Turn Your Data into Competitive Advantage with Tailored Strategies

I design resilient data architectures and automated pipelines that help your company make informed decisions in real time and scale operations without friction.

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Enterprise ETL Express

Problem: Data fragmentation and slow reporting.
Solution: Automated centralization of disparate data sources into your warehouse in near real time. We protect integrity and high availability for immediate business intelligence.

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Infrastructure Audit

Problem: High cloud costs and performance bottlenecks.
Solution: A thorough analysis to identify technical and financial inefficiencies. You get an action plan to reduce operating costs and improve system performance.

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About Me

Enmanuel Avendaño

"Helping B2B companies process 10M+ daily records with critical efficiency."

With more than 8 years optimizing distributed systems, I specialize in agile data engineering methods that reduce time-to-insight for growing startups and established companies.

Cloud Architecture Cost Optimization Big Data Scalability

Applied Experience

How I reduced a critical pipeline from 12h to 3h and enabled daily processing of 15M+ records in a Databricks environment.

-75% Runtime reduction
+15M Records processed per day
-60% Databricks compute hours
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What Our Clients Say

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"Emanuel conducted a data experiment for me on a database I had not used in the past. Together, we found good things and gaps in the data's usability for a project. Emanuel is very skilled, responsive, and takes care of the details. Highly recommend him to anyone looking for data analysis."

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Caroline Wagner

Data analysis client

Why Trust My Experience?

I work with companies that manage real production data every day, designing and optimizing systems that must be reliable even when nobody is watching. My focus is not only making a pipeline work, but making it clear, maintainable, and ready to grow without surprises.

Before writing code, I measure. I identify bottlenecks, evaluate previous technical decisions, and understand the business domain behind the data, because not every problem should be solved the same way. I avoid unnecessarily complex solutions and unrealistic promises: the value is in solving the right problem well, not making it harder.

I get involved in architecture, planning, and technical trade-offs with a long-term view. If a good solution exists, I use it; if it does not, I build it. And if a quality outcome is not possible, I am honest from the start. I look for sustainable working relationships built on trust, real impact, and responsible technical decisions.

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Work Process

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Discovery

Deep diagnosis of infrastructure and business KPIs.

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Strategy

Scalable architecture design aligned with ROI goals.

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Implementation

Agile pipeline deployment with automated testing.

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Optimization

Continuous monitoring and tuning for maximum efficiency.