Data Engineering Resume Keywords & ATS Expectations

This isn't an article — it's the live data our resume scanner uses to analyze data engineering resumes. When the engine improves, this page updates with it.

Core skills per the U.S. Department of Labor

Source: O*NET 15-1243.00 — Database Architects (onetonline.org, public domain)

data modelingETL designdatabase administrationdata warehousingsystems evaluation

SQLPythonApache SparkAirflowSnowflakePostgreSQLAWS

Keywords ATS systems expect on data engineering resumes

ETLELTpipelinedata pipelinedata warehousedata lakedata lakehousedata platformdata infrastructureairflowapache airflowDBTdata build toolsparkapache sparkkafkaapache kafkaingestionorchestrationtransformationbatch processingstream processingdimensional modelingstar schema

Job titles recruiters recognize in this field

data engineersenior data engineerstaff data engineerprincipal data engineeranalytics engineerdata platform engineerdata infrastructure engineerdata architectdata warehouse engineeretl developeretl engineerbi engineerbusiness intelligence engineerbi developerdatabase engineerdatabase administratordbastreaming engineer

Certifications that anchor a data engineering resume

databricks certifiedsnowflake coreaws datagcp data engineerazure data engineerdbt certified

What screeners check first in data engineering

A GitHub link is expected in this field.

Common questions

What keywords do ATS systems look for on data engineering resumes?

The highest-weight terms in our data engineering detection engine include etl, elt, pipeline, data pipeline, data warehouse, data lake, data lakehouse, data platform. These come from the live tables our scanner runs on every data engineering resume — use the exact recognized form of each term you can honestly claim, once, attached to real experience.

Which certifications matter most on a data engineering resume?

Our scanner anchors data engineering resumes on certifications like DATABRICKS CERTIFIED, SNOWFLAKE CORE, AWS DATA, GCP DATA ENGINEER, AZURE DATA ENGINEER, DBT CERTIFIED. List the ones you hold with their exact recognized abbreviation — recruiters and ATS searches both match on the standard form.

What do screeners check first on data engineering resumes?

A GitHub link is expected in this field.

How do I check my data engineering resume against this data?

Run the free scan — it checks your actual document against these exact keyword tables, plus parsing, structure, and red flags, and returns a full diagnostic report in about 20 seconds. No signup; your resume is never stored.

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Role-specific keyword guides

Data Engineer resume keywords →Analytics Engineer resume keywords →Data Platform Engineer resume keywords →

Methodology: keyword and title lists come directly from the detection tables our scanner runs on every data engineering resume, validated by a pinned regression suite. O*NET data is public domain from the U.S. Department of Labor. See our methodology.