Madrid, Spain · Cloud & Data Architecture

How I work

Gregorio Torrealba · Madrid

Understand the data platform your business depends on.

Architecture, governance and lineage to make sense of your data.

I'm Gregorio Torrealba. I design cloud platforms and build TrustedLineage.

Architecture in motion

Design the whole. From source systems to a platform ready for analytics.

  1. Sources Systems
    Applications
    Raw data
  2. Transformation Processing
    Data quality
    Modelling
  3. Storage Integrated data
    Analytical models
    History
  • Analytics Queries
    Visualisation
    Decisions
  • Lineage Traceability
    Impact
    Trust

Build governance into the design. Ownership, quality and access as part of the architecture.

  • Data contract Owner
    Schema
    Agreements
  • Quality Rules
    Thresholds
    Alerts
  • Access Roles
    Permissions
    Audit
  • Traceability Source
    Changes
    Evidence

Understand the relationships. Sources, transformations and dependencies with evidence in view.

  1. Sources Tables
    Files
    APIs
  2. Transformation Jobs
    SQL
    Rules
  3. Dependencies Tables
    Reports
    Models
  • Evidence Code
    Queries
    Review

Operate with clarity. Reproducible environments, automated deployment and observability.

  1. Infrastructure as code Templates
    Modules
    Review
  2. Deployment Pipelines
    Environments
    Versions
  3. Observability Metrics
    Logs
    Alerts
  • Operations Incidents
    Costs
    Improvement

Creator of TrustedLineage

A product I build

TrustedLineage

Understand your data's journey.

Demonstration · sample data

What depends on this table?

pedidos_raw feeds normalizar_pedidos, which produces pedidos_curados. This table feeds ventas_diarias and informe_ventas.

Selected resource

pedidos_curados

Curated orders table

Downstream dependencies

  • ventas_diariasDaily sales aggregation
  • informe_ventasSales report
  • AWS
  • Read-only discovery
  • Human validation

Illustrative example. No connected account.

The product running in a development account. Identifiers are anonymised. The interface is shown in Spanish.

Consulting · Data architecture

Design every layer. Understand the whole.

Every architectural decision should be explainable and connected to a business need.

When it makes sense
When a growing platform makes it hard to understand its boundaries, dependencies or decisions.
How I can help
I design data architectures on AWS and Azure, from ingestion to analytical consumption, with explicit decisions about cost, performance and evolution.

What you receiveArchitecture map and documented design decisions.

Discuss architecture

When it makes sense
When you need to know who owns data, how it is protected and what requirements it must meet.
How I can help
I integrate cataloguing, traceability, data contracts, quality and access controls into the platform architecture.

What you receiveGovernance model and prioritised controls.

Discuss governance

When it makes sense
When knowledge is scattered across code, documentation and people.
How I can help
I apply language models to understanding and documenting processes, keeping evidence, limitations and human review visible.

What you receiveUse-case proposal and a scoped prototype with evaluation criteria.

Discuss applied AI

When it makes sense
When environments and deployments rely on manual work or production behaviour is hard to understand.
How I can help
I work with infrastructure as code, deployment automation and observability to support platform operations and evolution.

What you receiveProduction-readiness and operations plan.

Discuss operations
Conceptual illustration of connected data architecture layers: sources, processing and storage, and consumption.

Approach

From complexity to a clear platform.

A process with explicit decisions and deliverables the team can use.

Understand before proposing

I review processes, dependencies, constraints and objectives with the team to build a shared understanding.

DeliverableAssessment and initial dependency map.

Design with judgement

I define patterns, boundaries and responsibilities, with security and governance from the start.

DeliverableTarget architecture and decision records.

Turn the design into a platform

I support implementation through infrastructure as code, reproducible environments and automated deployment.

DeliverableImplementation and deployment guide for the agreed scope.

Make platform behaviour visible

I integrate observability, quality and traceability to support maintenance and evolution.

DeliverableOperations guide and improvement priorities.

Let's discuss your platform

Experience

Expertise shaped by production.

From critical services and core banking to cloud data platforms.

Production & banking

Critical systems and core banking.

Context
Banking services with continuity and response-time requirements.
Contribution
Support coordination and experience with core banking systems.
Focus
Operations, incident resolution and system understanding.

Data & regulation

Modelling, integration and regulatory projects.

Context
Data warehousing and projects related to IFRS 9, FINREP and BCBS 239.
Contribution
Experience with Teradata's FS-LDM model and banking data platforms.
Focus
Data understanding, traceability and model consistency.

Cloud & platforms

Cloud data architecture.

Context
Multi-account AWS data platforms for the energy sector.
Contribution
End-to-end design and technical leadership: an Iceberg data lake and a Redshift warehouse.
Focus
Cross-account governance with Lake Formation and infrastructure as code.

Organisations in my professional background

  • Axpe Consulting / QUANT AI Lab
  • Santander México
  • BBVA
  • Teradata
  • Axity
  • Accusys Technology
  • Bancaribe
Professional portrait of Gregorio Torrealba.

About me

Shaped by real-world data challenges.

I'm a Computer Engineer with a Master's in Big Data & Business Analytics. My approach has been shaped by critical services, banking and data platforms.

Today I work from Madrid as a Cloud Data Architect and Tech Lead. I build TrustedLineage to help people understand the relationships and evidence behind their data.

Gregorio TorrealbaCloud & Data Architecture

Connect on LinkedIn (Opens in a new tab)

Contact

Let's talk about your data.

Tell me what you need to understand or improve.

Reason for contact

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