Apache Spark
Which roles require it and how much it matters — mapped across real job-role profiles.
Short answer: Apache Spark is asked for by 3 of the 103 job-role profiles Skilture maps, and is a core requirement in 1 — most heavily by Data Engineer, Machine Learning Engineer and Data Scientist.
Source: Skilture's 103 job-role profiles · Updated
Free · No signup · Results in 60 seconds
- Roles that list it
- 3 of 103
- Core requirement
- 1 rolenon-negotiable there
- Skill type
- Technicalhard, teachable
Who hires for Apache Spark?
The roles in Skilture's catalogue that list Apache Spark, and how heavily each one weights it.
Data Engineer
Required as a hard skill.
Data Scientist
Required as a hard skill.
Machine Learning Engineer
Required as a hard skill.
Targeting one of these roles? Grab the ATS resume keywords:
How interviewers test Apache Spark
Real questions from Skilture's interview banks, with what the interviewer is listening for.
Data Engineer · advanced
How does Apache Spark achieve parallelism, and what causes a slow Spark job?
Listen for: Strong candidates explain partitioning and lazy evaluation, and diagnose skew, shuffles, and spills. Blaming 'not enough memory' without understanding shuffles or skew is a red flag.
What roles that use Apache Spark pay in the US
Annual wages in US dollars for the roles above: median, and the 10th–90th percentile range.
| Role | Median | Range |
|---|---|---|
| Data Engineer | $139,500 | $86,240 – $204,000 |
| Machine Learning Engineer | $135,980 | $82,460 – $214,670 |
| Data Scientist | $120,230 | $67,240 – $199,130 |
United States, USD. Source: O*NET OnLine (BLS Occupational Employment and Wage Statistics), 2025; each median links to its occupation. India (INR): no sourced figure for these roles yet, so none is shown.
Put Apache Spark to work
Does your resume show Apache Spark?
Score your resume against a role and see which of its skills you show and which are missing.
Can an ATS read your skills?
A skill a parser cannot extract does not count. See what an Applicant Tracking System reads.
Placements coming up?
An 8-week plan: resume, top skill gaps, ATS checks and applications.
Building your resume? ATS-friendly templates, each one scored · Resume format for freshers
Apache Spark: common questions
- Is Apache Spark worth learning in 2026?
- Apache Spark is listed in 3 of the 103 job-role profiles Skilture maps, and it is a core requirement in 1 of them. Explore the roles above to see where it matters most, then run a free skill gap analysis to see if you already have it.
- Which jobs require Apache Spark?
- Roles that ask for Apache Spark include Data Engineer, Data Scientist, Machine Learning Engineer. You can check how your own skills match any of these roles with Skilture's free skill gap analysis — no signup required.
- How do interviewers test Apache Spark?
- A typical question, from Data Engineer interviews: "How does Apache Spark achieve parallelism, and what causes a slow Spark job?" What the interviewer listens for: Strong candidates explain partitioning and lazy evaluation, and diagnose skew, shuffles, and spills. Blaming 'not enough memory' without understanding shuffles or skew is a red flag.