Dataform Job Trends in England

Google Cloud Dataform
UK > England

The table below provides summary statistics and salary benchmarking for jobs advertised in England requiring Dataform skills. It covers permanent job vacancies from the 6 months leading up to 11 March 2026, with comparisons to the same periods in the previous two years.

6 months to
11 Mar 2026
Same period 2025 Same period 2024
Rank 631 609 779
Rank change year-on-year -22 +170 +178
Permanent jobs citing Dataform 9 1 3
As % of all permanent jobs in England 0.014% 0.003% 0.004%
As % of the Cloud Services category 0.042% 0.007% 0.011%
Number of salaries quoted 4 1 2
10th Percentile £51,875 - £69,500
25th Percentile £54,688 £88,750 £72,500
Median annual salary (50th Percentile) £67,500 £92,500 £80,000
Median % change year-on-year -27.03% +15.63% +3.23%
75th Percentile £84,184 £96,250 £87,500
90th Percentile £89,466 - £90,500
UK median annual salary £65,000 £92,500 £80,000
% change year-on-year -29.73% +15.63% +3.23%

All Cloud Computing Skills
England

Dataform falls under the Cloud Services category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring cloud computing skills in England.

Permanent vacancies with a requirement for cloud computing skills 21,212 14,904 27,741
As % of all permanent jobs advertised in England 32.87% 37.85% 37.59%
Number of salaries quoted 11,617 10,123 23,323
10th Percentile £29,750 £32,500 £30,000
25th Percentile £40,000 £46,250 £41,250
Median annual salary (50th Percentile) £60,000 £62,500 £57,500
Median % change year-on-year -4.00% +8.70% -11.54%
75th Percentile £81,250 £83,750 £77,500
90th Percentile £100,000 £105,000 £97,500
UK median annual salary £60,000 £62,500 £57,500
% change year-on-year -4.00% +8.70% -11.54%

Dataform
Job Vacancy Trend in England

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

Dataform job vacancy trend in England

Dataform
Salary Trend in England

Salary distribution trend for jobs in England citing Dataform.

Salary distribution trend for jobs in England citing Dataform

Dataform
Salary Histogram in England

Salary distribution for jobs citing Dataform in England over the 6 months to 11 March 2026.

Salary histogram for Dataform in England

Dataform
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Dataform within the England region over the 6 months to 11 March 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
London +17 5 £67,500 -27.03% 2
South East - 2 £55,000 - 1
West Midlands - 1 - - 1
East of England - 1 £86,725 - 1
Midlands - 1 - - 1
Dataform
UK

Dataform
Co-Occurring Skills & Capabilities in England 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:

Application Platforms
1 2 (22.22%) Apache Airflow
Cloud Services
1 8 (88.89%) dbt
2 7 (77.78%) Power Platform
3 6 (66.67%) Snowflake
4 3 (33.33%) GCP
5 2 (22.22%) Azure
5 2 (22.22%) Azure Synapse Analytics
5 2 (22.22%) Fivetran
6 1 (11.11%) Azure Data Factory
6 1 (11.11%) GitHub
6 1 (11.11%) GitHub Actions
6 1 (11.11%) Prefect
Database & Business Intelligence
1 7 (77.78%) BigQuery
1 7 (77.78%) Power BI
2 6 (66.67%) Looker
3 5 (55.56%) Data Warehouse
3 5 (55.56%) Tableau
4 4 (44.44%) Amazon Redshift
5 3 (33.33%) Big Data
6 1 (11.11%) Data Lake
6 1 (11.11%) Metabase
6 1 (11.11%) Metadata
6 1 (11.11%) Power Query
6 1 (11.11%) Snowflake Schema
Development Applications
1 6 (66.67%) Git
General
1 4 (44.44%) Social Skills
2 1 (11.11%) Analytical Skills
Job Titles
1 3 (33.33%) Analyst
1 3 (33.33%) Data Analyst
1 3 (33.33%) Senior
1 3 (33.33%) Senior Analyst
1 3 (33.33%) Senior Data Analyst
2 2 (22.22%) GCP Engineer
3 1 (11.11%) Business Intelligence Developer
3 1 (11.11%) Data Engineer
3 1 (11.11%) Data Scientist
3 1 (11.11%) Developer
3 1 (11.11%) Power BI Developer
3 1 (11.11%) Principal Data Scientist
3 1 (11.11%) Senior Data Scientist
Processes & Methodologies
1 9 (100.00%) Analytics
1 9 (100.00%) Business Intelligence
2 8 (88.89%) CI/CD
2 8 (88.89%) Data Modelling
3 6 (66.67%) Mentoring
4 5 (55.56%) ETL
5 4 (44.44%) AI
5 4 (44.44%) Data Engineering
5 4 (44.44%) Machine Learning
5 4 (44.44%) Visualisation
6 3 (33.33%) Coaching
6 3 (33.33%) Dashboard Development
6 3 (33.33%) Data Transformation
6 3 (33.33%) Decision-Making
6 3 (33.33%) Functional Programming
6 3 (33.33%) Performance Optimisation
6 3 (33.33%) Predictive Analytics
6 3 (33.33%) Problem-Solving
6 3 (33.33%) Statistics
6 3 (33.33%) Storytelling
Programming Languages
1 8 (88.89%) SQL
2 7 (77.78%) Python
3 1 (11.11%) Data Analysis Expressions
3 1 (11.11%) Julia
3 1 (11.11%) R
Qualifications
1 1 (11.11%) DBS Check
Quality Assurance & Compliance
1 8 (88.89%) Data Quality
2 3 (33.33%) Accessibility
Vendors
1 2 (22.22%) Google