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Edward Mavungah — AI Consultant and Cloud Data Engineer

Available for AI consulting, data engineering roles, and outcome-focused client projects.

AI Consultant & Cloud Data Engineer

Edward
Mavungah

I build secure RAG solutions and fine-tune models for businesses. I use data engineering and analysis to turn business data into faster decisions, lower manual effort, and measurable growth—deployed in private AWS VPCs with country-level data residency and controls aligned to GDPR and applicable US security and privacy standards.

I am a
Build an AI or Data Solution View Data Engineering Resume ↓
ect.mavungah@gmail.com

Core delivery stack: SQL · Python · Databricks · Warehousing · AWS · Docker · Terraform

My Journey

About Edward

A technology professional who believes software should create measurable, real-world business value — not just function, but transform the way organizations operate, grow, and compete.

🎓
Education
Computer Science & Information Systems
Built a strong foundation in software engineering, database systems, algorithms, and enterprise architecture, combining theoretical knowledge with practical application.
🚀
Career
Full-Stack SaaS & Cloud Engineering
Designed and built multiple production SaaS platforms from concept to launch — handling product strategy, UI/UX, full-stack development, cloud infrastructure, and data analytics.
💡
Vision
Building the Mavumium Ecosystem
Creating a suite of intelligent, cloud-native platforms — Mavumium, Connect, Farming, Construction, Scan — each solving real business problems in their respective industries.
🌍
Mission
Technology for Africa & Beyond
Building world-class digital infrastructure and software products that empower businesses across Botswana and Africa to compete globally.

"I don't just write code — I engineer business outcomes. Every line of code, every database schema, every dashboard I build is designed to save time, reduce costs, increase revenue, or accelerate growth."

— Edward Mavungah

0
SaaS Platforms Built
0
Technologies Mastered
0
% Business Focused
0
Ecosystem, Infinite Scale

Discipline

Web Dev
Design First

I build web applications with a product design first approach — meaning every engineering decision starts from the user's perspective. My process blends deep user research, business strategy, interface design, and full-stack engineering to create products people genuinely want to use.

Every interface I build is engineered to maximize user adoption, engagement, conversion rates, and business efficiency — because code that doesn't serve real people is just overhead.

User Research User Experience Wireframing Information Architecture Business Workflows UI Systems Design Systems Accessibility Responsive Design Rapid Prototyping Full-Stack Implementation AI Integration SaaS Architecture API Design Business Automation
🔍
Research & Strategy First
Every product starts with understanding users, business goals, market context, and competitive landscape. Design without strategy is guesswork.
🏗
Architecture Before Interface
Information architecture and business workflow mapping come before visual design. The structure defines the experience, not the other way around.
⚡
Built to Perform
Production-grade implementations with Lighthouse 100 scores, WCAG accessibility compliance, and sub-second load times on every device.
📊
Analytics-Driven Iteration
PostHog funnels, session recordings, and A/B testing feed every design iteration. Ship, measure, and improve — continuously.
🤖
AI-Native by Default
Every product is designed with AI-assisted workflows baked in from day one — not bolted on later. OpenAI, embeddings, and intelligent automation are first-class design considerations.

Stack

Technology Expertise

Every technology in my stack is chosen for a specific purpose — to maximize product quality, deployment speed, operational reliability, and business impact.

Deploys globally distributed front-end applications with automatic scaling, zero-config CI/CD, edge previews, and world-class performance optimization. Every Mavumium platform is deployed on Vercel.

Edge NetworkCI/CDNext.jsISRPreview Deploys

Full backend-as-a-service: PostgreSQL database, authentication, storage, row-level security, serverless edge functions, real-time subscriptions, and instant REST/GraphQL APIs.

PostgreSQLAuthRLSStorageEdge Functions

Scalable cloud infrastructure powering data pipelines, file storage, serverless compute, CDN delivery, managed databases, and enterprise-grade security across all workloads.

S3LambdaEC2CloudFrontRDSIAM

Global DNS, CDN, image optimization, intelligent caching, Web Application Firewall, DDoS protection, bot management, and edge computing for millisecond response times globally.

DNSCDNWAFDDoSWorkers

AI Assistants, intelligent automation, embeddings for semantic search, document intelligence, chat interfaces, structured data extraction, and full AI workflow orchestration.

GPT-4oEmbeddingsAssistants APIAutomation

Business process automation, CRM integrations, email notification workflows, AI pipelines, webhook orchestration, and multi-system data synchronization without vendor lock-in.

WorkflowsCRMAI PipelinesWebhooks

Product analytics, session recordings, user funnel analysis, feature flags, A/B testing, and cohort analysis to understand exactly how users interact with every product.

AnalyticsFunnelsFeature FlagsA/B Testing

Cloud Functions, BigQuery data warehouse, Vertex AI, Cloud Storage, Google Maps APIs, and authentication infrastructure for enterprise data engineering workloads.

BigQueryVertex AICloud FunctionsMaps

Traffic attribution, marketing channel analysis, conversion optimization, user behavior mapping, SEO performance tracking, and revenue-tied event tracking across all products.

GA4ConversionAttributionSEO Insights

Real-time error monitoring, crash reporting, performance profiling, transaction tracing, and application health dashboards ensuring production reliability across all platforms.

Error MonitoringPerformanceAlertsDebugging

Decisions, not data for its own sake

Business Outcomes Through Data Engineering

I connect fragmented data, make it reliable, and deliver decision-ready models and dashboards. The result is less manual work, clearer revenue and cost signals, trusted reporting, and faster action.

SQL Python Databricks Data Warehousing AWS Docker Terraform

KPIs That Matter

💰 Revenue
📈 Profit Margins
👥 Customer Growth
⚡ Productivity
🏭 Operational Efficiency
📉 Cost Reduction
🔮 Forecasting
🎯 Decision Making

Data Pipeline

1
Collect
Ingest data from APIs, databases, spreadsheets, webhooks, and third-party services
2
Transform
Apply business logic, calculations, aggregations, and data normalization rules
3
Clean
Deduplicate, handle nulls, standardize formats, and resolve data quality issues
4
Validate
Schema validation, business rule checks, anomaly detection, and data freshness verification
5
Store
Load into data warehouse — PostgreSQL, BigQuery, AWS Redshift, Microsoft Fabric, S3 data lakes — with proper indexing and partitioning
6
Visualize
Build interactive dashboards in Power BI and Apache Superset connected to live data sources
7
Monitor
Pipeline health monitoring, data quality alerts, freshness checks, and anomaly notifications
8
Automate
Scheduled jobs, event-driven triggers, and fully automated reporting delivered to stakeholders

End-to-End Data Flow

ETL Pipeline
in Motion

From raw Excel files and API endpoints through extraction, transformation, and loading — watch data travel into enterprise warehouses and emerge as business intelligence.

📊
Sources
Excel · CSV
APIs · Databases
⚡
Extract
Ingest · Parse
Validate
🔄
Transform
Clean · Normalize
Enrich · Aggregate
🏛
Warehouse
Redshift · BigQuery
Microsoft Fabric
📈
Insights
Power BI · Superset
Dashboards
12,847
Records / sec
24ms
Pipeline Latency
4,231
Jobs Completed
99.9%
Uptime SLA

Analytics

Business Intelligence

Interactive dashboards that turn complex data into clear business insights. Built on Power BI and Apache Superset, connected to live databases, and designed for executives and operators alike.

Power BI
Microsoft ecosystem, DAX, enterprise reporting
Apache Superset
Open source, SQL-native, real-time dashboards
Revenue Tracked
0
↑ Real-time
Data Sources
0
↑ Connected
Dashboard Types
0
↑ Operational
Refresh Rate
Live
↑ Always On

Evidence of delivery

Projects Built Around Business Outcomes

Production products that show how I turn operational data into automation, analytics, and better decisions across sales, agriculture, construction, talent, and inventory.

Mavumium — AI-powered quotation generation platform
Visit mavumium.com ↗

Mavumium

AI-powered quotation generation platform helping businesses create professional quotations in seconds while streamlining customer interactions, sales workflows, and revenue tracking.

Next.js Supabase OpenAI Vercel Cloudflare
Business Value Delivered Reduces quotation creation time by 90%. Enables sales teams to respond to leads instantly, increasing win rates and improving professional perception.
Connect Mavumium — Professional networking and talent marketplace
Visit connect.mavumium.com ↗

Connect Mavumium

Professional ecosystem where individuals, skilled labourers, professionals, and businesses can create profiles, discover opportunities, find contract work, hire talent, and build business connections.

Next.js Supabase TypeScript Vercel PostHog
Business Value Delivered Creates a direct marketplace for talent and opportunity — reducing hiring friction, expanding professional networks, and enabling new revenue streams for service providers.
Farming Mavumium — Agricultural planning and profitability platform
Visit farming.mavumium.com ↗

Farming Mavumium

Agricultural planning platform featuring farm estimation tools, education resources, crop profitability calculators, planning utilities, and intelligent farming assistance for modern agriculture.

Next.js Supabase Python OpenAI AWS
Business Value Delivered Empowers farmers with data-driven planning tools — improving crop selection decisions, profitability forecasting, and resource allocation efficiency.
Construction Mavumium — BIM and construction pre-engineering platform
Visit construction.mavumium.com ↗

Construction Mavumium

Construction technology platform focused on pre-engineering workflows and LOD300 BIM model generation to accelerate project planning, cost estimation, and visualization for construction firms.

Next.js Supabase AWS TypeScript OpenAI
Business Value Delivered Accelerates pre-engineering phases by automating repetitive workflows. Reduces project planning time and improves accuracy of cost estimates before ground breaks.
Scan Mavumium — Mobile barcode and QR inventory management platform
Visit scan.mavumium.com ↗

Scan Mavumium

Mobile barcode and QR inventory platform enabling businesses to scan products directly from smartphones, track inventory levels in real-time, and manage stock efficiently without specialized hardware.

Next.js Supabase Cloudflare PostgreSQL Vercel
Business Value Delivered Eliminates manual inventory counting errors and reduces stock management costs. Any smartphone becomes a powerful inventory scanner — no expensive equipment required.
COMING
SOON

New platforms launching across logistics, finance, and health sectors. Stay tuned.

Differentiators

Why Work With Edward

0
Live SaaS Platforms
0
Technologies in Stack
100%
Business-First Approach
🧠
Business-First Thinking
Technology decisions are always anchored to business outcomes. Every feature built must save time, reduce cost, increase revenue, or accelerate growth.
☁
Cloud-Native Architecture
Every system is designed for the cloud from day one — scalable, serverless, globally distributed, and built to handle growth without manual intervention.
🤖
AI Automation at Core
AI is embedded into products by design, not added as an afterthought. Workflows, insights, and interactions are intelligent from the first version.
📊
Data-Driven Decisions
Analytics and BI are built into every platform. Real-time dashboards, event tracking, and KPI monitoring ensure decisions are based on facts, not assumptions.
🚀
End-to-End Ownership
From product strategy and UI/UX design through to cloud deployment and analytics — one person, one vision, zero coordination overhead.
🔒
Security-First Development
Row-level security, proper IAM policies, WAF protection, and security-conscious architecture decisions are never an afterthought — they're built in from day one.
⚡
Performance Optimization
Lighthouse 100 scores, edge caching, image optimization, and sub-second load times across all devices and geographies as standard practice.
📈
SEO & Growth Built In
Every product is built with organic growth in mind — proper semantic HTML, structured data, Core Web Vitals, and content strategy embedded from the start.

Get In Touch

Let's Build Something

Send a Message

Have a project in mind? Let's talk about how I can help.

✦
Message received! I'll be in touch within 24 hours.

Check your email for a confirmation.

✉
🌍
Location
Botswana, Southern Africa
⏱
Response Time
Within 24 Hours
💼
Availability
Open to Projects & Contracts

What I Can Help With

  • ✦ Private RAG solutions over company documents and data
  • ✦ Model fine-tuning for specialized business workflows
  • ✦ Cloud data pipelines, warehouses, and analytics models
  • ✦ KPI analysis and decision-ready business dashboards
  • ✦ AWS VPC deployments with data-residency controls

Read My Technical Articles

Deep dives into AWS, Supabase, OpenAI, Google Cloud, and more — with real case studies from the Mavumium ecosystem.

Discover how I build & why I build software →