finance systems. I introduced automated reconciliation and gap analysis, cutting manual work by 40% and reducing errors, while also improving executive decision-making through dashboards in Power BI and Grafana.
As a Group Revenue Assurance Officer at Wananchi Group of Companies, I designed and maintained scalable ETL pipelines in Pentaho to consolidate revenue data across multiple countries. I developed automated revenue dashboards, worked deeply with SQL/PostgreSQL for reconciliation and KPI tracking (ARPU, earned/deferred revenue), and ensured data integrity aligned with international accounting standards.
Earlier, as a Business Intelligence Developer, I built and maintained ETL pipelines ingesting 10M+ customer records, created BI dashboards with Power BI and Tableau, and implemented Python-based processing and ML pipelines for churn prediction and customer segmentation. I also enjoy knowledge-sharing and practical ML: I’ve delivered intensive machine learning and Generative AI training, set up Jupyter environments, supported capstones, and helped deploy a Streamlit-based application.
Experience
Work history, roles, and key accomplishments
Data Science Consultant
Moringa School
Feb 2026 - Present (4 months)
Delivered a 2-week machine learning and generative AI training for 30 NGO staff, building Jupyter-based Python ML workflows. Trained participants on supervised/unsupervised learning (including XGBoost and clustering) and supported deployment of a Streamlit-based ML application using real-world agricultural datasets.
Open-Source Apache Contributor
Apache Software Foundation
Jan 2026 - Present (5 months)
Contributed to Apache open-source projects including Apache Airflow and Apache Spark by submitting pull requests and improving documentation. Helped develop Python and data engineering solutions in collaboration with global community contributors.
Data Engineering Volunteer
Datakind
Dec 2025 - Present (6 months)
Contributed remotely to data engineering projects using Python, SQL, and AWS, including designing an ETL pipeline for job-seeker and job-opening data to support improved data-driven matching. Mentored young data engineers by sharing best practices for ETL workflows and SQL queries via Datakind’s Slack channel.
Women in Data UK Member
Women in Data UK
May 2024 - Present (2 years 1 month)
Engaged with the Women in Data UK community by participating in webinars, workshops, and mentorship programs to strengthen technical and leadership skills. Collaborated with professionals across data engineering, analytics, and AI.
Revenue Assurance Manager
Savanna Fibre Tanzania Limited
Mar 2025 - Nov 2025 (8 months)
Built the Revenue Assurance and Billing functions from scratch, setting SOPs and integrating CRM and finance systems for improved data consistency and visibility. Automated reconciliation and gap analysis to cut manual work by 40% and reduced errors, while dashboards improved executive decision-making by 30%.
Group Revenue Assurance Officer
Wananchi Group of Companies
Nov 2022 - Apr 2024 (1 year 5 months)
Designed and maintained Pentaho ETL pipelines consolidating revenue data across five Sub-Saharan countries to support reconciliation, forecasting, and KPI tracking. Developed automated dashboards that improved executive decision-making by 30% and performed mobile money partner reconciliations to prevent leakage and detect anomalies.
Business Intelligence Developer
Airtel Kenya Networks Limited
Jul 2017 - Oct 2022 (5 years 3 months)
Built and maintained ETL pipelines processing 10M+ customer records from CRM, billing, ERP, network, and digital platforms. Developed Power BI and Tableau dashboards and implemented Python ML pipelines for churn prediction and customer segmentation, improving operational analytics reliability through automated validation and data governance.
Software Engineer
Sinbad Technologies
Jan 2016 - Jun 2017 (1 year 5 months)
Collaborated on marine insurance solutions for Kenya’s leading insurers, automating cargo tracking and policy generation. Implemented Python backend services and APIs for real-time cargo status and data integration, adding automation scripts and validation checks in an Agile/Scrum environment.
Education
Degrees, certifications, and relevant coursework
Jomo Kenyatta University of Science and Technology
Master of Science (MSc), Business Computing (Data Science)
2023 -
MSc in Business Computing (Data Science). Completed all coursework and is preparing for thesis defense.
Jomo Kenyatta University of Science and Technology
Bachelor's Degree, Business Information Technology (BBIT)
2011 - 2014
Bachelor’s degree in Business Information Technology (BBIT), specializing in software development and networking. Built skills in system development, database management, and IT infrastructure to support business goals.
St. Angela's Girls' Secondary School
KCSE (Kenya Certificate of Secondary Education), Secondary Education
2006 - 2009
Grade: A-(79/84 points)
Completed secondary education and sat KCSE examinations. Achieved a mean grade of A-(79/84 points).
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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