Keywords are how ATS systems decide whether your resume is relevant to a job. The system extracts terms from the job description and looks for matches on your resume. Missing a key term means losing points in the ATS scoring algorithm - even if you have the actual skill.
The lists below are compiled from the most frequently appearing terms across thousands of job postings in each industry. Use them as a starting point, but always prioritize the exact terms from the specific JD you're applying to.
1. Software Engineering
Software engineering JDs are the most keyword-dense. They typically list 10-20 specific technologies, so missing even a few can significantly drop your match score.
| Category | Keywords |
|---|---|
| Languages | Python, JavaScript, TypeScript, Java, Go, Rust, C++, SQL, Ruby, Kotlin, Swift |
| Frontend | React, Next.js, Vue.js, Angular, Tailwind CSS, HTML/CSS, Redux, Webpack, Vite |
| Backend | Node.js, Django, FastAPI, Spring Boot, Express, GraphQL, gRPC, REST API, microservices |
| Cloud & Infra | AWS, GCP, Azure, Docker, Kubernetes, Terraform, CI/CD, GitHub Actions, Jenkins, Datadog |
| Databases | PostgreSQL, MySQL, MongoDB, Redis, DynamoDB, Elasticsearch, Snowflake, Kafka |
| Practices | Agile, Scrum, code review, unit testing, TDD, system design, technical documentation |
2. Product Management
Product management keywords span strategy, execution, and analytics. JDs emphasize frameworks, cross-functional collaboration, and data-driven decision-making.
| Category | Keywords |
|---|---|
| Strategy & Planning | product roadmap, product strategy, OKRs, PRD, go-to-market, market research, competitive analysis, user research, product-market fit |
| Execution & Process | Agile, Scrum, sprint planning, backlog prioritization, stakeholder management, cross-functional, A/B testing, feature launch, MVP |
| Analytics & Tools | SQL, Amplitude, Mixpanel, Google Analytics, Tableau, Jira, Confluence, Figma, KPIs, conversion rate, retention |
| Domain | B2B, B2C, SaaS, marketplace, platform, mobile, API, enterprise, self-serve, PLG (product-led growth) |
3. Data Analytics / Data Science
Data roles have two keyword categories: technical tools and analytical methods. Writing "visualization" instead of "Tableau" is one of the most common ATS match failures in this field.
| Category | Keywords |
|---|---|
| Languages & Libraries | Python, R, SQL, Pandas, NumPy, Scikit-learn, TensorFlow, PyTorch, Spark, PySpark, dbt |
| Tools & Platforms | Tableau, Power BI, Looker, Google Analytics, Snowflake, BigQuery, Redshift, Databricks, Airflow |
| Methods | machine learning, deep learning, NLP, regression, classification, A/B testing, statistical analysis, feature engineering, ETL |
| Domain | data pipeline, data modeling, data warehouse, data governance, business intelligence, predictive modeling, time series |
4. Marketing / Growth
Marketing keywords split between channels, tools, and metrics. Growth roles lean on experimentation and analytics terms. Brand roles emphasize creative and strategic terms.
| Category | Keywords |
|---|---|
| Channels | SEO, SEM, PPC, paid social, organic social, email marketing, content marketing, affiliate marketing, display advertising |
| Tools & Platforms | Google Ads, Meta Ads, Google Analytics, HubSpot, Salesforce, Marketo, Semrush, Ahrefs, Figma, Webflow |
| Growth & Experimentation | A/B testing, CRO, funnel optimization, retention, CAC, LTV, ROAS, attribution, cohort analysis, PLG |
| Strategy | go-to-market, brand strategy, positioning, demand generation, lead generation, pipeline, MQL, SQL, product launch |
5. Sales / Business Development
Sales keywords revolve around pipeline, revenue, and relationship management. ATS systems in sales recruiting weight quota attainment and deal metrics heavily.
| Category | Keywords |
|---|---|
| Sales Process | full-cycle sales, prospecting, cold outreach, discovery calls, demos, negotiation, closing, upselling, consultative selling, MEDDIC, BANT |
| Tools & Platforms | Salesforce, HubSpot CRM, Outreach, Gong, LinkedIn Sales Navigator, ZoomInfo, Salesloft, Clari |
| Metrics & Results | quota attainment, ARR, ACV, pipeline generation, win rate, deal size, revenue growth, sales cycle, forecast accuracy |
| Domain | B2B, SaaS, enterprise, mid-market, SMB, channel partnerships, strategic accounts, account management, land and expand |
How to Add Keywords Without Stuffing
Rule 1: Keywords belong in bullet points, not just the skills section
Keywords carry more weight when they appear in context within your experience bullets, because that shows you actually used the skill.
| Weak | Strong |
|---|---|
| Skills: React, TypeScript, AWS. Bullet: "Worked on frontend features and backend improvements." | Skills: React, TypeScript, AWS. Bullet: "Built a React + TypeScript dashboard with real-time WebSocket updates, deployed on AWS ECS via GitHub Actions CI/CD." |
Rule 2: Use the JD's exact phrasing
ATS matching can be literal. If the JD says "Amazon Web Services," don't only write "AWS." Mirror the terminology, then include the abbreviation for coverage:
"Managed Amazon Web Services (AWS) infrastructure serving 2M+ monthly users across ECS, RDS, and CloudFront."
Rule 3: Only claim skills you actually have
Adding a keyword you can't back up in an interview is worse than missing it. If you've used a tool in a side project but not professionally, mention it in a Projects section. Keyword stuffing with fake skills gets caught during the technical screen.
Rule 4: Organize skills by category
Categorized skills are easier for both the ATS and the recruiter to scan.
Unsorted dump:
Python, Tableau, A/B testing, SQL, Snowflake, Pandas, machine learning, Airflow, statistical analysis, dbt
Categorized:
Languages: Python, SQL
Tools: Tableau, Snowflake, BigQuery, Airflow, dbt, Pandas
Methods: Machine learning, A/B testing, statistical analysis, data modeling
Rule 5: Front-load high-priority keywords
Put the most important keywords (matching the JD's "required" qualifications) early in your skills section and in the first bullet of your most recent role. Some ATS weighting algorithms give slightly more weight to terms appearing earlier in the document.
The JD Is Always the Source of Truth
These industry lists give you a foundation, but every job description is different. The most effective keyword strategy: read the JD, identify every specific skill, tool, and qualification mentioned, and make sure each one appears on your resume if you genuinely have it.
The lists above help you know what to expect. The JD tells you exactly what to include.
Paste any job description into WriteCV's ATS checker to see your exact keyword match rate with specific gaps called out. Takes 30 seconds.
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