PySpark Job Trends in Bolton

PySpark - Spark Python API
Manchester > Bolton

The table below provides summary statistics and salary benchmarking for jobs advertised in Bolton requiring PySpark skills. It covers permanent job vacancies from the 6 months leading up to 23 June 2026, with comparisons to the same periods in the previous two years.

6 months to
23 Jun 2026
Same period 2025 Same period 2024
Rank 23 - -
Rank change year-on-year - - -
Permanent jobs citing PySpark 1 0 0
As % of all permanent jobs in Bolton 0.95% - -
As % of the Libraries, Frameworks & Software Standards category 10.00% - -
Number of salaries quoted 1 0 0
10th Percentile - - -
25th Percentile £61,250 - -
Median annual salary (50th Percentile) £62,500 - -
75th Percentile £63,750 - -
90th Percentile - - -
Manchester median annual salary £73,750 £75,000 £54,000
% change year-on-year -1.67% +38.89% -32.50%

All Software Libraries and Frameworks
Bolton

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 Bolton.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 10 10 26
As % of all permanent jobs advertised in Bolton 9.52% 6.76% 17.93%
Number of salaries quoted 10 5 10
10th Percentile - - £32,100
25th Percentile £28,500 £46,250 £40,938
Median annual salary (50th Percentile) £30,000 £95,000 £47,500
Median % change year-on-year -68.42% +100.00% -5.00%
75th Percentile £32,813 £105,000 £52,188
90th Percentile £40,125 £108,000 £63,000
Manchester median annual salary £66,124 £65,000 £60,000
% change year-on-year +1.73% +8.33% -

PySpark
Co-Occurring Skills & Capabilities in Bolton 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:

Applications
1 1 (100.00%) Microsoft Excel
Cloud Services
1 1 (100.00%) Power Platform
Database & Business Intelligence
1 1 (100.00%) Power BI
General
1 1 (100.00%) Finance
1 1 (100.00%) General Ledger
1 1 (100.00%) Law
1 1 (100.00%) Legal
1 1 (100.00%) Military
1 1 (100.00%) Telecoms
Job Titles
1 1 (100.00%) Accountant
1 1 (100.00%) Systems Accountant
Miscellaneous
1 1 (100.00%) Data Structures
Processes & Methodologies
1 1 (100.00%) ERP
Programming Languages
1 1 (100.00%) SQL
Qualifications
1 1 (100.00%) ACCA
1 1 (100.00%) CIMA
Vendors
1 1 (100.00%) Microsoft