Examples · 10 min read · 2026-05-24

Tech CV in 2026: Software, Data, and AI Roles

A modern tech CV guide for software engineers, data scientists, ML and AI engineers. Structure, stack, achievements, and the bullets recruiters actually want to read.

Tech hiring in 2026 is more competitive than at any point in the last decade. The bar for a CV that actually gets a reply is higher — recruiters expect quantified impact, a visible stack, and a portfolio link. Here is exactly how to structure a tech CV that lands interviews at strong companies.

The one-page rule still applies

If you have under 10 years of experience, your CV fits on one page. Senior engineers and EMs with 10+ years can use two. Three is for academic CVs only.

The right section order for tech

  1. **Header** — name, role, city, phone, email, LinkedIn, GitHub, portfolio
  2. **Summary** — 3 sentences (see CV summary examples)
  3. **Skills / Stack** — languages, frameworks, infrastructure, tools
  4. **Experience** — most recent first
  5. **Projects** (optional but powerful) — 2–4 side projects with stacks and outcomes
  6. **Education** — degree, university, year, GPA if strong
  7. **Other** — certifications, talks, open source, languages

The header recruiters expect

``` Anna Korhonen Senior Backend Engineer Helsinki, FI · +358 40 123 4567 · anna@email.com linkedin.com/in/akorhonen · github.com/akorhonen · annakorhonen.dev ```

Hyperlink everything. Use plain-text URLs (no link wrapping) so ATS parses them cleanly.

Stack section — the most-skimmed part of a tech CV

Recruiters read this first. Group by category, do not list 80 random tools.

``` Languages: Go, Python, TypeScript, SQL Backend: gRPC, GraphQL, REST, Kafka, Redis Data: PostgreSQL, BigQuery, dbt, Airflow Infra: AWS (EKS, RDS, Lambda), Kubernetes, Terraform, GitHub Actions Practices: TDD, code review, on-call, incident response ```

Only list what you can defend in an interview. If you can't whiteboard the basics of Kafka, don't list Kafka.

Experience: the achievement bullet recipe

Every bullet follows the same shape:

**Verb → what you built → with what → measurable outcome.**

Strong software-engineering bullets

  • "Led migration of 40-service Node monolith to typed Go microservices on Kubernetes; cut p95 latency 38% and infra spend $1.2M/year."
  • "Designed and shipped event-driven payments pipeline (Kafka, Go, PostgreSQL) processing 4M txns/day with 99.99% availability."
  • "Owned authentication platform serving 12M monthly users; reduced auth-related incidents 71% by introducing typed contracts and contract tests."
  • "Mentored 4 mid-level engineers through promotion; ran the team's hiring loop, made 7 senior offers, all accepted."

Strong data / ML bullets

  • "Built churn-prediction model (XGBoost, dbt, MLflow) deployed to production; retained $4.8M ARR in the first year."
  • "Rebuilt experimentation platform on top of BigQuery; cut experiment readout time from 3 days to 6 hours, enabling 4× more tests per quarter."
  • "Authored the company's first causal-inference framework for marketing measurement; adopted by 3 BU heads for quarterly budget decisions."

Strong AI / LLM bullets

  • "Designed RAG pipeline over 14M-document corpus (pgvector, OpenAI, LangGraph); deployed as internal copilot now used by 600 weekly users."
  • "Fine-tuned 7B open-weights model on customer support tickets; reduced average handle time 32% while raising CSAT 4 points."
  • "Built evaluation harness for 8 internal LLM features; cut regression-bug escape rate 65% across two quarters."

Projects section: when to add it

  • Always include projects if you're:
  • A student, graduate, or junior
  • Switching specialism (e.g. backend → ML)
  • Applying to a senior IC role without management titles

Each project needs: name, one-line description, stack, outcome / link.

``` Linkstream — open-source RSS-to-Slack bridge Go, SQLite, Cobra · 1.4k GitHub stars, 200+ active deployments github.com/akorhonen/linkstream ```

Education

For experienced engineers, one line is enough. New grads should include GPA (if strong), relevant coursework, and any thesis or capstone.

What to leave off

  • Photos, age, marital status
  • Generic objective statements
  • Soft-skill bingo ("team player, problem solver")
  • Skill bars and percentage ratings (ATS can't parse them, and "Python 80%" means nothing)
  • Out-of-date frameworks you no longer use
  • Certifications you didn't actually complete

ATS for tech CVs

Every major company runs your CV through an ATS. Single column, standard fonts (Calibri / Arial / Inter), plain section headings, .docx or text-based PDF. See the complete ATS guide.

Recommended templates

All free, ATS-tested, .docx format.

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