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 31 December 2025, with comparisons to the same periods in the previous two years.

6 months to
31 Dec 2025
Same period 2024 Same period 2023
Rank 605 678 659
Rank change year-on-year +73 -19 +334
Permanent jobs citing Dataform 7 2 1
As % of all permanent jobs in England 0.013% 0.004% 0.002%
As % of the Cloud Services category 0.038% 0.011% 0.005%
Number of salaries quoted 2 2 0
10th Percentile £52,375 £69,625 -
25th Percentile £55,938 £72,813 -
Median annual salary (50th Percentile) £66,250 £81,250 -
Median % change year-on-year -18.46% - -
75th Percentile £75,938 £90,313 -
90th Percentile £79,125 £93,875 -
UK median annual salary £66,250 £81,250 -
% change year-on-year -18.46% - -

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 18,588 18,167 18,840
As % of all permanent jobs advertised in England 35.75% 36.49% 41.70%
Number of salaries quoted 10,318 10,864 15,767
10th Percentile £28,750 £35,000 £32,750
25th Percentile £38,750 £47,500 £45,193
Median annual salary (50th Percentile) £60,000 £65,000 £62,500
Median % change year-on-year -7.69% +4.00% -3.85%
75th Percentile £80,000 £83,750 £82,548
90th Percentile £100,000 £103,450 £101,250
UK median annual salary £60,000 £63,000 £60,249
% change year-on-year -4.76% +4.57% -7.31%

Dataform
Salary Histogram in England

Salary distribution for jobs citing Dataform in England over the 6 months to 31 December 2025.

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 31 December 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
London +62 4 £77,500 -16.22%
South East - 2 £55,000 -
West Midlands - 1 - -
Midlands - 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 (28.57%) Apache Airflow
Cloud Services
1 7 (100.00%) dbt
2 6 (85.71%) Power Platform
3 5 (71.43%) Snowflake
4 2 (28.57%) Fivetran
4 2 (28.57%) GCP
5 1 (14.29%) Azure
5 1 (14.29%) Azure Data Factory
5 1 (14.29%) Azure Synapse Analytics
5 1 (14.29%) GitHub
5 1 (14.29%) GitHub Actions
5 1 (14.29%) Prefect
Database & Business Intelligence
1 6 (85.71%) BigQuery
1 6 (85.71%) Power BI
2 5 (71.43%) Looker
3 4 (57.14%) Tableau
4 3 (42.86%) Amazon Redshift
4 3 (42.86%) Big Data
4 3 (42.86%) Data Warehouse
5 1 (14.29%) Data Lake
5 1 (14.29%) Metadata
5 1 (14.29%) Power Query
5 1 (14.29%) Snowflake Schema
Development Applications
1 6 (85.71%) Git
General
1 4 (57.14%) Social Skills
Job Titles
1 3 (42.86%) Analyst
1 3 (42.86%) Data Analyst
1 3 (42.86%) Senior
1 3 (42.86%) Senior Analyst
1 3 (42.86%) Senior Data Analyst
2 2 (28.57%) GCP Engineer
3 1 (14.29%) Business Intelligence Developer
3 1 (14.29%) Developer
3 1 (14.29%) Power BI Developer
Processes & Methodologies
1 7 (100.00%) Analytics
1 7 (100.00%) Business Intelligence
1 7 (100.00%) CI/CD
1 7 (100.00%) Data Modelling
2 5 (71.43%) Mentoring
3 4 (57.14%) ETL
4 3 (42.86%) AI
4 3 (42.86%) Coaching
4 3 (42.86%) Dashboard Development
4 3 (42.86%) Data Governance
4 3 (42.86%) Decision-Making
4 3 (42.86%) Functional Programming
4 3 (42.86%) Machine Learning
4 3 (42.86%) Performance Optimisation
4 3 (42.86%) Predictive Analytics
4 3 (42.86%) Problem-Solving
4 3 (42.86%) Statistics
4 3 (42.86%) Storytelling
4 3 (42.86%) Visualisation
5 2 (28.57%) Project Delivery
Programming Languages
1 7 (100.00%) SQL
2 5 (71.43%) Python
3 1 (14.29%) Data Analysis Expressions
Quality Assurance & Compliance
1 6 (85.71%) Data Quality
2 3 (42.86%) Accessibility
Vendors
1 2 (28.57%) Google