Should side projects be on an engineering resume?

Yes, when they demonstrate production-adjacent skills — but only if bullets name languages, frameworks, and scale. Treat side work like a job: dates, role, and measurable outcome.

Do ATS systems read GitHub links?

A link alone adds little ATS value. The parser reads text — so describe your work with stack context in the bullet, and keep the link as a supplement for recruiters.

For Software Engineers

ATS Resume Tips for Software EngineersFree — No Signup Required

Engineering resumes fail ATS for two predictable reasons: a template the parser cannot read, and a skills list that never mirrors the job description's stack.

Last updated August 11, 2026

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Quick Answer

Use a plain single-column format and mirror the job description's stack exactly — name the languages, cloud platforms, and databases the JD lists. Quantify with metrics (RPS, latency, users) so parsers and recruiters see the same story. Scan each resume against the specific posting before applying.

Keywords to Target by Engineering Track

Copy terms from the job description first. Use these clusters as a checklist when the JD is vague.

Track	Core keywords
Backend / infrastructure	Python, Java, Go, Node.js, REST, GraphQL, gRPC, microservices, PostgreSQL, MySQL, MongoDB, Redis, Kafka, AWS, GCP, Azure, Docker, Kubernetes, Terraform, CI/CD
Frontend / web	TypeScript, JavaScript, React, Next.js, Vue, Angular, HTML, CSS, accessibility (WCAG), responsive design, state management, Webpack, Vite
ML / data engineering	PyTorch, TensorFlow, scikit-learn, LLM, NLP, feature engineering, Spark, Airflow, dbt, Snowflake, BigQuery, ETL

Keyword clusters by engineering track

Example Bullet Rewrites

Backend bullet

Before

Worked on API development and improved database performance.

After

Built REST APIs in Go (Gin) handling 15K RPS; optimized PostgreSQL queries and Redis caching, reducing p99 latency from 420ms to 95ms; deployed via Kubernetes on AWS EKS with GitHub Actions CI/CD.

Frontend bullet

Before

Developed UI features for the main product.

After

Shipped React + TypeScript dashboard used by 40K MAU; improved Lighthouse performance score 58 to 91; implemented WCAG 2.1 AA accessibility fixes across design system components.

Common ATS Mistakes in Developer Resumes

Skill bars instead of plain text — parsers read 'JavaScript,' not a 90% filled bar
Tech logos and icons — AWS, Docker, and K8s graphics do not parse; spell them out
Projects without stack context — name React, Firebase, Stripe, not 'Todo app'
Company-internal codenames — recruiters search 'payment service,' not 'Project Nebula'
LaTeX or GitHub-themed templates — often produce parsing errors in Taleo and Workday

Seniority Signals ATS Filters On

Junior / mid (0–4 years): implementation, feature development, unit testing, agile sprints
Senior (5–8 years): system design, architecture, technical lead, mentoring, on-call, production ownership
Staff / principal (8+ years): technical strategy, org-level impact, engineering standards, roadmap influence

Align your summary title and lead bullets with the level listed in the posting — not the level you want, the level they asked for.

Frequently Asked Questions

List the languages and frameworks you could pass a technical interview for — typically 8–15 core technologies. Match the job description's stack first and de-prioritize unrelated languages.

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