PySpark Job Trends in Hampshire

PySpark - Spark Python API
South East > Hampshire

The table below provides summary statistics and salary benchmarking for jobs advertised in Hampshire requiring PySpark skills. It covers permanent job vacancies from the 6 months leading up to 13 January 2026, with comparisons to the same periods in the previous two years.

6 months to
13 Jan 2026
Same period 2025 Same period 2024
Rank 123 - 123
Rank change year-on-year - - +48
Permanent jobs citing PySpark 2 0 2
As % of all permanent jobs in Hampshire 0.081% - 0.099%
As % of the Libraries, Frameworks & Software Standards category 0.95% - 0.54%
Number of salaries quoted 2 0 1
10th Percentile £62,625 - -
25th Percentile £62,813 - £72,500
Median annual salary (50th Percentile) £66,250 - £75,000
Median % change year-on-year - - +7.14%
75th Percentile £70,313 - £77,500
90th Percentile £70,875 - -
South East median annual salary £67,500 £61,250 £75,000
% change year-on-year +10.20% -18.33% +7.14%

All Software Libraries and Frameworks
Hampshire

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 Hampshire.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 211 499 370
As % of all permanent jobs advertised in Hampshire 8.54% 18.92% 18.40%
Number of salaries quoted 181 295 315
10th Percentile £34,000 £39,850 £32,500
25th Percentile £52,500 £47,500 £45,000
Median annual salary (50th Percentile) £60,000 £57,000 £55,000
Median % change year-on-year +5.26% +3.64% -4.35%
75th Percentile £72,500 £67,500 £71,875
90th Percentile £82,500 £82,500 £82,500
South East median annual salary £60,000 £60,000 £57,500
% change year-on-year - +4.35% -4.17%

PySpark
Job Vacancy Trend in Hampshire

Historical trend showing the proportion of permanent IT job postings citing PySpark relative to all permanent IT jobs advertised in Hampshire.

PySpark job vacancy trend in Hampshire

PySpark
Salary Trend in Hampshire

Salary distribution trend for jobs in Hampshire citing PySpark.

Salary distribution trend for jobs in Hampshire citing PySpark

PySpark
Job Locations in Hampshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing PySpark within the Hampshire region over the 6 months to 13 January 2026. 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
Portsmouth - 1 £65,000 -
Winchester - 1 £67,500 - 2
PySpark
South East

PySpark
Co-Occurring Skills & Capabilities in Hampshire by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Cloud Services
1 2 (100.00%) Azure
1 2 (100.00%) Power Platform
2 1 (50.00%) Azure Data Factory
2 1 (50.00%) Azure DevOps
2 1 (50.00%) Azure Synapse Analytics
2 1 (50.00%) Dynamics 365
2 1 (50.00%) GitHub
Database & Business Intelligence
1 2 (100.00%) Power BI
2 1 (50.00%) Azure SQL Data Warehouse
2 1 (50.00%) Azure SQL Database
2 1 (50.00%) Data Lake
2 1 (50.00%) Data Warehouse
2 1 (50.00%) Metadata
2 1 (50.00%) Spark SQL
Job Titles
1 2 (100.00%) Data Engineer
2 1 (50.00%) Senior
2 1 (50.00%) Senior Data Engineer
Miscellaneous
1 2 (100.00%) Legacy Systems
Processes & Methodologies
1 2 (100.00%) Analytics
1 2 (100.00%) Business Intelligence
1 2 (100.00%) Data Pipeline
2 1 (50.00%) CI/CD
2 1 (50.00%) Data Cleansing
2 1 (50.00%) Data Engineering
2 1 (50.00%) Data Migration
2 1 (50.00%) Data Modelling
2 1 (50.00%) Decision-Making
2 1 (50.00%) DevOps
2 1 (50.00%) Dimensional Modelling
2 1 (50.00%) ETL
2 1 (50.00%) Migration
2 1 (50.00%) Translating Business Requirements
Programming Languages
1 2 (100.00%) SQL
2 1 (50.00%) Python
Qualifications
1 1 (50.00%) Azure Certification
Vendors
1 2 (100.00%) Microsoft
2 1 (50.00%) Databricks