Jose Acosta Data Engineer Logo
HomeAbout MeServicesPortfolioBlog
ResumeLet's Talk
Home/Blog
Latest Technical Insights

Technical Articles &
Real-World Insights

Deep dives into data engineering, algorithmic trading, and production ML systems.

"
"

Learn from real-world implementations, production challenges, and lessons learned from 4 years of putting capital behind time-series models.

10+
Technical Articles
10+
Years Experience
Real
Production Systems
Real-time Pipelines
Trading Systems
ML in Production
Data Architecture

Swipe left/right to navigate articles

Cover image for From Tools to Impact: The Evolution of the Data Engineer
November 9, 2025•Jose Acosta

From Tools to Impact: The Evolution of the Data Engineer

The data engineering role has fundamentally transformed. It's no longer about mastering every tool in the modern data stack—it's about delivering business value, ensuring governance, and building strategic partnerships across the organization.

Read Article
Cover image for The 'Quantification' of Data Engineering: What Modern DE Teams Must Learn from a Wall Street Trading Desk
November 4, 2025•Jose Acosta

The 'Quantification' of Data Engineering: What Modern DE Teams Must Learn from a Wall Street Trading Desk

In 2026, 'good enough' data is bankrupt. It's time to stop building data libraries and start building data trading floors. Here's why the future belongs to teams that think like quant traders.

Read Article
Cover image for AI-Powered Data Engineering: Transforming ETL Pipelines in 2024
October 5, 2025•Jose Acosta

AI-Powered Data Engineering: Transforming ETL Pipelines in 2024

How AI and LLMs are revolutionizing data engineering workflows, from automated schema detection to intelligent data quality monitoring.

Read Article
Cover image for AWS Cost Optimization: Strategies for Data Engineering
September 10, 2025•Jose Acosta

AWS Cost Optimization: Strategies for Data Engineering

Comprehensive strategies for optimizing AWS costs in data engineering workloads, from storage to compute optimization.

Read Article
Cover image for Cryptocurrency Trading Algorithms: Building Automated Strategies
August 15, 2025•Jose Acosta

Cryptocurrency Trading Algorithms: Building Automated Strategies

Design and implementation of automated cryptocurrency trading algorithms using Python, machine learning, and real-time data processing.

Read Article
Cover image for Building Real-Time Trading Systems with Python and WebSockets
July 18, 2025•Jose Acosta

Building Real-Time Trading Systems with Python and WebSockets

A deep dive into architecting low-latency trading systems that can process hundreds of market updates per second with consistent performance.

Read Article
Cover image for Building Scalable APIs: From Monolith to Microservices
June 22, 2025•Jose Acosta

Building Scalable APIs: From Monolith to Microservices

A comprehensive guide to designing and scaling APIs, from monolithic architectures to microservices, with practical implementation examples.

Read Article
Cover image for Data Pipeline Optimization: Achieving Better Performance
May 12, 2025•Jose Acosta

Data Pipeline Optimization: Achieving Better Performance

How we redesigned our ETL pipeline architecture using Apache Spark and Kubernetes to achieve significant performance improvement.

Read Article
Cover image for Machine Learning in Production: From Model to API
April 8, 2025•Jose Acosta

Machine Learning in Production: From Model to API

A comprehensive guide to deploying machine learning models in production, covering model serving, monitoring, and scaling strategies.

Read Article
Cover image for The Future of Data Engineering: Predictions and Trends for 2025
March 25, 2025•Jose Acosta

The Future of Data Engineering: Predictions and Trends for 2025

Exploring emerging trends in data engineering including real-time ML, edge computing, and the evolving role of data engineers in an AI-first world.

Read Article

Want to Discuss These Topics?

Whether you have questions about implementation details or want to explore how these concepts apply to your specific use case — let's connect.

Discuss Your Project

Have a specific data engineering challenge? Let's talk about how these approaches might apply to your situation.

Start Conversation

Stay Updated

Get notified when I publish new deep-dives into production systems and real-world implementations.

Follow for more insights:

Your Data Solutions Partner

Data Engineer focused on building robust data pipelines, scalable architectures, and automated workflows. Enabling teams to make smarter, data-driven decisions through reliable systems and practical engineering skills.

Useful Links

  • Portfolio
  • About Me
  • LinkedIn
  • GitHub
  • Contact

Additional Pages

  • Trading Strategies
  • Privacy Policy
  • Terms of Service

Contact

Ready to Connect?

For full-time Data Engineering opportunities or consulting projects, let's discuss how I can help build reliable data infrastructure.

Schedule CallView Services
© 2025 Jose Acosta. All rights reserved.
Design & Development by
Jose Acosta