Carlo Cancellieri

Software engineering.Architecture.Systems that last.

I design and deliver geospatial platforms and distributed data systems, combining hands-on software engineering with architecture, infrastructure as code and the software development life cycle (SDLC) across cloud and on-premises environments. Open-source work and international collaboration shape how I build, release and operate them.

Different paths. Connected work.

Explore by the decisions and disciplines that interest you. Each path connects projects across a broader engineering career.

All paths and projects are shown.

AI & business strategy

Responsible AI, research and the decisions that connect technology to business.

From the operating system to the platform

My engineering roots are in Linux, native programming and distributed data. A computer science thesis on grid environments led to the C++ SQL Handler for OPeNDAP Hyrax and Google Summer of Code. At GeoSolutions, I contributed to GeoServer and learned to build within an open-source community.

Today, at FAO, my work spans platform architecture, implementation and operations: GeoID and DynaStore, data discovery, identity, cloud infrastructure and the workflows that connect them. The work happens with engineers and colleagues across teams and disciplines.

I move between Linux, macOS and Windows, and between languages as the problem requires. Architecture matters to me when it helps a team make decisions, operate a system and change it with confidence.

Native systems
Deep programming experience rooted in ANSI C / C99; C++ for the OPeNDAP SQL Handler; Rust in Tellurion.
Services & data
Java in GeoServer and enterprise integration; Python and FastAPI in GeoID, DynaStore and MCP tooling.
Interfaces
TypeScript, React and Redux for the FAO Statistical Working System.
Cloud, on-premises & IaC
Design deployment paths across cloud and on-premises environments; document versioned Terraform modules and separate review and production workflows in the GCP delivery case. Hands-on server configuration includes the GeoServer on JBoss test environment.
SDLC
Build and maintain CI/build/release pipelines with the SWS team; support testing, validation, QA and production platform management, and operational handover. Jenkins-based continuous delivery also shaped my Proxima work.
Leadership
Technical direction, code review, mentoring and delivery with international teams.

Selected work

Institutional platforms, community infrastructure and independent experiments. Each project describes my contribution; technical detail and source evidence remain available below.

Architecture case studies

GeoServer Active-Active

Read case study

Original plugin developer · 2010–2014

I developed the original JMS clustering plugin and related articles at GeoSolutions. It propagates catalog and configuration changes between GeoServer instances while multiple nodes serve queries. Spatial datasets have a separate sharing or synchronization strategy.

JavaSpringJMSActiveMQ

The original development was committed in SVN and later migrated to Git. The current module includes subsequent community maintenance.

CKAN JSON Schema and indexing

Read case study

Extension development and data integration

I developed ckanext-jsonschema for structured metadata forms, validation and Solr indexing. Separately, I worked on an Eventarc-based indexing design across Elasticsearch, Solr and object storage. The event-driven integration is separate from the public extension.

PythonCKANJSON SchemaSolrGCP Eventarc

DynaStore architecture and read-in-place

Read case study

Architecture and technical leadership at FAO · Since 2023

My work combines API extensions, domain modules, operation-specific storage routing and recoverable background tasks. A DuckDB case study queries supported geospatial files in place, while external search indexes are maintained as asynchronous projections.

PythonFastAPIPostGISDuckDBGCP

DynaStore and its institutional deployments are FAO work delivered with colleagues and collaborators.

Platforms, community work and independent projects

GeoID

Read case study

Technical Lead & Architect DynaStore programme since 2023

FAO's modular, multi-tenant geospatial platform for turning OGC API and STAC standards into deployable services. Its extension architecture covers discovery, vector and raster access, maps and tiles, processing, joins, dimensions and working 3D delivery paths.

Python FastAPI PostGIS STAC OGC API Features Maps / Tiles Coverages 3D Tiles OGC API Records GCP
Engineering details and evidence Engineering scope:
  • Standards-to-code: Separate extension packages map OGC API and STAC protocol families onto shared catalog and storage services
  • Multi-tenancy: Catalog-scoped routing, authorization and lifecycle management across cloud and on-premises deployments
  • Vector, raster and 3D: Features, tiles, maps, coverages and a verified CityJSON-to-3D-Tiles delivery path
  • Asynchronous operations: Ingestion and processing workflows designed for large geospatial assets
  • Operational honesty: Open issues document scaling boundaries such as geometry-heavy low-zoom tiles, multi-million-feature ingestion and bounded event consumption

GeoID remains an official FAO initiative. This portfolio describes my technical contribution; project ownership and institutional inquiries belong to FAO.

DynaStore

Read case study

Technical Lead & Architect 2023–Present

A multi-tenant geospatial engine developed at FAO for catalog, map, tile and vector-data workflows. Its architecture separates protocol handling from storage and operational services, with pluggable PostgreSQL/PostGIS, search and analytical data paths across cloud and on-premises deployments.

Python FastAPI GCP Terraform PostgreSQL PostGIS asyncpg pg_cron OpenSearch OGC API React
Engineering details and evidence Key Components:
  • Data Catalog: data.apps.fao.org/catalog — Multi-tenant metadata discovery with pluggable storage backends (Iceberg / DuckDB / Parquet)
  • Maps & Tiles API: FastAPI + PostGIS serving WMS/WFS/WMTS + Mapbox Vector Tiles for web mapping
  • Dual GeoServer Clusters: Separated read and authoring instances for safe editing under load
  • GeoID integration: OGC API and STAC extension packages reuse shared catalog, storage and lifecycle services
  • Operational hardening (2026): pg_cron-driven task reaper, async PostgreSQL connection pooling, and GCP provisioning resilience for multi-region deployments
  • Admin UI: Operator console for catalog provisioning, task inspection, and configuration management

My contribution covered the architecture and technical leadership of these shared services; DynaStore and its institutional deployments remain FAO work.

DynaStore and DuckDB read-in-place

Since 2023, I have contributed to the DynaStore geospatial catalog program. Its architecture separates API extensions, service modules, storage capabilities, and background tasks, with external search indexes maintained as asynchronous projections. A related DuckDB case study queries supported geospatial files without first copying them into a database.

Statistical Working System

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FAO Statistics Division / Technical leadJuly 2015–December 2018

Engineering for FAO's corporate statistics platform: frontend modernization, statistical processing and repeatable delivery within an international team.

TypeScriptReact / ReduxRCI/CD
Engineering details and team context

My contribution included React/Redux/TypeScript frontend work, R-based processing pipelines, and CI/CD and software delivery practices for the SWS team. The platform supports Food Balance Sheets, Supply Utilization Accounts and domain-specific statistical methodologies.

FAOSTAT public repositories

GeoServer Ecosystem

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Core Contributor 2010–2014, Ongoing

Core contributor to GeoServer, GeoNetwork, GeoTools, and GeoBatch. Led development of advanced features and performance optimization tools.

Java Spring GeoServer PostGIS
Engineering details and evidence Key Contributions:
  • GetLegendGraphic JSON Output: Community-adopted feature for JSON-based map legends
  • JMX/REST/JMS/WPS Interfaces: Enhanced monitoring, REST API, message integration, processing services
  • GeoServerStressTest: Load testing tool for GeoServer performance evaluation
  • Production Deployments: FAO, NATO, NURC, LaMMa research institutions

At GeoSolutions (2010–2014), led development of enterprise features for OGC Web Services, metadata management, and high-performance geospatial data serving.

GeoServer JMS clustering

I developed the original GeoServer JMS clustering plugin as its sole developer from 2010 to 2014. It synchronizes GeoServer configuration changes between instances through JMS. The current module also includes later maintenance. My related article explains the clustering approach.

The original development was committed in SVN and later migrated to Git; source attribution preserves the historical authorship.

GeoServer-manager

I contributed to the development and maintenance of GeoServer-manager, a Java client for the GeoServer REST administration API. Multiple contributors worked on the project, and its public repository is archived.

GeoServerStressTest

GeoServerStressTest is a supporting tool for exercising GeoServer under load and evaluating service behavior. It complements my broader GeoServer ecosystem work.

Hyrax SQL Handler

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Original Author GSoC 2009–2010

A C++ BES module enabling relational database access through the OPeNDAP Hyrax data server. Exposes databases accessed through ODBC (PostgreSQL, MySQL, SQLite, MongoDB) as standard OPeNDAP datasets.

C++ ODBC OPeNDAP Autotools
Engineering details and evidence Project Details:
  • Google Summer of Code: Developed through Google Summer of Code with OPeNDAP mentorship
  • Database Support: PostgreSQL, MySQL, SQLite, MongoDB via ODBC/SQL interfaces
  • OPeNDAP Integration: Exposes tabular data through standard netCDF, HDF5, FITS, ASCII formats
  • Maintenance: Public source and development history are available in the OPeNDAP repository

This project bridged the gap between enterprise databases and scientific data discovery workflows, enabling transparent access to geospatial and climate data stored in relational databases.

Remote Sensing Portal

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Technical Lead & Architect 2022–Present

FAO's STAC-native earth observation discovery and access platform. Built on STAC-FastAPI with Elasticsearch / OpenSearch, exposing OGC STAC APIs across agricultural indicators, dekadal time series, and administrative boundary hierarchies.

I introduced STAC FastAPI Elasticsearch/OpenSearch (SFEOS) at FAO and contributed patches and design suggestions upstream. This work connects STAC discovery with FAO's Agro-Informatics Platform and catalogue services.

Python FastAPI STAC OpenSearch Elasticsearch OGC API GCP Datacube
Engineering details and evidence Platform Highlights:
  • STAC-first architecture: OGC STAC standard end-to-end, from collection metadata through catalog search to item retrieval
  • Datacube workloads: Handles very large dimension spaces — thousands of agricultural indicators, dekadal time series (36 periods/year), administrative hierarchies
  • JSON-safe serialisation: Custom OpenSearch serialiser keeping STAC pydantic models (HttpUrl, datetime, UUID, Decimal) deterministic on ingest
  • Datetime range indexing: STAC `[[start, end]]` intervals mapped to Elasticsearch date_range objects with null-handling
  • Separate from the main catalog: Distinct runtime and data plane from DynaStore's core catalog, co-deployed on the same Keystone IAM and GCP substrate

The portal is the Organization's entry point for EO-aligned data discovery — complementing DynaStore's generic geospatial catalog with STAC-native search, item retrieval, and OpenSearch-backed faceting.

Keystone

Read case study

Architecture & implementation at FAO 2023–2024

FAO's unified identity and access control platform. My 2023–2024 implementation combined Keycloak and Open Policy Agent (OPA) with GCP IAM and integrated Keycloak through a Workforce Identity Pool, supporting federated access across application and resource boundaries.

Keycloak GCP IAM Workforce Identity Federation Java OIDC OPA FastAPI Python Terraform
Engineering details and evidence Architecture Highlights:
  • OpenID Connect: Industry-standard authentication for federated identity
  • Cloud Identity Integration: Keycloak integration with GCP IAM and Workforce Identity Pools
  • Policy evaluation: Open Policy Agent in the access-control implementation
  • Role-Based Access Control (RBAC): Traditional role hierarchy for application access
  • Relation-Based Access Control (ReBAC): Fine-grained permissions based on data relationships
  • Multi-tenant Support: Separate access-policy scopes across applications and resources

My contribution covered identity integration, access-policy architecture and implementation in collaboration with FAO teams.

CKAN Extensions

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Creator & Maintainer 2012–Present

Suite of 5 open-source CKAN extensions for open data platform enhancement, metadata management, and visualization integration.

I provide technical leadership for FAO’s ISO metadata catalogue, implemented with CKAN for the Agro-Informatics Platform, and participated in the standardization work on ISO/TR 19115-4. This Technical Report is listed as under publication in October 2026.

Python CKAN JavaScript
Engineering details and evidence Extensions:

These extensions extend CKAN's capabilities for geospatial data publishing, metadata standardization, and modern web-based data discovery interfaces.

CKAN JSON Schema and indexing

I developed ckanext-jsonschema to support JSON Schema-based metadata forms and validation in CKAN, with documented Solr indexing for schema-related metadata and views. Separately, I worked on an event-driven indexing design spanning Elasticsearch, Solr, and object storage, with GCP Eventarc in the event path. That work is outside the public extension repository.

Tellurion product mark

Tellurion

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Independent project 2026–Present

Tellurion is independently created and owned by Carlo Cancellieri: a self-hosted Rust geospatial serving engine with published v0.6.1 Community source. It covers Features, Tiles, Maps, Styles, STAC, CQL2, COG, Zarr and 3D Tiles; GeoPackage stays the embedded default and PostGIS supports larger deployments.

Rust OGC API STAC PostGIS GeoPackage MVT / PNG COG / Zarr 3D Tiles 1.1
Engineering details, field note and evidence

From a public URL to a map, in a 90-second walkthrough. Explore ESA WorldCover land cover (COG), Monaco building footprints (GeoParquet) and Natural Earth coastline (ZIP Shapefile). See source inspection and map preview with real public data, then try a supported file of your own. This edited walkthrough is not a performance benchmark; previews are temporary and do not create persistent tenants or catalogs.

STAC discovery to a live map

One bounded ESA WorldCover Item, preserved with provenance and served through split GeoPackage and COG lanes as inspectable STAC, Features, TileSet and live PNG resources.

RustSTACOGC APICOGESA WorldCover
Public evidence with explicit boundaries:
  • Source and operation: published v0.6.1 Community source is public under AGPL-3.0-only for self-hosted evaluation. There is no Tellurion Cloud and no service-level agreement
  • Try a public file: COG and GeoParquet use bounded HTTPS range reads; ZIP Shapefile uses bounded temporary storage. Use a direct public HTTPS URL without credentials, query parameters, fragments or redirects. Sessions last up to 15 minutes and create no persistent tenant or catalog
  • Deployment: free Render services can sleep after inactivity. Hosted timings are not benchmark evidence
  • Release: the public evaluator runs v0.6.1; vector/STAC paths retain public release-candidate source; historical raster, Zarr and 3D demos retain checksum-pinned 0.3 artifacts and their original terms
  • Reproducibility: version entry points retain dated viewer snapshots and checksums. Demo source and evidence now live alongside the engine; existing gallery links remain available. Retained pages do not guarantee historical service uptime
  • Rome measurement: the published result remains a Tellurion 0.2.0 smoke-scale benchmark with its method and caveats
  • Standards precision: demonstrated behavior is not presented as certification or blanket conformance

MCP Skill Hub

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By Carlo Cancellieri Alpha (2026)

A Python MCP context service that brings relevant skills and task evidence into coding sessions. It keeps the original request intact, scopes retrieval to the project, and shows where each result came from.

Python FastMCP SQLite MCP
Engineering details and evidence Engineering scope:
  • Scoped retrieval: Select task memory and skill descriptions for the current project, with size limits and source references
  • Reviewable context: Inspect the original prompt, supplemental evidence, sources and omissions in the Context page
  • Client integration: Use the same retrieval service through MCP or a prompt hook; leave permission and continuation decisions with the coding client
  • Smaller tool surface: An optional 8-tool profile measured 1,242 o200k_base tokens for serialized MCP schemas and instructions, down from 16,362 for the 87-tool profile (92.41% lower). This is a schema comparison, not a measure of total task usage
  • Resilient path: Pass the original prompt through when context is unavailable or retrieval times out

Interactive retrieval needs no local model or API key. Optional indexing and memory curation run outside the prompt path.

Planner App

Independent project

The curated project collection documents Planner, an iOS activity-planning app with LLM-assisted discovery, map-based planning, and local storage.

Pi Media Server

Independent project

The curated project collection also documents a Raspberry Pi media-server build, a compact systems and operations project.

Earlier work: Earth observation and infrastructure

At GeoSolutions, I contributed to JMS-based GeoServer clustering and JSON representations of GeoServer REST APIs, working across core code and plugins. This combined distributed-systems engineering with open-source interoperability and API development.

My GeoSolutions work (2010–2014) included geospatial software and data services for institutional and research users. In 2012, I contributed to EOMAP infrastructure supporting GMES Masters and ESA App Camp, making Earth-observation raster time series accessible through OGC services, and to the LaMMA geoportal for meteorological and satellite data.

I also contributed to geospatial infrastructure for NATO NURC/CMRE in La Spezia. The publicly documented company collaboration covered oceanographic data discovery, ingestion and controlled access. This was software engineering for a research and security stakeholder, not military service or a claim of security clearance.

At SIGEO in 2018–2019, I led R&D and engineering delivery for TAP/SMAI, an environmental monitoring system supporting the Trans Adriatic Pipeline construction site in Italy. This connects my platform and delivery experience to civilian infrastructure monitoring.

Public CMRE/GeoSolutions project context · Career and project history

FAO projects are institutional work delivered with colleagues and collaborators. This is a personal portfolio; views and independent projects do not imply endorsement by FAO or any other organization.

More projects and public repositories

My public repositories cover geospatial services, CKAN extensions, catalog integrations, developer tools, and independent experiments. The catalog also contains forks and archived upstream projects; individual project descriptions identify my contribution where documented.

Career

Lead Software Engineer, AgroInformatics Division

Food and Agriculture Organization of the United Nations (FAO)

Feb 2020–Present | Rome, Italy (Remote)

Architect and lead engineer for the Organization's cloud-native geospatial platforms in support of the Hand-in-Hand Initiative. Technical lead for the Data Catalogue and its integration services, including STAC APIs, DynaStore vector ingestion and serving, and backend services for the Data Manager and Remote Sensing Portal. Led architecture and delivery across DynaStore, the Remote Sensing Portal, and Keystone (unified IAM), coordinating work across the Statistics Division, IT, and regional offices. My Keystone implementation covered 2023–2024; my DynaStore programme work began in 2023. Built and operated review and production environments on Google Cloud, with infrastructure-as-code. Led a multicultural team and mentored engineers across staff and consultant categories. Work includes proposals for dimensions and assets interfaces in geospatial data-cube workflows. Contributed to geographic metadata discussions involving ISO 19115-4 and ISO 19115-5. Integrating Vertex AI and LLM-based tooling (Model Context Protocol) into the Organization's geospatial data workflows.

Head of Research & Development

SIGEO S.r.l.

2018–2019 | Rome, Italy

Led research and development for TAP/SMAI, a real-time environmental monitoring system for the Trans Adriatic Pipeline. Coordinated engineering delivery, Agile practices and scope with consortium partners.

Statistical Working System (SWS) Expert

FAO Statistics Division (ESS)

July 2015–December 2018 | Rome, Italy

Senior technical lead on the Statistical Working System, FAO's corporate statistics platform supporting Food Balance Sheets, Supply Utilization Accounts, and domain-specific methodologies across member countries. Led the frontend modernization (React/Redux/TypeScript) and built R-based statistical processing pipelines; established CI/CD and SDLC processes with the SWS team. Role responsibilities also covered testing and validation, QA and production platform support, and technical input to operational handover and maintenance.

Senior Software Engineer; Senior System Integrator

Proxima Informatica

May 2014–Jun 2015 | Rome, Italy

Senior Software Engineer from May to November 2014, then Senior System Integrator from November 2014 to June 2015. Client-facing enterprise engineering for major organizations in the international lottery and payments industry. Led Jenkins-based CI/CD and continuous delivery practices within a multicultural engineering team and contributed to the Apache Camel open-source project.

Geospatial Software Engineer

GeoSolutions S.A.S.

Nov 2010–Apr 2014 | Viareggio, Italy

Core contributor to GeoServer, the leading open-source geospatial server, with concurrent Product Owner responsibilities. Delivered solutions for international organizations including FAO, NATO, and NURC. Authored GetLegendGraphic JSON output and contributed to JMX, REST, JMS, and WPS interfaces. Created the GeoServerStressTest load-testing tool and worked on GeoServer Manager REST administration.

Google Summer of Code — Software Engineer

OPeNDAP / Google Summer of Code programme

Apr 2009–Aug 2010 | Remote (International)

Selected twice (2009, 2010) for Google's international open-source programme under the OPeNDAP organization. Authored the Hyrax SQL Handler — a C++ BES module enabling SQL/ODBC database access through the OPeNDAP protocol. The public OPeNDAP repository retains the source and development history.

Information Technology Educator

Independent teaching

September 2008–March 2010

Taught Java 5/6 and J2EE 5 courses through classroom and laboratory instruction, preparing teaching materials and practical exercises.

Software architect and developer — internship

CIRA

January–July 2008

Worked on DataStorageSystem for geospatial and scientific data, using Java 6, XSD, C++ and OPeNDAP.

J2EE Architect and developer

Ra.Gi.Vi. sas

December 2005–March 2006

Developed ProGM with Java and PostgreSQL, supporting migration and operator training.

How I approach engineering

Make systems operable

A platform includes its deployment, diagnostics and recovery paths. FAO cloud operations and SWS delivery practices connect architecture to the work of running it.

Design for interoperability

The OPeNDAP database bridge and GeoServer work start from an interface people can use. Standards are useful when implementations make data accessible across tools.

Choose technology from constraints

Native code, grid computing, Python services and cloud infrastructure solve different problems. I choose around resource limits, integration needs and maintainability.

Lead through technical clarity

Reviewable decisions and shared understanding support delivery. Coordinating, reviewing and mentoring are part of the engineering work.

Writing & field notes

Architecture, geospatial systems and engineering decisions.

Explore the knowledge notebook: connected notes on architecture decisions, platform operations and geospatial evidence.

Latest publications

Latest articles from WordPress.

MCP Skill Hub: reclaiming context from your own tooling

16 Sept 2026 · The scarcest resource in an agentic coding session isn’t compute, and it isn’t API budget. It’s context window. Every tool description, every skill definition, every intermediate result an agent has to reason about competes for the same finite space the model

Persistent identifiers for geospatial data: the GeoID design

2 Sept 2026 · A dataset that changes its URL every time it moves between storage tiers, gets reprocessed, or migrates catalogs isn’t really a dataset — it’s a moving target that happens to have data attached. GeoID is the persistent identifier service I designed to fix that

One catalog, one schema: multi-tenant isolation in DynaStore

5 Aug 2026 · Multi-tenancy in a database is usually framed as a choice between two bad options: give every tenant their own database (operationally expensive, hard to scale past a few hundred tenants) or put everyone in the same tables behind row-level security (cheap, but

Serving pixels without a server: COG in production

22 Jul 2026 · A few weeks ago I wrote about what makes a GeoTIFF “cloud-optimized” — internal tiling, overviews, a byte layout designed for HTTP range requests instead of sequential reads. That’s the format story. This is the deployment story: what it actually looks like to

Your Resume Is a Metadata Record Now

17 Jul 2026 · Only 37% of employers still treat a degree as a reliable indicator of talent. That number gets quoted as progress, and it is. But it hides what replaced the degree. Nothing evaluates skill directly. Something evaluates a compressed representation of skill, and

Knowledge Transfer Doesn’t Happen By Accident

15 Jul 2026 · Two people can sit ten feet apart, each with a capable AI assistant open in a side panel, and learn nothing from each other all week. That is the quiet failure mode nobody budgeted for. We worried AI would replace engineers. The more immediate problem is that

Selected field notes

GeoServer on JBoss

2012 · A deployment note from work at the intersection of Java application servers and geospatial infrastructure.

Built with communities

Open-source work connects this career: OPeNDAP, GeoServer, CKAN and Apache Camel, alongside geospatial standards discussions. Contribution and collaboration are described in the project and career entries above.

Explore public repositories and contribution history

Education

MBA

Neapolis University Pafos (Cyprus)

July 2024 | First Class Honours

Master of Business Administration. Thesis on ethical AI integration and ESG frameworks for sustainable business transformation. Coursework in strategic management, finance, operations, and organizational behaviour. Separately awarded Academic Distinction for an Outstanding Academic Record. Read the responsible AI and ESG research case.

Computer Science

University of Naples "Parthenope"

Graduated 18 February 2009

Laurea in Informatica (Class 26). Thesis: "Management of Distributed Data in a Distributed Computational Environment (Grids)" — designed and implemented the data access layer for OPeNDAP Hyrax, leading to Google Summer of Code selection in 2009 and 2010.

Credentials & professional development

Cloud, software delivery and quality

Selected course completions complement my engineering work. The Alibaba Cloud associate certification is historical; its latest validity ended 27 April 2025.

Qualification and course details
  • Historical certification: Alibaba Cloud Certified Associate — Cloud Computing, Alibaba Cloud; expired 27 April 2025.
  • AWS Skill Builder courses (2022): AWS Well-Architected, Architecting Serverless Applications, IAM, networking, security and storage course completions.
  • LinkedIn Learning course: Six Sigma: Green Belt, completed November 2022.
  • LinkedIn course: Migrating from REST to GraphQL, completed November 2022.
  • Further training: FAO geospatial and environmental tools; IEEE DataPort: Driving Research and Innovation.

Languages

Professional communication and language qualification

Italian: native. English: C1 (self-assessed), based on professional work in English at FAO and an English-medium MBA. Spanish: DELE B1, Instituto Cervantes; examination November 2024, diploma February 2025.

Let’s connect

Interested in software engineering, platform architecture and technical leadership? Connect with me about systems, teams and engineering work that needs to last.

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