Spark
Real-time demand data from active job postings. Updated weekly from the same index powering all Datamata intelligence tools.
Active listings
193
30-day trend
+12.5%
% of listings
5%
As of September 2026, Spark appears in 193 active data job listings (5% of tracked data postings).
Source: Datamata Studios — methodology and update cadence.
Skills that pair with Spark
% of Spark listings that also require each skill
Top roles hiring Spark
Active listings by role title in data
Is Spark in demand in 2026?
Spark appears in 193 active job listings in the data category — representing 5% of all tracked data postings. Over the past 30 days demand has grown 12.5%.
Spark most commonly appears alongside Python, SQL, AWS in job requirements. Building proficiency in these complementary skills can significantly strengthen a candidate profile.
Spark demand FAQ
Is Spark in demand in 2026?
Spark appears in 193 active data job listings, about 5% of tracked data postings. Demand has grown 12.5% over the past 30 days.
What roles require Spark?
Spark is most in demand for Data Analyst roles, followed by Data Engineer and Data Scientist, based on active data listings.
What skills pair with Spark?
Spark most commonly appears alongside Python, SQL and AWS in job requirements.
Explore related intelligence
Further reading
Data Engineer Resume Guide (2026): What Hiring Teams Want
A live job-posting analysis of data engineer resume requirements — pipeline skills, ATS keyword patterns, salary benchmarks and annotated resume examples.
ReadData Engineer Skills for Your Resume: Describe Your Stack
Python appears in 82% of data engineer postings but 'proficient in Python' signals nothing. How to describe your pipeline stack by tool, depth and outcome.
Readchmod 755 vs 644: which permission should you use?
When to use chmod 755 versus 644—what each octal mode grants, why directories need the execute bit and how to pick safe defaults for files and folders.
ReadBased on active job listings in the data category · Updated weekly