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ATS SCORE BENCHMARK: 99/100|Data & AI

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Data engineers must emphasize batch/streaming pipeline throughput, data modeling, schema governance, query cost reduction, and data reliability. Devpply formats your skills into recruiter-verified STAR bullet points with zero formatting corruption in Workday, Greenhouse, and Lever.

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Keyword Taxonomy

High-Frequency Keywords for Data Engineer

These terms are actively queried by tech recruiters using Boolean filters in Ashby, Lever, and Greenhouse.

Apache SparkKafkaSnowflakedbtAirflowPythonSQL Data WarehousingETL / ELT PipelinesDelta LakeData Modeling

Processing & Streaming

Apache Spark (PySpark)Apache KafkaFlinkDatabricks

Warehousing & Storage

SnowflakeBigQueryAWS RedshiftDelta LakePostgreSQL

Orchestration & Modeling

Apache Airflowdbt (data build tool)DagsterPrefect

Languages

PythonSQLScalaBash
Common ATS Trap for this Role

Conflating business analyst dashboard tasks with infrastructure-level data pipeline engineering.

How Devpply Solves It

Clearly frames data engineering accomplishments in terms of petabyte-scale throughput, latency SLAs, and compute cost optimization.

Proven STAR Formulas

Recruiter-Ready STAR Bullets for Data Engineer

Formulated using Google's XYZ formula (Accomplished [X], measured by [Y], by doing [Z]). Copy or adapt directly into your resume.

1Real-Time Streaming Pipeline1.8TB Daily Data · 99.99% Reliability

Engineered streaming ingestion pipeline using Apache Kafka and PySpark on Databricks, processing 1.8TB of telemetry data daily with 99.99% pipeline reliability.

Use in Data Engineer Draft
2Snowflake Warehouse Optimization38% Cost Reduction · 4x Faster Queries

Redesigned dimensional star schemas and dbt incremental models in Snowflake, cutting cloud compute warehouse costs by 38% while accelerating BI reporting 4x.

Use in Data Engineer Draft
Jake's ATS Single-Column Layout

ATS-Cleared Resume Format for Data Engineer

Strict linear AST hierarchy adapted from Jake's classic single-column layout. Type your rough notes, fill the form, and get your ATS resume in 5 minutes.

jake-classic-layout // 100% ATS COMPLIANT
99.8% PARSER PASS

ALEX RIVERA

123-456-7890 $|$ [email protected] $|$ linkedin.com/in/alex $|$ github.com/alexrivera

EDUCATION
University of California, BerkeleyBerkeley, CA
Bachelor of Science in Computer ScienceAug. 2018 — May 2022
EXPERIENCE
Senior Data EngineerJune 2022 — Present
CloudScale Systems · San Francisco, CA
  • Engineered streaming ingestion pipeline using Apache Kafka and PySpark on Databricks, processing 1.8TB of telemetry data daily with 99.99% pipeline reliability.
  • Redesigned dimensional star schemas and dbt incremental models in Snowflake, cutting cloud compute warehouse costs by 38% while accelerating BI reporting 4x.
PROJECTS
OpenSource Data Engineer Tooling | Apache Spark, Kafka, Snowflake, dbt2023 — Present
  • Architected scalable production service handling asynchronous workloads with sub-50ms latency
  • Automated CI/CD validation pipeline with unit and end-to-end integration tests for 100% release stability
TECHNICAL SKILLS

Languages & Core: Apache Spark (PySpark), Apache Kafka, Flink, Databricks

Frameworks & Systems: Snowflake, BigQuery, AWS Redshift, Delta Lake, PostgreSQL

Developer Tools: Apache Spark, Kafka, Snowflake, dbt, Airflow, Python

100% Linear Single-Column AST ExtractionBuild Data Engineer Resume in 5 Min
Expert Guidance

Frequently Asked Questions for Data Engineers

Modern ELT tooling: dbt, Snowflake/BigQuery, PySpark, streaming Kafka, and Airflow orchestration are the top Boolean search terms.
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