Data & AI · Skill guide
Airflow is the orchestration keyword data-engineering ATS screens look for — resumes win when DAGs, SLAs, and failure handling show up in bullets, not when Airflow is buried in a tools list.
Live postings usually name this as Airflow — 4% of 2,367 engineering JDs in our 15 August 2026 snapshot . Densest in Data Engineer (28%), and Data Analyst (14%) .
Job descriptions rarely ask for Apache Airflow alone — these co-terms appear in the same postings and are screened together. Cover the ones you've genuinely used.
Public ATS boards (Arbeitnow, Greenhouse, Ashby, Google Careers, Lever, RemoteOK, Remotive). Not LinkedIn or Indeed. Percentages are share of postings that already mention Apache Airflow.
A skill in a list is a claim; a skill in a bullet with an outcome is evidence. Patterns to adapt with your real numbers:
“Migrated 120 batch jobs to Airflow DAGs with SLA sensors and retries, cutting failed-delivery incidents 70%”
“Designed idempotent Airflow pipelines for nightly warehouse loads, recovering from mid-run failures without duplicate rows”
Put "Apache Airflow" in your skills section in its exact form, then prove it in at least one experience bullet with context and an outcome — a skill that appears only in a list reads as padding to recruiters. Airflow is the orchestration keyword data-engineering ATS screens look for — resumes win when DAGs, SLAs, and failure handling show up in bullets, not when Airflow is buried in a tools list.
Job descriptions that ask for Apache Airflow typically also screen for: Python, Machine Learning, SQL, Spark, dbt. Include the ones you've genuinely used — co-keyword coverage is how ATS ranking separates real practitioners from list-padders.
List it only if you could answer interview questions about it comfortably. A safer honest framing for light experience is grouping it under a "familiar with" tier, separate from your core skills — inflated skill claims surface fast in technical interviews.
Paste a job description that requires it — RoleTuner shows whether your resume surfaces Apache Airflow and its co-keywords the way an ATS reads them, free.