Who am I?

Senior Software Development Engineer with nearly 10 years of experience designing and scaling high-throughput backend microservices, enterprise telemetry platforms, and automated data mediation systems.

At F5, I lead core backend services responsible for telemetry processing, data mediation, and licensing across a portfolio of 250+ enterprise products. My expertise spans backend architectures and also front-end, dynamic business rules engines, distributed data storage (Cosmos DB, Snowflake), enterprise product migrations, and platform reliability. Recently, I have been pioneering Agentic AI workflows and intelligent automation to accelerate software delivery and optimize engineering operations.

Core Technologies:

  • TypeScript, Node.js, Python, REST APIs, Microservices
  • Telemetry & Data: Data Ingestion, Mediation Pipelines, Business Rules Engines, Cosmos DB, Snowflake Data Lake
  • Cloud & DevOps: GitLab, Azure DevOps, Docker, Kubernetes, CI/CD
  • AI & Automation: Agentic AI, LLMs (Ollama, ComfyUI, n8n), Workflow Automation, Prompt Engineering
  • Methodologies: Agile, Scrum, Technical Mentorship, Code Reviews, Distributed Systems

Experiences

Senior Software Development Engineer

2023 - Present
F5 Networks | Guadalajara, Mexico (Remote)

Lead design and development of core telemetry processing, usage mediation, and licensing microservices supporting F5’s global software ecosystem.

Key Contributions:

  • Designed and scaled high-concurrency SAAS and REST APIs to handle enterprise telemetry processing and usage data mediation.
  • Engineered an extensible business rules engine and post-processing transformation framework to dynamically enforce licensing policies, usage exclusions, and feature attribution across millions of records.
  • Executed Go-To-Market portfolio migrations across 250+ enterprise product SKUs and adapted core pipelines to align with next-generation billing/ordering platforms, ensuring zero revenue or service disruption.
  • Spearheaded major telemetry infrastructure upgrades, including data lake repository integrations (Cosmos DB to Snowflake), pipeline modernization, and a resilient Disaster Recovery (DR) architecture.
  • Built real-time data visibility frameworks and executive operational dashboards for license fulfillment and usage analytics, enabling data-driven decision-making across leadership teams.
  • Integrated Agentic AI workflows into daily engineering practices, streamlining documentation, test generation, and operational workflows to boost velocity.
  • Led CI/CD modernization by driving the team’s GitLab migration, optimizing build pipelines, and implementing automated validation checks.
  • Provided technical mentorship, guided onboarding for new engineers, conducted container architecture ramp-ups, and led cross-functional troubleshooting across Agile teams.

Technologies:

  • TypeScript • Node.js
  • Telemetry Ingestion & Data Mediation
  • Business Rules Engines • Microservices
  • Cosmos DB • Snowflake Data Lake
  • GitLab • Azure DevOps • GCP
  • Agentic AI & Workflow Automation

Software Development Engineer III

2021 - 2023
F5 Networks | Guadalajara, Mexico (Remote)

Developed and maintained automated solutions for enterprise applications while working closely with software engineers in an Agile environment.

Key Contributions:

  • Designed and maintained automated test and code suites integrated into CI/CD pipelines using Mocha and NUnit.
  • Expanded test automation coverage for backend microservices and API endpoints, significantly reducing manual QA overhead.
  • Contributed to backend feature development for telemetry and licensing services.
  • Improved developer workflows by enforcing automated testing standards and CI/CD enhancements.
  • Participated actively in sprint planning, technical backlog refinement, and architectural design reviews.

Technologies:

  • TypeScript
  • NUnit
  • Mocha
  • Azure DevOps
  • CI/CD

Software Engineer / Cloud Operations

2018 - 2021
Intel | Guadalajara, Mexico

Developed automation solutions supporting large-scale validation infrastructure spanning multiple sites and thousands of compute nodes.

Key Contributions:

  • Automated validation workflows using Python, C#, Bash, Jenkins, and Ansible.
  • Supported Kubernetes and containerized infrastructure using Docker and Containerd.
  • Built internal tools that improved engineering productivity and reduced manual operational effort.
  • Administered Power BI Report Server and developed operational status dashboards.
  • Contributed to TDD practices, pair programming, and continuous improvement initiatives.

Technologies:

  • Python
  • C#
  • Jenkins
  • Ansible
  • Docker
  • Kubernetes
  • Bash
  • Power BI

Skills & Proficiency

Telemetry & Mediation Architecture

TypeScript / Node.js

REST APIs & Microservices

Business Rules & Pipeline Engineering

Distributed Data (Cosmos DB, Snowflake)

CI/CD & DevOps (GitLab, Azure DevOps, Docker)

Python

Agentic AI & Workflow Automation

Data Visibility & Analytics Dashboards

System Reliability & Disaster Recovery