PySpark Job Trends in Yorkshire

PySpark - Spark Python API
England > Yorkshire

The table below provides summary statistics and salary benchmarking for jobs advertised in Yorkshire requiring PySpark skills. It covers vacancies from the 6 months leading up to 15 September 2025, with comparisons to the same periods in the previous two years.

6 months to
15 Sep 2025
Same period 2024 Same period 2023
Rank 156 173 191
Rank change year-on-year +17 +18 +63
Permanent jobs citing PySpark 5 7 16
As % of all permanent jobs advertised in Yorkshire 0.15% 0.14% 0.41%
As % of the Libraries, Frameworks & Software Standards category 1.60% 0.87% 1.47%
Number of salaries quoted 1 6 8
10th Percentile - £41,119 -
25th Percentile - £44,738 £41,250
Median annual salary (50th Percentile) £55,233 £49,274 £52,500
Median % change year-on-year +12.09% -6.14% -30.00%
75th Percentile - £53,811 £63,750
90th Percentile - £70,655 £64,125
England median annual salary £67,500 £95,000 £75,000
% change year-on-year -28.95% +26.67% -

All Software Libraries and Frameworks
Yorkshire

PySpark falls under the Software Libraries and Frameworks category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring technical specification, industry standards, software libraries and framework skills in Yorkshire.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 312 805 1,092
As % of all permanent jobs advertised in Yorkshire 9.48% 16.34% 28.09%
Number of salaries quoted 225 562 776
10th Percentile £32,500 £31,825 £37,000
25th Percentile £40,000 £42,500 £46,250
Median annual salary (50th Percentile) £60,000 £55,000 £60,000
Median % change year-on-year +9.09% -8.33% +9.09%
75th Percentile £74,000 £68,750 £75,000
90th Percentile £86,250 £75,000 £85,000
England median annual salary £67,500 £65,000 £67,500
% change year-on-year +3.85% -3.70% +3.85%

PySpark
Job Vacancy Trend in Yorkshire

Job postings citing PySpark as a proportion of all IT jobs advertised in Yorkshire.

Job vacancy trend for PySpark in Yorkshire

PySpark
Salary Trend in Yorkshire

Salary distribution trend for jobs in Yorkshire citing PySpark.

Salary distribution trend for jobs in Yorkshire citing PySpark

PySpark
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing PySpark within the Yorkshire region over the 6 months to 15 September 2025. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
West Yorkshire +21 3 £55,233 +12.09% 4
East Yorkshire - 1 - -
North Yorkshire - 1 - -
PySpark
England

PySpark
Co-occurring Skills and Capabilities in Yorkshire by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 3 (60.00%) Apache Spark
Cloud Services
1 3 (60.00%) Amazon EKS
1 3 (60.00%) Amazon ELB
1 3 (60.00%) Amazon S3
1 3 (60.00%) AWS
2 1 (20.00%) Azure
2 1 (20.00%) Azure Data Factory
2 1 (20.00%) Azure Synapse Analytics
2 1 (20.00%) Power Platform
Database & Business Intelligence
1 3 (60.00%) Delta Lake
1 3 (60.00%) DynamoDB
1 3 (60.00%) Metadata
1 3 (60.00%) Spark SQL
2 1 (20.00%) Big Data
2 1 (20.00%) Power BI
2 1 (20.00%) SQL Server
2 1 (20.00%) Tableau
Development Applications
1 3 (60.00%) MLflow
General
1 3 (60.00%) Social Skills
2 2 (40.00%) Public Sector
3 1 (20.00%) Analytical Skills
Job Titles
1 3 (60.00%) Machine Learning Engineer
1 3 (60.00%) Operations Engineer
2 1 (20.00%) Analyst
2 1 (20.00%) Data Analyst
2 1 (20.00%) Data Engineer
2 1 (20.00%) Lead
2 1 (20.00%) Lead Data Engineer
Libraries, Frameworks & Software Standards
1 3 (60.00%) Keras
1 3 (60.00%) Lambda Expressions
1 3 (60.00%) Metaflow
1 3 (60.00%) NumPy
1 3 (60.00%) Pandas
1 3 (60.00%) PyTorch
1 3 (60.00%) scikit-learn
1 3 (60.00%) TensorFlow
1 3 (60.00%) YAML
2 1 (20.00%) Matplotlib
Miscellaneous
1 3 (60.00%) Linux Command Line
Operating Systems
1 3 (60.00%) Unix
Processes & Methodologies
1 5 (100.00%) Visualisation
2 4 (80.00%) Data Science
2 4 (80.00%) Information Security
3 3 (60.00%) Artificial Intelligence
3 3 (60.00%) CI/CD
3 3 (60.00%) Containerisation
3 3 (60.00%) Deployment Automation
3 3 (60.00%) Machine Learning
3 3 (60.00%) Metadata Management
3 3 (60.00%) MLOps
3 3 (60.00%) OO
3 3 (60.00%) OOP
3 3 (60.00%) OWASP
3 3 (60.00%) Time Management
3 3 (60.00%) Unit Testing
4 2 (40.00%) Data Visualisation
5 1 (20.00%) Analytics
5 1 (20.00%) Data Governance
5 1 (20.00%) Product Management
5 1 (20.00%) Software Engineering
Programming Languages
1 4 (80.00%) Python
2 3 (60.00%) SQL
Qualifications
1 1 (20.00%) SC Cleared
1 1 (20.00%) Security Cleared
Quality Assurance & Compliance
1 1 (20.00%) Data Quality
1 1 (20.00%) QA
System Software
1 3 (60.00%) Docker
Systems Management
1 3 (60.00%) Kubeflow
1 3 (60.00%) Kubernetes
1 3 (60.00%) Terraform
Vendors
1 3 (60.00%) Databricks
2 1 (20.00%) Microsoft