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 14 March 2026, with comparisons to the same periods in the previous two years.

6 months to
14 Mar 2026
Same period 2025 Same period 2024
Rank 648 656 809
Rank change year-on-year +8 +153 +182
Permanent jobs citing Spark SQL 44 15 23
As % of all permanent jobs in the UK 0.059% 0.034% 0.027%
As % of the Database & Business Intelligence category 0.62% 0.18% 0.14%
Number of salaries quoted 13 3 18
10th Percentile - - £52,500
25th Percentile £65,000 £61,250 £54,063
Median annual salary (50th Percentile) £75,000 £62,500 £60,000
Median % change year-on-year +20.00% +4.17% -29.41%
75th Percentile £82,500 £76,875 £63,438
90th Percentile - £84,750 £90,750
UK excluding London median annual salary £77,500 £62,500 £60,000
% change year-on-year +24.00% +4.17% +17.65%

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 7,054 8,163 15,982
As % of all permanent jobs advertised in the UK 9.52% 18.72% 18.98%
Number of salaries quoted 4,258 5,159 12,177
10th Percentile £35,000 £37,500 £35,000
25th Percentile £45,000 £47,500 £42,725
Median annual salary (50th Percentile) £60,000 £63,000 £57,500
Median % change year-on-year -4.76% +9.57% -8.49%
75th Percentile £80,000 £85,000 £75,000
90th Percentile £100,000 £115,000 £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 14 March 2026.

Salary histogram for Spark SQL in the UK

Spark SQL
Top 12 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 14 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
England -7 43 £75,000 +20.00% 26
UK excluding London +2 22 £77,500 +24.00% 16
London +27 21 £70,000 -22.22% 16
North of England - 7 £80,000 - 6
East of England - 7 - -
South East -3 6 £75,000 - 7
Yorkshire - 6 £80,000 - 4
Work from Home +28 4 £80,000 - 14
West Midlands +5 1 - - 2
Midlands -23 1 - - 2
North East - 1 - -
South West - 1 £80,000 -

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 28 (63.64%) Apache Spark
2 26 (59.09%) Apache
2 26 (59.09%) Apache Airflow
3 1 (2.27%) Jupyter
Applications
1 13 (29.55%) MS Visio
Cloud Services
1 27 (61.36%) AWS
2 25 (56.82%) Amazon S3
2 25 (56.82%) OpenShift
3 17 (38.64%) Azure
4 12 (27.27%) Azure Data Factory
5 3 (6.82%) Azure DevOps
5 3 (6.82%) Azure Storage
5 3 (6.82%) Power Platform
6 2 (4.55%) Azure Functions
6 2 (4.55%) GitHub
6 2 (4.55%) Serverless
7 1 (2.27%) Azure Key Vault
7 1 (2.27%) Azure Stack
7 1 (2.27%) Azure Synapse Analytics
7 1 (2.27%) Dynamics 365
7 1 (2.27%) GCP
7 1 (2.27%) Matillion
Database & Business Intelligence
1 25 (56.82%) Apache Hive
1 25 (56.82%) Impala
1 25 (56.82%) Oracle Database
1 25 (56.82%) Parquet
1 25 (56.82%) Tableau
2 4 (9.09%) Azure SQL Database
2 4 (9.09%) SQL Server
3 3 (6.82%) Data Warehouse
3 3 (6.82%) Delta Lake
4 2 (4.55%) Power BI
5 1 (2.27%) Apache Cassandra
5 1 (2.27%) Big Data
5 1 (2.27%) Data Lake
5 1 (2.27%) Data Mining
5 1 (2.27%) Metadata
5 1 (2.27%) NoSQL
5 1 (2.27%) PostgreSQL
5 1 (2.27%) Semantic Layer
5 1 (2.27%) Star Schema
Development Applications
1 26 (59.09%) Git
2 25 (56.82%) IBM UrbanCode
3 1 (2.27%) Jenkins
General
1 33 (75.00%) Finance
2 25 (56.82%) Banking
3 24 (54.55%) Investment Banking
4 14 (31.82%) Analytical Skills
5 12 (27.27%) Legal
6 4 (9.09%) Law
7 3 (6.82%) Retail
7 3 (6.82%) Social Skills
8 1 (2.27%) Financial Institution
8 1 (2.27%) Organisational Skills
Job Titles
1 26 (59.09%) Analyst
2 23 (52.27%) Transformation Analyst
3 22 (50.00%) Banking Analyst
4 17 (38.64%) Data Engineer
5 14 (31.82%) Business Analyst
6 13 (29.55%) Technical Analyst
7 12 (27.27%) Data Business Analyst
8 11 (25.00%) Investment Banking Business Analyst
9 6 (13.64%) Lead
10 5 (11.36%) Lead Data Engineer
11 4 (9.09%) Platform Engineer
12 3 (6.82%) Senior
12 3 (6.82%) Senior Data Engineer
13 2 (4.55%) Functional Analyst
13 2 (4.55%) Functional Business Analyst
14 1 (2.27%) Microsoft Engineer
14 1 (2.27%) Team Leader
14 1 (2.27%) Technical Business Analyst
Libraries, Frameworks & Software Standards
1 38 (86.36%) PySpark
2 13 (29.55%) Pandas
3 1 (2.27%) ARM Templates
3 1 (2.27%) Kafka
Miscellaneous
1 1 (2.27%) Cloud Native
1 1 (2.27%) Distributed Computing
1 1 (2.27%) EPoS
1 1 (2.27%) Legacy Systems
1 1 (2.27%) Management Information System
1 1 (2.27%) Onboarding
1 1 (2.27%) Product Ownership
1 1 (2.27%) Reinsurance
Processes & Methodologies
1 40 (90.91%) CI/CD
2 37 (84.09%) Data Pipeline
3 34 (77.27%) Analytics
4 32 (72.73%) Agile
5 28 (63.64%) ETL
6 27 (61.36%) AI
6 27 (61.36%) Data Engineering
7 26 (59.09%) Data Governance
8 25 (56.82%) Data Transformation
8 25 (56.82%) Scrum
8 25 (56.82%) User Acceptance Testing
9 17 (38.64%) Continuous Improvement
10 15 (34.09%) Translating Business Requirements
11 14 (31.82%) Data Analytics
11 14 (31.82%) Validation
12 13 (29.55%) Data Analysis
12 13 (29.55%) Data Validation
12 13 (29.55%) Performance Tuning
12 13 (29.55%) Root Cause Analysis
12 13 (29.55%) Runbook
Programming Languages
1 44 (100.00%) SQL
2 41 (93.18%) Python
3 1 (2.27%) Data Analysis Expressions
3 1 (2.27%) PowerShell
3 1 (2.27%) Scala
3 1 (2.27%) T-SQL
Qualifications
1 2 (4.55%) Degree
2 1 (2.27%) AWS Certification
2 1 (2.27%) Azure Certification
2 1 (2.27%) Computer Science Degree
2 1 (2.27%) Master's Degree
2 1 (2.27%) Security Cleared
Quality Assurance & Compliance
1 26 (59.09%) Data Quality
2 13 (29.55%) GDPR
3 12 (27.27%) California Consumer Privacy Act
3 12 (27.27%) HIPAA
4 1 (2.27%) ISO/IEC 27001
4 1 (2.27%) QA
4 1 (2.27%) Solvency II
Systems Management
1 6 (13.64%) Terraform
2 1 (2.27%) Ansible
2 1 (2.27%) Kubernetes
Vendors
1 25 (56.82%) Oracle
1 25 (56.82%) Red Hat
2 13 (29.55%) Databricks
3 3 (6.82%) Microsoft
4 2 (4.55%) Informatica
5 1 (2.27%) Talend