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ferkuellar/README.md

Fernando Cuellar Banner

⚑Cloud Architect | Data Engineer | AI & Analytics ⚑

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🧬 About Me

I’m a Cloud Architect and Data Engineer focused on designing scalable, secure and cost-efficient data platforms in the cloud.
My work lives at the intersection of data, cloud infrastructure and AI, helping companies move from spreadsheets and ad-hoc scripts to robust, production-grade analytics ecosystems.

I specialize in building end-to-end data pipelines and analytics architectures on AWS, Oracle Cloud, Azure and Google Cloud, enabling use cases such as BI dashboards, predictive models, financial analytics and real-time monitoring.

Beyond the technical side, I enjoy translating complex systems into clear, actionable insights for stakeholders β€” from engineers to executives.

🧠 Core Focus:

  • Designing cloud architectures for analytics, BI and AI workloads (AWS / OCI / Azure / GCP)
  • Building ETL/ELT data pipelines with SQL, Python and modern data tooling
  • Implementing data models, data lakes and data warehouses for decision-making
  • Applying machine learning and time series analysis to financial & operational data

πŸ’Ž β€œGood cloud architectures turn data chaos into predictable, observable systems you can actually trust.”


πŸ› οΈ Tech Stack


🧩 Flagship Projects

☁️ FinTrack Lite β€” Serverless Cloud Analytics (Portfolio Project)

Financial Analytics Dashboard hosted on AWS Β· Static site + Cloud Architecture

  • Static frontend (HTML/CSS/JS) deployed on Amazon S3
  • Global content delivery with Amazon CloudFront
  • Secure, cost-efficient setup using S3 bucket policies, encryption at rest and versioning
  • Designed as a portfolio blueprint for small-business financial analytics in the cloud

πŸ—οΈ Cloud Data Platform Blueprint (AWS / OCI)

Modular Data Platform for BI, reporting and advanced analytics

  • Data ingestion from CSV/Excel, APIs and databases into data lake (S3 / OCI Object Storage)
  • Transformation layer with Python + SQL and orchestration (Airflow / native cloud services)
  • Dimensional modeling for data warehouse use cases (star schemas, facts & dimensions)
  • Ready to plug into Tableau / Oracle Analytics / QuickSight for executive dashboards

πŸ“Š Public Sector Financial Analytics (Oracle Analytics Cloud)

Budget & Compliance Dashboards for government-style environments

  • Modeled financial and accounting data following harmonization and compliance frameworks
  • Interactive dashboards for KPIs, trends, drill-downs and variance analysis
  • Built on Oracle Analytics Cloud (OAC) with data sourced from cloud databases
  • Focus on traceability, governance and auditability of financial indicators

πŸš€ Streaming & Trading Data Pipeline (Hybrid: Trading + Data Engineering)

Real-Time Market Data Pipeline as a bridge between quant and data engineering

  • Ingestion of crypto market data from exchanges into a streaming layer
  • Storage in cloud data lake + warehouse for historical analysis
  • Feature engineering for time-series ML models and monitoring of trading signals
  • Focus on observability (logs, metrics, dashboards) and cost control in the cloud

πŸŽ“ Education

πŸŽ“ MSc in Economic and Financial Engineering β€” Universidad La Salle (In Progress)
πŸŽ“ AI Full Stack Bootcamp β€” KeepCoding (Completed)
πŸŽ“ Big Data Β· ML Β· DS Program β€” KeepCoding (Completed)
πŸŽ“ Data Science Program β€” Colegio Bourbaki (Completed)
πŸ’» Full Stack Developer Program β€” U-Camp (Completed)


πŸ“Š GitHub Metrics

Top Languages GitHub Stats


🌐 Connect With Me


🧩 β€œIn cloud and data engineering, boring architectures beat exciting outages every single time.” β€” Fernando CuΓ©llar

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  1. e-tienda-de-muebles e-tienda-de-muebles Public

    Tienda de Muebles

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  2. BankMaven BankMaven Public

    Proyecto de Tableau para BankMaven

  3. Connecta Connecta Public

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  4. KeepCoding101 KeepCoding101 Public

    Jupyter Notebook 1

  5. programacion-estadistica-r programacion-estadistica-r Public

    Forked from ifunam/programacion-estadistica-r

    Practicas en R

    R

  6. ProyectoFinalD3 ProyectoFinalD3 Public

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