Role Intelligence
Data Engineer
Analysis from 19 job postings — 0.4% of all scored jobs
19
Jobs Analyzed
0.4%
Demand Rate
$158K
Avg Salary
$161K
Median Salary
Skill Snapshot
Top Skills for Data Engineer
Based on 19 scored postings
What Does a Data Engineer Do?
Role overview based on 19 scored job postings.
A Data Engineer drives outcomes across Python, Data Engineering Experience, SQL and related areas. Based on 19 scored postings, this role requires a mix of technical and strategic skills at varying depth levels.
What employers are looking for:
- •Python at L3 — required in 32% of postings. Employers want hands-on proficiency, not textbook knowledge.
- •Data Engineering Experience at L4 — required in 26% of postings. Employers want hands-on proficiency, not textbook knowledge.
- •SQL at L4 — required in 26% of postings. Employers want hands-on proficiency, not textbook knowledge.
Required Skills
Skills ranked by frequency across 19 postings. L-levels show the depth employers require.
Salary Insights
Compensation data from 10 postings with disclosed salary.
$158K
Average
$161K
Median
10
Jobs with salary data
Based on 10 Data Engineer job postings with disclosed salary data, compensation averages $158K. The median sits at $161K, indicating relatively even distribution across the range. The typical range (25th to 75th percentile) runs $105K to $172K.
Common Skill Gaps
Skills where applicants most frequently fall short of the required depth.
Top Hiring Companies
Companies with the most active Data Engineer postings in the scored dataset.
Browse Data Engineer Jobs
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View 19+ ListingsFrequently Asked Questions
The top skills for Data Engineer roles are Python, Data Engineering Experience, SQL, Data Modeling, Bachelor’s Degree. Most positions require these at L3 depth or higher, meaning employers want candidates who can work independently, not just have surface awareness.
Based on 10 job postings with disclosed salary data, the average Data Engineer salary is $158K with a median of $161K. Actual compensation varies by location, company size, and experience level.
Data Engineer roles represent 0.4% of all scored jobs on ShouldApply. Most applicants have strong alignment with the required skills.
Top hiring companies for Data Engineer roles include Walmart, Yoh, A Day & Zimmermann Company, Andiamo, Flexionis, Apex Systems. These companies collectively account for a significant portion of active listings.
ShouldApply rates every skill requirement on a 1-5 depth scale: L1 (Awareness) means you can discuss the concept, L2 (Basic) means simple tasks, L3 (Intermediate) means independent work, L4 (Advanced) means leading and optimizing, and L5 (Expert) means architecting solutions. This goes beyond keyword matching to measure actual proficiency fit.
With 19 active postings analyzed and a 0.4% demand rate, Data Engineer roles show emerging market demand. Compensation is competitive, with median salaries above $100K.
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