Marcelo Grebois, Developer in Berlin, Germany
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Marcelo Grebois

Verified Expert  in Engineering

Cloud Architect and MLOps Developer

Berlin, Germany
Toptal Member Since
February 4, 2021

Marcelo is an experienced technology leader, infrastructure solutions expert, open-source advocate, and multilingual. With more than 24 years of expertise in purpose-led high availability infrastructure solutions, he has excelled in engineering to executive leadership positions across Europe and Latin America. Marcelo focuses on building highly automated systems and has consistently delivered exceptional results. He is an open source enthusiast, CNCF contributor, AWS certified, and IETF writer.


Kubernetes Operations (kOps), Apache Kafka, Kong, Kubernetes, Helm, Terraform...
Dukkantek DMCC
DevOps, Azure, Kubernetes, Machine Learning Operations (MLOps), Docker...
Makersite GmbH
DevOps, Site Reliability Engineering (SRE), Linux, Docker, Kubernetes...




Preferred Environment

Kubernetes, Amazon Web Services (AWS), GitLab, GitLab CI/CD, Terraform, Azure, Google Cloud Platform (GCP), AIOps, Machine Learning Operations (MLOps), Large Language Models (LLMs)

The most amazing...

...experience was helping many companies achieve their platform goals within tight deadlines.

Work Experience

Senior DevOps Consultant

2018 - PRESENT
  • Recreated the full infrastructure and trained the team for
  • Deployed a full Apache Spark cluster on Kubernetes for
  • Revamped the full infrastructure and led the migration to Azure for Parsable.
  • Created and deployed three enterprise Kong clusters with multiple stagings.
Technologies: Kubernetes Operations (kOps), Apache Kafka, Kong, Kubernetes, Helm, Terraform, Spark, Amazon Web Services (AWS), Azure, Google Kubernetes Engine (GKE), Machine Learning Operations (MLOps), Configuration Management, Continuous Integration (CI), DevSecOps, Cloud Security, Infrastructure as Code (IaC), YAML, GitHub, Argo CD

DevOps Engineer

2024 - 2024
Dukkantek DMCC
  • Implemented a zero-trust network to connect to all the POS kiosks using NetBird and Headscale.
  • Designed and implemented a GitOps pipeline to manage 2k IoT K3s clusters.
  • Set up their optimized ML pipelines using CUDA on Kubernetes and Kueue.
Technologies: DevOps, Azure, Kubernetes, Machine Learning Operations (MLOps), Docker, Monitoring, NVIDIA CUDA, Python, Azure Kubernetes Service (AKS), K3s, Configuration Management, Continuous Integration (CI), DevSecOps, Cloud Security, Infrastructure as Code (IaC), Azure DevOps, YAML, GitHub, Argo CD

Site Reliability Engineer

2023 - 2024
Makersite GmbH
  • Reconfigured the OrientDB database to be more reliable, testing different HA setups, including Dockerizing.
  • Restructured the Terraform script to be able to work with multiple clouds and reduce their complexity.
  • Reworked the Ansible scripts completely to be more robust, using flow control and ensuring everything was in sync with the IaC repository.
  • Implemented a new backup system based on ZFS, which allows snapshots of the database, allowing faster recovery in case of failure.
  • Reconfigured most of the Azure and AWS resources to optimize cost.
  • Implemented deployment pipelines using GitHub Actions and Jenkins.
  • Mentored the new DevOps in the areas of cloud providers and IaC.
Technologies: DevOps, Site Reliability Engineering (SRE), Linux, Docker, Kubernetes, Amazon Web Services (AWS), Ansible, Terraform, Azure, Grafana, Machine Learning Operations (MLOps), Configuration Management, Continuous Integration (CI), DevSecOps, Cloud Security, Infrastructure as Code (IaC), YAML, GitHub, Argo CD

Senior DevOps Engineer

2023 - 2024
  • Designed and implemented a scalable, high-availability infrastructure on Google Cloud Platform (GCP), ensuring robust and efficient operations for the company's core services.
  • Led the migration of critical systems to GCP, resulting in enhanced performance and reliability.
  • Developed and maintained GCP-based solutions, integrating services such as Compute Engine, Kubernetes, and BigQuery to optimize data processing and storage capabilities.
  • Automated deployment processes using GCP tools, significantly reducing deployment times and improving system resilience.
  • Collaborated with cross-functional teams to align infrastructure development with organizational goals, leveraging GCP for innovative solutions.
  • Ensured compliance with industry best practices and security protocols within the GCP environment, enhancing overall system security.
  • Monitored and optimized GCP resource usage continuously, achieving cost savings while maintaining high-performance standards.
  • Provided technical guidance and training to team members on GCP services and best practices, fostering a culture of continuous learning and improvement.
Technologies: Google Cloud Platform (GCP), STRIDE, Machine Learning, Large Language Models (LLMs), CUDA Kernel, NVIDIA CUDA, Google Kubernetes Engine (GKE), Machine Learning Operations (MLOps), Configuration Management, Continuous Integration (CI), DevSecOps, Cloud Security, Infrastructure as Code (IaC), YAML, GitHub

DevOps Engineer (via Toptal)

2022 - 2022
medflex GmbH
  • Migrated the complete Kubernetes-based platform from AWS to OVH.
  • Set up provisioning of multiple clusters via GitOps using Flux.
  • Oversaw and performed the setup of automatic stages provisioning for QA and testing.
  • Migrated Medflex's applications to OVH's OpenShift, achieving a 50% quicker deployment and 30% cost reduction, enhancing scalability and system reliability for better service management.
  • Optimized Medflex's API management using 3scale on OVH's OpenShift, leading to a 40% increase in API throughput and 25% load reduction, significantly improving healthcare service performance.
Technologies: Kubernetes, OpenStack, GitLab, Keycloak, Dynatrace, OVH, Networking, CI/CD Pipelines, OpenStack Swift, 3Scale API, Configuration Management, Continuous Integration (CI), DevSecOps, Cloud Security, Infrastructure as Code (IaC), YAML, GitHub, Crossplane

Linux Systems Administrator

2021 - 2021
AirLift LLC
  • Configured the server farm in the Hetzner cloud using Docker.
  • Set up Locust testing cluster with auto-provisioning.
  • Load-tested the website to receive over two million requests per second.
Technologies: Linux Administration, Linux, Docker, High Availability Disaster Recovery (HADR), Ansible, Kubernetes, Datadog, Cloudflare, Configuration Management, Continuous Integration (CI), DevSecOps, Cloud Security, Infrastructure as Code (IaC), YAML, GitHub

DevOps Engineer

2021 - 2021
  • Migrated the complete solution to Lambda on AWS and SQS.
  • Configured the complete cloud infrastructure based on Amazon EKS.
  • Set up the deployment and provision using GitHub Actions.
Technologies: Amazon Web Services (AWS), Amazon API Gateway, Terraform, Node.js, Kubernetes, AWS Lambda, Azure DevOps, Configuration Management, Continuous Integration (CI), DevSecOps, Cloud Security, Infrastructure as Code (IaC), Serverless, YAML, GitHub

Senior DevOps Engineer

2019 - 2021
Deutsche Bahn
  • Migrated a full analytics pipeline based on BigQuery to Google Cloud Knative.
  • Designed and migrated the new infrastructure from GCP to AWS.
  • Implemented several deployment pipelines and monitoring tools.
Technologies: Google Cloud Platform (GCP), Amazon Web Services (AWS), Helm, Kubernetes, Prometheus, Redis, GitLab, GitLab CI/CD, Google Kubernetes Engine (GKE), Configuration Management, Continuous Integration (CI), DevSecOps, Cloud Security, Infrastructure as Code (IaC), Serverless, YAML, GitHub, Crossplane

Cloud Infra Tech Lead

2017 - 2019
Daimler Mobility Services GmbH
  • Set up and configured all developer productivity, including self-hosted HA GitLab, GitLab CI/CD, Kubernetes clusters, and AWS cross-account access.
  • Migrated all our infrastructure from three different service providers, first from IBM to DHC and then from the DHC to AWS.
  • Set up data ingestion pipelines for several of our clusters.
  • Deployed and provisioned several enterprise-grade clusters on base metal using Kubespray and Kubeadm.
Technologies: Terraform, Amazon Web Services (AWS), GitLab, GitLab CI/CD, Kubernetes, Kubespray, Cloud, DevOps, Infrastructure, DevOps Engineer, Google Kubernetes Engine (GKE), Configuration Management, Continuous Integration (CI), DevSecOps, Cloud Security, Infrastructure as Code (IaC), YAML, GitHub

Infrastructure Architect and Cloud Developer

2017 - 2017
Telefónica NEXT
  • Joined as an IT infrastructure developer to redesign the current AWS architecture and automate the CI/CD.
  • Owned the production environments and redesigned the complete system to be AWS agnostic and work with sidecar deployment of microservices, using Kafka, Consul, LinkerD, and Kubernetes.
  • Successfully migrated all legacy software to AWS.
Technologies: Terraform, Amazon Web Services (AWS), Apache Kafka, Consul, Kubernetes, AWS IoT, Configuration Management, Continuous Integration (CI), DevSecOps, Cloud Security, Infrastructure as Code (IaC), YAML, GitHub

DevOps Engineer, Infrastructure Architect, Django/Python Developer

2014 - 2016
ProfitBricks Deutschland
  • Improved the creation and provisioning of test environments for the CI/CD.
  • Created a master SalkStack state for data center orchestration that was used company-wide.
  • Supported and migrated most of the CI to Jenkins CI.
Technologies: Jenkins, CI/CD Pipelines, SaltStack, Kubernetes, Configuration Management, Continuous Integration (CI), DevSecOps, Cloud Security, Infrastructure as Code (IaC), GitHub

CTO and Founder

2014 - 2015
  • Developed a PoC using Node.js and Python, including CI/CD, on AWS.
  • Coordinated a remote development team for the mobile apps.
  • Launched the operation in Berlin, including marketing and sales.
Technologies: Web Development, IT Project Management, Continuous Integration (CI), DevSecOps, GitHub

Managing Director of Information and Technology

2012 - 2014
SPPIN TV - Waimax Telecommunications
  • Managed technology and infrastructure, advised about all the processes and procedures, designed and implemented different types of projects regarding the enterprise, and dealt with clients and providers.
  • Coordinated work with my team of around 200 people, handling department budget and taking final decision on new implementations.
  • Oversaw our LAN and an HFC WAN. We also provided triple-play services over HFC and FTTx, including the use of IPT and IPBX.
  • Set up IPT over HFC via DOCSIS 3.0 as part of our triple-play package, which was the most challenging—in Brazil, not every operator is interconnected, and PSTN trunking must be done in-house.
  • Automated and optimized infrastructure using Linux, MySQL, Security, Keepalived, Heartbeat, ldirectord, Pacemaker, Cacti, MRTG.
Technologies: HFC, FTTx, PSTN, Linux, MySQL, Security, Keepalived, Heartbeat, ldirectord, Pacemaker, Cacti, Multi Router Traffic Grapher (MRTG)

CEO and Founder

2011 - 2014
  • Developed an online appointment booking system for healthcare institutions in Latin America, with its core engine based on HL7.
  • Oversaw the development of the booking system's mobile app.
  • Spent six months in the Start-Up Chile, a seed accelerator created by the Chilean government based in Santiago de Chile, bootstrapping the project.
Technologies: HL7, Mobile Apps, IT Project Management, HIPAA Compliance

Software Project Manager

2012 - 2012
Huawei Technologies Co.
  • Managed ringback tone (RBT) and long-distance and international (LDI) products as the project manager for the Claro account.
  • Developed next-generation intelligent network (NGIN) projects for Argentina, Uruguay, and Paraguay.
  • Handled VPN, dynamic tariff (DT), and Rich Communication Services (RCS) for Movistar.
Technologies: Dynamic Tariff (DT), Rich Communication Services (RCS)

Chief Technology Officer

2010 - 2012
Waimax Telecomunicaciones
  • Started as a network engineer, but shortly after that, was promoted to project manager and later to CTO.
  • Handled the migration from HFC to HPNA and FTTH and supported and developed DOCSIS solutions for 3rd-party companies.
  • Promoted to CTO of Red Control after one year as CTO for Itapema. Red Control is part of the holding of Sppin Telecom/Waimax Telecomunicaciones, a Brazil-owned holding of telecommunications companies.
Technologies: People Management, IT Project Management, CTO, CMT

Information Technology Specialist

2006 - 2010
  • Served as a Windows administrator for the Sanofi-Aventis account, handling Windows Servers administration, Citrix administration, SOX audit, NAV console administration, and security administration.
  • Collaborated with other accounts like Novartis—created a script to gather information from about 6,000 servers that were later used to automate several tasks.
  • Headed the implementation of the local remedy solution for ticketing management.
  • Assisted the Missouri headquarters with the knowledge transfer of the Case New Holland account.
  • Acted as a disaster recovery support technician for the Manpower account.
  • Contributed to the server consolidation team as a VMware engineer.
Technologies: SOX, Windows, Linux, VMware, Disaster Recovery Plans (DRP), Citrix

Information Security Auditor and Designer

2005 - 2006
Penta Security Solutions SRL
  • Developed and implemented security standards and procedures based on my security audits, following ISO or SOX standards according to the industry involved.
  • Performed several pen tests, wireless security analysis, vulnerability testing, IDP and IDP implementation, honeypot logs analysis, disaster recovery plans, and forensics.
  • Traveled to Spain and provided in-person, hands-on support for several clients, including Petrobras Argentina, Banco Patagonia, SGC Spain, OXY Oil, and Aerolineas Argentinas.
  • Designed an open-source IDP solution based on Snort for very complex network implementations—the paper is available for download.
Technologies: ISO 27001, SOX Compliance, IDS/IPS, Disaster Recovery Plans (DRP), Wireless Security

Information Security Auditor

2004 - 2005
Pampa Energía
  • Provided security consulting services to every project handled by IT, defining the security guidelines and writing the appropriate standards/procedures.
  • Audited code, performed applications vulnerabilities analysis, and pen-tested over the internal network. Web security and physical security were also part of several implementations.
  • Contributed to the implementation of ISO 17799 and SOX standards for the entire company. Designed an IDS solution and developed the rules for Proventia IDP products.
Technologies: IT Security, SOX, IDS/IPS, NMap, Nessus, Wireshark, Interactive Disassembler (IDA) Pro, ISO/IEC 17799

Information Security, Network Administrator, Server Administrator

2003 - 2004
  • Worked with 10 Windows servers as a system administrator.
  • Designed, planned, and implemented an information security infrastructure that included ISA servers, IDSs, network antivirus, and a VPN server.
  • Migrated the data center from Windows 2000 to Windows 2003.
Technologies: VPN, Windows, IT Security

Network Administrator, Server Administrator, Security Auditor

2002 - 2003
Toyota Argentina
  • Supported and maintained over 1,000 workstations and over 400 network equipment.
  • Configured and implemented two fully complete Dell racks with PowerEdge servers, migrated the Symantec antivirus server to the new farm, and updated the client on every workstation.
  • Implemented a CiscoWorks instance to manage the entire network and participated in the design of the Windows 2000 to 2003 migration.
Technologies: Dell PowerEdge Servers, Symantec, Cisco, Windows, Linux, Windows XP, Intrusion Detection Systems (IDS)

Technical Support, Network Administrator, Pre-sales Consulting

2001 - 2002
Canal Uno
  • Focused on technical support, consulting, network administrator, and server configuration.
  • Implemented the company CRM and assisted the sales department as a pre-sales technician.
  • Performed security audits to the internal network.
Technologies: Networking, IT Security

Technical Support, Network Administrator, Server Administrator

2000 - 2000
Red-Com Sistemas
  • Provided broad technical support to the local network and small 3rd-party companies.
  • Configured servers and network, including security hardness.
  • Successfully migrated the infrastructure from Windows to Linux.
Technologies: CCNA, Networking, LAN, Linux

GutenChef | CTO and Founder

GutenChef allows food lovers to taste the best homemade recipes in the house of the most exclusive chefs. Our app aims to connect foodies, allowing them to make new friends and have an unforgettable experience together. Our selected chefs, professionals, and amateurs will select a special menu and cook it for you in their homes.

BuscoTurno | CEO and Founder is an online appointment booking system for healthcare institutions in Latin America, free for physicians and patients, that lets you search and book an appointment from everywhere. Its final goal is to become the industry standard as an online appointment booking system. We are focused on healthcare institutions (hospitals, clinics, insurance companies), not private doctors. Its core engine is based on HL7, a widely used protocol for interconnection between health centers, making it easier to get adopters of its advantages. For the final user, it's focused on mobile devices that will increase the user experience and make tracking doctors along with the market easier. It will also let insurance companies get more control over consults and facilities due to the increasing amount of fraud. It has many interesting features for every party involved.

Data-driven Real Estate Site

Advanced real estate search engine. Using data to revolutionize brokerage, we verify liquidity and offer data-driven property matchmaking. The features include Dezebel Volume, Energy Potential, Walk Score, Crime Rate, and 15-Yr Value forecast. Our mission is efficient, modern property matchmaking for buyers and sellers, transcending traditional platforms.
2021 - 2022

Executive MBA in Finance

European School of Management and Technology - Berlin, Germany

2010 - 2010

Master's Degree in Computer Forensics

National Technological University (Universidad Tecnológica Nacional (U.T.N.)) - Buenos Aires, Argentina

2009 - 2009

Master's Degree in Information Security

CAECE University - Buenos Aires, Argentina

2005 - 2009

Bachelor's Degree in Computer Science

University of Buenos Aires - Buenos Aires, Argentina

2001 - 2005

Bachelor's Degree in Physics

University of Buenos Aires - Buenos Aires, Argentina


AWS Cloudformation Workshop

tecRacer Group


Architecting on AWS (AWS-A)

tecRacer Group


Security Engineering on AWS

tecRacer Group


AWS Technical Professional



Cisco Certified Network Professional (CCNP)



Certified Information Systems Security Professional (CISSP)



VMware Certified Professional (VCP)



Node.js, 3Scale API


GitLab, Terraform, Ansible, Google Kubernetes Engine (GKE), GitHub, CircleCI, Helm, GitLab CI/CD, VPN, NMap, Nessus, Wireshark, Interactive Disassembler (IDA) Pro, VMware, Jenkins, SaltStack, Keepalived, Pacemaker, Cacti, Kong, Keycloak, Dynatrace, Grafana, Azure Kubernetes Service (AKS)


YAML, Python, Java, TypeScript


Kubernetes, Amazon Web Services (AWS), Google Cloud Platform (GCP), Linux, Azure, Windows, Citrix, Apache Kafka, Windows XP, AWS Lambda, OpenStack, Docker, AWS IoT, Amazon, NVIDIA CUDA


DevOps, Continuous Integration (CI), DevSecOps, Azure DevOps, HIPAA Compliance


Crossplane, Spark


Datadog, MySQL, Redis, OVH


Kubernetes Operations (kOps), IT Security, CI/CD Pipelines, Infrastructure, DevOps Engineer, Configuration Management, Cloud Security, Infrastructure as Code (IaC), Kubespray, Cloud, Finance, Argo CD, Computer Science, Digital Forensics, CCNA, Networking, LAN, Dell PowerEdge Servers, Symantec, Cisco, SOX, IDS/IPS, ISO/IEC 17799, ISO 27001, SOX Compliance, Disaster Recovery Plans (DRP), People Management, IT Project Management, CTO, Dynamic Tariff (DT), Rich Communication Services (RCS), HFC, FTTx, PSTN, HL7, Mobile Apps, Web Development, Consul, Intrusion Detection Systems (IDS), Security, Heartbeat, ldirectord, Multi Router Traffic Grapher (MRTG), Prometheus, Technology, OpenStack Swift, Amazon API Gateway, Linux Administration, High Availability Disaster Recovery (HADR), Cloudflare, CMT, Machine Learning, STRIDE, Site Reliability Engineering (SRE), Large Language Models (LLMs), CUDA Kernel, AIOps, Machine Learning Operations (MLOps), Wireless Security, CCNP, Monitoring, K3s, Serverless

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