Spark SQL Job Trends

Apache Spark SQL
UK

The table below provides summary statistics and salary benchmarking for jobs requiring Spark SQL skills. It covers permanent job vacancies from the 6 months leading up to 12 January 2026, with comparisons to the same periods in the previous two years.

6 months to
12 Jan 2026
Same period 2025 Same period 2024
Rank 634 689 722
Rank change year-on-year +55 +33 +261
Permanent jobs citing Spark SQL 8 18 13
As % of all permanent jobs in the UK 0.013% 0.034% 0.023%
As % of the Database & Business Intelligence category 0.12% 0.19% 0.11%
Number of salaries quoted 4 7 13
10th Percentile £50,625 £56,250 -
25th Percentile £59,063 £58,750 £52,500
Median annual salary (50th Percentile) £71,250 £62,500 £60,000
Median % change year-on-year +14.00% +4.17% -29.41%
75th Percentile £77,500 £86,875 -
90th Percentile - £100,000 £61,000
UK excluding London median annual salary £71,250 £81,250 £60,000
% change year-on-year -12.31% +35.42% -29.41%

All Database & Business Intelligence Skills
UK

Spark SQL falls under the Databases and Business Intelligence category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring database or business intelligence skills.

Permanent vacancies with a requirement for database or business intelligence skills 6,449 9,520 11,515
As % of all permanent jobs advertised in the UK 10.88% 17.80% 20.54%
Number of salaries quoted 4,106 5,323 8,972
10th Percentile £35,000 £37,500 £36,250
25th Percentile £42,750 £47,500 £45,303
Median annual salary (50th Percentile) £60,000 £63,000 £60,000
Median % change year-on-year -4.76% +5.00% -4.00%
75th Percentile £80,000 £85,000 £77,715
90th Percentile £100,000 £113,750 £95,000
UK excluding London median annual salary £52,500 £55,000 £52,500
% change year-on-year -4.55% +4.76% -4.55%

Spark SQL
Job Vacancy Trend

Historical trend showing the proportion of permanent IT job postings citing Spark SQL relative to all permanent IT jobs advertised.

Spark SQL job vacancy trend in the UK

Spark SQL
Salary Trend

Salary distribution trend for jobs in the UK citing Spark SQL.

Salary distribution trend for jobs in the UK citing Spark SQL

Spark SQL
Salary Histogram

Salary distribution for jobs citing Spark SQL over the 6 months to 12 January 2026.

Salary histogram for Spark SQL in the UK

Spark SQL
Top 8 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Spark SQL within the UK over the 6 months to 12 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
England +72 8 £71,250 +14.00% 15
UK excluding London +46 8 £71,250 -12.31% 12
North of England +14 4 - - 2
Yorkshire - 3 - - 1
South East - 3 £75,000 - 9
Work from Home +52 1 - - 8
North East +4 1 - - 1
South West - 1 £50,000 -

Spark SQL
Co-Occurring Skills & Capabilities 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 (25.00%) Apache Spark
2 1 (12.50%) Apache
2 1 (12.50%) Apache Airflow
2 1 (12.50%) Apache Superset
Cloud Services
1 8 (100.00%) Azure
2 3 (37.50%) Azure Data Factory
3 2 (25.00%) Azure DevOps
3 2 (25.00%) Azure Storage
3 2 (25.00%) Power Platform
4 1 (12.50%) AWS
4 1 (12.50%) Azure Stack
4 1 (12.50%) Dynamics 365
4 1 (12.50%) GCP
4 1 (12.50%) GitHub
Database & Business Intelligence
1 2 (25.00%) Metadata
1 2 (25.00%) Power BI
1 2 (25.00%) SQL Server
2 1 (12.50%) Azure SQL Database
2 1 (12.50%) Data Mining
2 1 (12.50%) Data Warehouse
2 1 (12.50%) SQL Server Integration Services
2 1 (12.50%) SQL Server Reporting Services
General
1 3 (37.50%) Retail
2 2 (25.00%) Analytical Skills
2 2 (25.00%) Finance
2 2 (25.00%) Law
2 2 (25.00%) Social Skills
3 1 (12.50%) Organisational Skills
3 1 (12.50%) Public Sector
Job Titles
1 8 (100.00%) Data Engineer
2 2 (25.00%) Senior
2 2 (25.00%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 5 (62.50%) PySpark
2 1 (12.50%) Kafka
Miscellaneous
1 1 (12.50%) Data Fabric
1 1 (12.50%) EPoS
1 1 (12.50%) Legacy Systems
1 1 (12.50%) Management Information System
Processes & Methodologies
1 7 (87.50%) Data Pipeline
2 6 (75.00%) Agile
2 6 (75.00%) Analytics
3 5 (62.50%) Data Engineering
4 4 (50.00%) CI/CD
4 4 (50.00%) Software Engineering
5 3 (37.50%) Business Intelligence
5 3 (37.50%) Coaching
5 3 (37.50%) Continuous Improvement
5 3 (37.50%) Decision-Making
5 3 (37.50%) Event-Driven
5 3 (37.50%) Mentoring
5 3 (37.50%) Observability
5 3 (37.50%) Performance Optimisation
6 2 (25.00%) DevOps
6 2 (25.00%) ETL
6 2 (25.00%) Infrastructure as Code
6 2 (25.00%) Machine Learning
6 2 (25.00%) Project Management
6 2 (25.00%) Translating Business Requirements
Programming Languages
1 8 (100.00%) SQL
2 7 (87.50%) Python
3 1 (12.50%) T-SQL
Qualifications
1 1 (12.50%) Azure Certification
1 1 (12.50%) Degree
1 1 (12.50%) Master's Degree
1 1 (12.50%) SC Cleared
1 1 (12.50%) Security Cleared
Quality Assurance & Compliance
1 1 (12.50%) Data Quality
System Software
1 1 (12.50%) Docker
Systems Management
1 2 (25.00%) Terraform
2 1 (12.50%) Kubernetes
Vendors
1 6 (75.00%) Databricks
2 2 (25.00%) Microsoft
3 1 (12.50%) Oracle