About

Jake Lake Headshot

Currently open to data engineering and AI-focused engineering roles.

Summary

Full stack engineer with 15+ years building production web applications and 10+ years architecting solutions and leading development teams. Deep Python and API expertise, recent hands-on data engineering on Azure Databricks (PySpark ETL, Delta Lake, medallion architecture), and daily AI-assisted development using Claude Code and Cursor — PRD-driven specification, agentic coding workflows, prompt engineering, and AI-supported code review. Extensive federal delivery experience across DHS, OPM, and HHS/CMS, including Section 508 / WCAG-compliant systems on USWDS. U.S. Citizen.

Details


Skills

AI & LLM

Claude, Cursor, Agentic coding workflows, Prompt engineering, LLM API integration, PRD authoring, AI-assisted code review, Technical document generation

Data Engineering

Databricks, PySpark, Delta Lake / Delta Tables, Medallion Architecture, ETL & ELT pipeline design, Data warehousing, Pub/Sub, Service Bus

Data Stores

Postgres, MySQL, PL/SQL, SQL / Spark SQL, DynamoDB, Oracle, RDS, S3, Redis, CDN

Backend & APIs

Python, PHP, Flask, MVC, OOP, REST API design & management, SSO, JWT, OAuth, Payment Gateways, CRON, Queues

Cloud & DevOps

Azure, AWS, Lambda, GitHub Actions CI/CD, IaC (Terraform / Terragrunt), Docker, Kubernetes, Prometheus, Zabbix, Nginx, Apache

Languages

Python, PHP, JavaScript, TypeScript, SQL / Spark SQL, Bash, YAML, JSON, Twig, Go

Drupal

7/8/9/10/11, Custom themes & modules, Headless, Migrations, APIs, Core APIs, Batch/queues, Views

Drupal Extra

Localization, Revisions, Rules, Versioning, Publishing Workflows, Drush, Twig

Front End

HTML, CSS, SCSS, JS, jQuery, AJAX, Bootstrap, Responsive Design, Grid/Flex, Data tables & graphs, WCAG / Section 508, USWDS

Practice

Agile / Scrum ceremonies, Sprint & release planning, Requirements gathering, Technical documentation, Code review, Team leadership & mentoring

Measuring

A/B Testing, User tracking, KPIs, Google Analytics, Google Tag Manager

Tooling

Git, Composer, Gulp, npm, Bash, Jenkins, Slack integrations


Services

AI Assisted Engineering

Claude Code as a primary development environment for feature implementation, refactoring, test generation, and repository-wide analysis. PRDs and structured technical specifications as the source of truth for both human and AI-assisted implementation. Prompt engineering and context management — scoped instructions, repository conventions files, iterative refinement. AI-supported code review alongside human review to catch defects, security issues, and convention drift earlier in the cycle.

Data Engineering

Databricks and PySpark ETL, Delta Lake and medallion architecture, pipeline design and automation, data warehousing, strategy, reporting, analysis, and storage

Web Development

MVPs, Single Page Applications, Mobile Web Applications, Web Tools, Themeing, REST APIs, Headless consumption, and Full Web Applications

Devops

Cloud support, Infrastructure support/design, CI/CD, IaC with Terraform/Terragrunt, GitHub Actions, Automation engineering, Azure, AWS, Server management, Serverless, and Server monitoring

Drupal

6-10, Custom developent (modules, themes, etc.), Community module management, Upgrade assistance, Content management, Documentation flow, Headless, and Localization

Digital Marketing/Traffic

Email marketing, marketing automation, CRM integration, event management, SEO, Search Engine Marketing, User Insights, Analytics, Personas, A/B testing, KPI development and conversions, and Digital advertising

Federal & Accessibility

Section 508 / WCAG-compliant systems, USWDS design system implementation, and delivery experience across DHS, OPM, and HHS/CMS. U.S. Citizen.

Integrations

APIs, Payment Gateways/Processing, Email, Headless, and E-commerce


Education

Acquia

Acquia Certified Developer
2025

Depaul University

Master of Science (M.S.), E-Commerce
2009 - 2012

Lewis-Clark State College

Bachelor of Science (B.S.), Computer Science
Associate of Applied Science (A.A.S.), Web Development
2007 - 2008

Heartland Community College

Associate of Applied Science (A.A.S.), Digital Media: Web Application Development
2005 - 2007

Future

Future Areas of Interest

Agent frameworks & tool-calling architectures, RAG and vector databases, MCP servers, LLM evaluation & observability, Streaming data (Kafka/Structured Streaming), dbt, Snowflake, Rust, Go, GraphQL

© JAKE LAKE - REMOTE WEB & DATA SOLUTIONS EXPERT - RÉSUMÉ