Senior Site Reliability Engineer // Estonia

Reliability,
engineered.

// SRE @ CARIAD · Volkswagen Group

I turn cloud complexity into reliable, cost-efficient systems — €5M+ in operational & cloud savings delivered across Kubernetes, AWS, Azure, FinOps & GitOps.

6+ yrs experience €5M+ saved 65% avg efficiency
Hire Me See Impact
Christofher Köst
◇ HOLO-ID · CK-2026
Sector 00 · Impact

Results that compound

Outcomes over output — the numbers that moved the business, not just the dashboard.

€5M+
Total operational & cloud cost savings delivered
65%
Avg cost & efficiency gain across 10+ projects
<7min
Build & release delivery, down from hours
25+
Engineers onboarded & mentored into new roles
Sector 01 · About

Engineering that speaks business

I'm a software & site reliability engineer with 6+ years of experience spanning software engineering, platform engineering and SRE — today as Senior Site Reliability Engineer at CARIAD (Volkswagen Group), with a track record across banking, national health systems and automotive. I've shipped services in Go, Kotlin, Java and Node.js, and run the platforms they live on.

I'm passionate about open-source collaboration and contribution, I keep up relentlessly with modern technologies, and I automate everything I can — all while matching the compliance and security requirements the business operates under.

My mindset has shifted with experience. I used to think like a pure technical engineer — obsessing over languages and tools. Now I know there are no impossible solutions: everything flows from business requirements, and the right solution is built on top of them, never the other way around.

That's my edge — connecting engineering with the business. At CARIAD I led the FinOps & DevOps analysis that stood up a new 15+ person team and unlocked up to €3M in partner savings, and I repeatedly cut operational costs by 50–85% by fixing architecture end-to-end.

FACT_01
€5M+

Total operational & cloud cost savings delivered.

FACT_02
65%

Avg cost & efficiency gain across 10+ projects (peak 85%).

FACT_03
8h

Peak build & release time saved (now <7 min).

FACT_04
10+

Engineers hired across 3 diverse teams with leads.

Sector 02 · Capabilities

What I do

From shipping code to running the platforms it lives on — how I turn engineering into a competitive advantage.

Software Engineering & Open Source

I build, not just operate — shipping production services in Go, Kotlin, Java and Node.js with SOLID, 12-factor and clean-architecture principles. I'm an active open-source contributor across many Git repositories, I founded KostLabs, an R&D organization for exploring and prototyping new ideas, and I author practices.kostlabs.org — a living guide to modern engineering practices.

Cloud & Platform Engineering

I architect cost-efficient platforms on AWS and Azure Kubernetes — GitOps with ArgoCD & FluxCD, progressive delivery with Flagger & Argo Rollouts, and centralized Helm charts product teams actually enjoy using.

Site Reliability & Observability

I keep critical systems fast and resilient — E2E observability with OpenTelemetry, New Relic, ELK, Prometheus & Grafana, cutting incident detection from hours to minutes and killing JVM leaks at the root.

FinOps & Cost Optimization

I turn cloud spend into savings. €5M+ in operational & cloud costs removed and a 65% average cost & efficiency gain across 10+ big projects (peak 85%) — by optimizing architecture, not just instance sizes.

Technical Leadership & Mentorship

I lead architecture across teams, found chapters, workshops and AI culture, and mentor engineers into their next role — translating complex engineering into business outcomes leaders can act on.

Sector 03 · Trajectory

Work experience

6+ years from Linux sysadmin to senior SRE across banking, health and automotive.

2024 — Now

CARIAD Estonia · Volkswagen Group

Senior Site Reliability Engineer · Jun 2025 — Now

  • Led the technical FinOps & DevOps analysis for onboarding multiple projects with the CTO and management — creating a new 15+ person engineering team and helping partners lower annual costs by up to >€3M
  • Reduced product teams' operational costs by a further 60% vs. 2025 by fixing JVM memory and thread leaks at the architecture level across multiple products
  • Technical lead for architecture across CARIAD and Group products, advising solution architects, senior engineers and managers
  • Introduced progressive delivery and platform standards on AWS & Azure Kubernetes: Flagger, Argo Rollouts, FluxCD and centralized Helm charts
  • Co-founded CARIAD Estonia's AI culture to raise team efficiency and keep service fees low
  • Ran technical interviews for candidates worldwide — hired 10+ engineers and helped build 3 diverse teams together with leads
  • Contributed to services written in Java, Kotlin, Go and Node.js

Site Reliability Engineer · May 2024 — Jun 2025

  • Reduced operational costs by ~50% (>€1M) vs. 2024 by improving the architecture chain: databases, rate limiters, circuit breakers and gateways
  • Cut build times by 70% for product teams with modern build and release practices
  • Built end-to-end observability across a multi-product request chain with OpenTelemetry and New Relic
  • Founded DevOps workshops and co-founded fire drills for operations teams
  • Started a cross-department community for engineering enthusiasts
2025 — Now

Self-Employed

Freelance Mentor · Mar 2025 — Now

  • Providing mentoring services for engineers and students to climb the career ladder
2024 — 2025

GitHub · Open Source

Contributor · Mar 2024 — May 2025

  • Contributed to multiple open-source projects: Edu01 (Kood/Jõhvi), Gin (Go framework), WebCheck, Gofr and many more
2024 — 2025

Wisepace

Founder · Jul 2024 — Mar 2025

  • Offered a unique mentorship approach (inspired by Kood/Jõhvi) for advanced learners who needed the missing details to get onboarded to real work
  • Successfully onboarded 10/10 students into a new job or a higher position in their existing company
2024

LookinLabs

Founder · Jul 2024 — Nov 2024

  • Founded an IT community giving junior developers their first hands-on, real-world project experience right after their studies
  • Applied best programming practices to help future developers gain the knowledge and experience to land their first job
2023 — 2024

LHV

Site Reliability Engineer · Feb 2024 — Apr 2024

  • Co-founded the LHV Group Cloud Chapter with the Head of Infrastructure, guiding the Group's move from on-premises to AWS-native
  • Advised product teams across LHV Group on AWS architecture and best practices
  • Built end-to-end observability with AWS-native tooling: CloudWatch, X-Ray, Aurora Performance Insights and CloudWatch Logs

DevOps Engineer · Oct 2023 — Jan 2024

  • Led the migration that made LHV Insurance the first LHV Group company fully on AWS — delivering a 12-month project in 6 months
  • Cut infrastructure costs by 85%, from €10,000 to €1,500 per month
  • Rebuilt the platform from Elastic Beanstalk, CloudFormation and manual resources into Terraform, GitOps and ECS Fargate
  • Built a self-healing, fully automated serverless platform developers run themselves — meeting all compliance and security requirements
  • Reduced build and release times from hours to minutes; removed off-hours releases with rolling updates and canary deployments
2020 — 2023

TEHIK · Health & Welfare Information Systems Centre

Senior Platform Engineer / Technical Lead · Feb 2023 — Oct 2023

  • Promoted to lead technical solutions with the platform team behind Estonia's national health information systems (Kubernetes & platform services)
  • Replaced manual PostgreSQL operations with fully automated cluster management (Shell, Go, IaC), saving ~20 hours per week
  • Moved MariaDB to TLS-secured Galera clusters with full observability
  • Built end-to-end monitoring from network level to frontend RUM with ELK, Prometheus and Grafana
  • Cut incident detection from hours to minutes with ELK ML alerts integrated into Jira & Rocket.Chat
  • Wrote the disaster recovery plan and risk analysis for all platform services
  • Built JESS, a company-wide terminal assistant turning routine multi-step tasks into a single command; mentored and trained platform engineers

Platform Engineer · Jun 2021 — Feb 2023

  • Rebuilt Kubernetes management from manual CaaS to Infrastructure as Code: Terraform (Rancher, RKE, vSphere), Ansible and GitOps with ArgoCD
  • Migrated Kubernetes clusters with 4 TB of stateful data to new infrastructure with zero data loss
  • Ran 8 Kubernetes clusters and core developer tooling: GitLab, SonarQube, Artifactory, Jira, Confluence
  • Provided third-level support from Java debugging to Helm chart refactoring; partnered with observability & Atlassian teams on centralized CMDB and monitoring

Linux System Administrator · Apr 2020 — Jun 2021

  • Managed 70+ servers for the Estonian Health Insurance Fund with Ansible and Git; supported X-Road, MISP and Atlassian services
2019

Telia Estonia AS

Trainee · Jul 2019 — Dec 2019

  • Worked on VMware NSX-T networking: BGP, NAT, gateways, T0/T1 routing and firewall rules
  • Set up vSphere and vCenter environments with VLANs; maintained HP ProLiant servers remotely via iLO
  • Ran monitoring with Zabbix and administered RHEL backup media servers
Sector 04 · Credentials

Certifications

AWS Cloud Practitioner

AWS Cloud Practitioner

Amazon Web Services · 2023

GitOps Fundamentals

GitOps Fundamentals

Codefresh · 2023

GitOps at Scale

GitOps at Scale

Codefresh · 2023

GitOps Enterprise

GitOps Enterprise

Codefresh · 2025

CERT_05

Intensive Course of Penetration Testing

Offensive Security

CERT_06

Kubernetes Fundamentals 1 & 2

CNCF

CERT_07

Ansible Fundamentals

Red Hat

Sector 05 · Record

Education & languages

EDUCATION

Tallinna Polütehnikum

Junior IT Systems Specialist · 2017 — 2020

Kehra Gümnaasium

Secondary Education · 2008 — 2017

LANGUAGES
EstonianNative
RussianNative
EnglishProfessional
TOP SKILLS
TypeScriptGitOpsGolang
Sector 06 · Mentorship

Levelling up engineers

Helping engineers and students reach their next level — within months.

As a freelance mentor, I run a personalised Software Engineering & DevOps Lifecycle program covering everything needed to enter the job market or achieve significant career growth — fast.

25+
Engineers onboarded to the job market & career ladder
100%
Career-growth success rate
4–12
Months average journey
PROGRAM · SOFTWARE ENGINEERING & DEVOPS LIFECYCLE
Modern development practices (SOLID, conventional commits)
Financial operations in cloud environments
Software design & architecture
End-to-end systems monitoring
Release practices (trunk-based, CI & CD)
Advanced problem solving & coding
Cloud engineering
Interview prep + competitive CV & LinkedIn
Sector 07 · Transmission

Need reliable systems at lower cost?

Whether you need an SRE/DevOps consultant, cloud & FinOps advice, or want to discuss a collaboration — my channel is always open.

Email Me