PySpark - Spark Python API
Wales > South Wales
The table below provides summary statistics and contractor rates for jobs advertised in South Wales requiring PySpark skills. It covers contract job vacancies from the 6 months leading up to 3 November 2025, with comparisons to the same periods in the previous two years.
| 6 months to 3 Nov 2025 |
Same period 2024 | Same period 2023 | |
|---|---|---|---|
| Rank | 37 | 28 | - |
| Rank change year-on-year | -9 | - | - |
| Contract jobs citing PySpark | 4 | 16 | 0 |
| As % of all contract jobs in South Wales | 1.26% | 4.27% | - |
| As % of the Libraries, Frameworks & Software Standards category | 6.15% | 19.51% | - |
| Number of daily rates quoted | 3 | 0 | 0 |
| 10th Percentile | £525 | - | - |
| 25th Percentile | £581 | - | - |
| Median daily rate (50th Percentile) | £700 | - | - |
| 75th Percentile | £725 | - | - |
| 90th Percentile | - | - | - |
| Wales median daily rate | £700 | £550 | - |
| % change year-on-year | +27.27% | - | - |
| Number of hourly rates quoted | 0 | 5 | 0 |
| Median hourly rate | - | £20.24 | - |
| Wales median hourly rate | - | £20.24 | - |
All Software Libraries and Frameworks
South Wales
PySpark falls under the Software Libraries and Frameworks category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies requiring technical specification, industry standards, software libraries and framework skills in South Wales.
| Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills | 65 | 82 | 78 |
| As % of all contract IT jobs advertised in South Wales | 20.50% | 21.87% | 20.10% |
| Number of daily rates quoted | 41 | 43 | 65 |
| 10th Percentile | £305 | £197 | £208 |
| 25th Percentile | £405 | £238 | £263 |
| Median daily rate (50th Percentile) | £455 | £488 | £388 |
| Median % change year-on-year | -6.67% | +25.81% | -28.24% |
| 75th Percentile | £538 | £550 | £538 |
| 90th Percentile | £713 | - | £590 |
| Wales median daily rate | £475 | £500 | £406 |
| % change year-on-year | -5.00% | +23.08% | -22.62% |
| Number of hourly rates quoted | 2 | 9 | 0 |
| 10th Percentile | £78.25 | £19.13 | - |
| 25th Percentile | £79.38 | £20.12 | - |
| Median hourly rate | £82.50 | £22.00 | - |
| Median % change year-on-year | +275.00% | - | - |
| 75th Percentile | £84.38 | £25.60 | - |
| 90th Percentile | £84.75 | £25.78 | - |
| Wales median hourly rate | £80.00 | £22.00 | - |
| % change year-on-year | +263.64% | - | - |
PySpark
Job Vacancy Trend in South Wales
Historical trend showing the proportion of contract IT job postings citing PySpark relative to all contract IT jobs advertised in South Wales.
PySpark
Daily Rate Trend in South Wales
Contractor daily rate distribution trend for jobs in South Wales citing PySpark.
PySpark
Daily Rate Histogram in South Wales
Daily rate distribution for jobs citing PySpark in South Wales over the 6 months to 3 November 2025.
PySpark
Hourly Rate Trend in South Wales
Contractor hourly rate distribution trend for jobs in South Wales citing PySpark.
PySpark
Contract Job Locations in South Wales
The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing PySpark within the South Wales region over the 6 months to 3 November 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 Contract IT Job Ads |
Median Daily Rate Past 6 Months |
Median Daily Rate % Change on Same Period Last Year |
Live Jobs |
|---|---|---|---|---|---|
| Cardiff | - | 4 | £700 | - | |
| PySpark Wales |
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PySpark
Co-Occurring Skills & Capabilities in South Wales 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:
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