How to Beat the ATS in 2025: A Practical Guide
Learn the strategies recruiters and AI scanners actually look for, with examples and templates.
A concise, ATS‑friendly resume with measurable outcomes you can adapt.
Copy and adapt these proven examples to create a resume that stands out.
Use these attention-grabbing headlines to make a strong first impression.
💡 Tip: Choose a headline that reflects your unique value proposition and matches the job requirements.
Adapt these achievement-focused bullets to showcase your impact.
💡 Tip: Replace generic terms with specific metrics, technologies, and outcomes from your experience.
Analytics engineering is built on dbt. Highlight dbt proficiency: models built, tests written, documentation created, macros developed. Also show modern stack knowledge: Snowflake/BigQuery, Airflow/Dagster, Looker/Tableau, Git. This proves you understand the analytics engineer role.
Don't just say "built data models"—quantify reliability. Include: data quality improvements (35% fewer issues), pipeline SLAs (99%+ uptime), MTTD (mean time to detection), test coverage (80%+ models tested). Show you care about trustworthy data, not just working pipelines.
Analytics engineers live in SQL. Highlight: complex queries written, query performance improvements (8 hours → 45 minutes), incremental models, window functions, CTEs. Include specific optimizations: indexing, partitioning, materialized views. Demonstrate you write efficient, maintainable SQL.
Analytics engineers enable self-service analytics. Include bullets about: stakeholders served (50+), documentation created, training provided, support requests reduced. Show you understand your job is making analysts and business users successful.
List 10-15 skills covering transformation (dbt, SQL), programming (Python), warehouses (Snowflake, BigQuery), orchestration (Airflow), BI (Looker), and practices (testing, version control). Show you bridge data engineering and analytics—T-shaped with depth in transformation.
Include these skills to optimize your resume for ATS systems and recruiter searches.
💡 Tip: Naturally integrate 8-12 of these keywords throughout your resume, especially in your summary and experience sections.
See how Analytics Engineering roles evolve from data modeling to platform architecture.
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