Spark SQL Contract Job Trends

Apache Spark SQL
UK

The table below provides summary statistics and contractor rates for jobs requiring Spark SQL skills. It covers contract job vacancies from the 6 months leading up to 1 October 2026, with comparisons to the same periods in the previous two years.

6 months to
1 Oct 2026
Same period 2025 Same period 2024
Rank 636 538 508
Rank change year-on-year -98 -30 +99
Contract jobs citing Spark SQL 49 19 54
As % of all contract jobs in the UK 0.089% 0.057% 0.14%
As % of the Database & Business Intelligence category 0.60% 0.31% 0.79%
Number of daily rates quoted 29 12 23
10th Percentile £393 £425 £328
25th Percentile £425 £444 £395
Median daily rate (50th Percentile) £475 £475 £430
Median % change year-on-year - +10.47% -21.46%
75th Percentile £550 £553 £511
90th Percentile £705 £623 £800
UK excluding London median daily rate £445 £600 £350
% change year-on-year -25.83% +71.43% -41.67%

All Database & BI 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 contract job vacancies requiring database or business intelligence skills.

Contract vacancies with a requirement for database or business intelligence skills 8,205 6,066 6,798
As % of all contract IT jobs advertised in the UK 14.94% 18.35% 17.97%
Number of daily rates quoted 5,462 4,055 4,602
10th Percentile £351 £340 £350
25th Percentile £418 £413 £425
Median daily rate (50th Percentile) £500 £500 £525
Median % change year-on-year - -4.76% -2.78%
75th Percentile £619 £625 £650
90th Percentile £713 £738 £793
UK excluding London median daily rate £475 £475 £485
% change year-on-year - -2.06% -3.00%
Number of hourly rates quoted 282 89 90
10th Percentile £16.70 £21.02 £17.50
25th Percentile £23.05 £29.00 £21.25
Median hourly rate £41.36 £38.96 £35.00
Median % change year-on-year +6.15% +11.31% -33.33%
75th Percentile £58.44 £65.00 £61.60
90th Percentile £74.68 £79.00 £71.73
UK excluding London median hourly rate £41.71 £35.49 £30.00
% change year-on-year +17.53% +18.30% -42.86%

Spark SQL
Job Vacancy Trend

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

Spark SQL job vacancy trend in the UK

Spark SQL
Daily Rate Trend

Contractor daily rate distribution trend for jobs in the UK citing Spark SQL.

Contractor daily rate distribution trend for jobs in the UK citing Spark SQL

Spark SQL
Daily Rate Histogram

Daily rate distribution for jobs citing Spark SQL over the 6 months to 1 October 2026.

Daily rate histogram for Spark SQL in the UK

Spark SQL
Top 12 Contract Job Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Spark SQL within the UK over the 6 months to 1 October 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
England -74 47 £463 -2.63% 41
London -71 30 £475 - 23
UK excluding London -82 18 £445 -25.83% 18
Work from Home -62 8 £488 -22.00% 22
South East - 7 £425 - 2
Midlands - 5 £431 - 1
West Midlands - 5 £431 - 1
North of England -72 3 £550 -8.33% 9
Yorkshire -40 2 £550 -8.33% 4
South West - 2 £425 - 3
Scotland - 1 £545 - 2
North West - 1 - - 4

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 16 (32.65%) Apache Spark
2 7 (14.29%) Apache
3 6 (12.24%) Apache Airflow
4 1 (2.04%) SharePoint
Business Applications
1 1 (2.04%) Aladdin
1 1 (2.04%) FIS Private Capital Suite
Cloud Services
1 36 (73.47%) Azure
2 20 (40.82%) Power Platform
3 17 (34.69%) AWS
4 13 (26.53%) Azure DevOps
5 12 (24.49%) Azure Synapse Analytics
6 9 (18.37%) Azure Data Factory
7 8 (16.33%) Azure Databricks
8 7 (14.29%) Microsoft Purview
9 6 (12.24%) AWS Lambda
9 6 (12.24%) Dynamics 365
9 6 (12.24%) GCP
9 6 (12.24%) Serverless
10 5 (10.20%) dbt
11 4 (8.16%) Azure Functions
11 4 (8.16%) PowerApps
12 3 (6.12%) Amazon S3
12 3 (6.12%) Power Automate
13 2 (4.08%) AWS CodeCommit
13 2 (4.08%) AWS Step Functions
13 2 (4.08%) GitHub
Database & Business Intelligence
1 20 (40.82%) Power BI
2 15 (30.61%) Delta Lake
3 12 (24.49%) Data Lake
4 11 (22.45%) Data Warehouse
5 10 (20.41%) Metadata
6 8 (16.33%) SQL Server
7 5 (10.20%) Big Data
8 4 (8.16%) Apache Iceberg
8 4 (8.16%) Data Vault
8 4 (8.16%) Star Schema
8 4 (8.16%) Tableau
9 3 (6.12%) Azure SQL Database
10 2 (4.08%) Amazon Athena
10 2 (4.08%) Amazon RDS
10 2 (4.08%) Parquet
10 2 (4.08%) Semantic Layer
10 2 (4.08%) Snowflake Schema
10 2 (4.08%) SQL Server Integration Services
10 2 (4.08%) SQL Server Reporting Services
11 1 (2.04%) Neo4j
Development Applications
1 10 (20.41%) Git
2 4 (8.16%) Selenium
3 3 (6.12%) MLflow
4 1 (2.04%) GitLab
4 1 (2.04%) SonarQube
General
1 17 (34.69%) Finance
2 11 (22.45%) Social Skills
3 9 (18.37%) Analytical Skills
4 4 (8.16%) Military
5 3 (6.12%) Public Sector
5 3 (6.12%) Publishing
5 3 (6.12%) Retail
6 2 (4.08%) Documentation Skills
6 2 (4.08%) Inclusion and Diversity
7 1 (2.04%) Banking
7 1 (2.04%) Local Government
Job Titles
1 31 (63.27%) Data Engineer
2 11 (22.45%) Senior
3 10 (20.41%) Databricks Engineer
4 9 (18.37%) Databricks Data Engineer
4 9 (18.37%) Senior Data Engineer
5 7 (14.29%) Architect
5 7 (14.29%) Lead
6 5 (10.20%) Databricks Architect
6 5 (10.20%) Lead Data Engineer
7 4 (8.16%) Analyst
7 4 (8.16%) Data Analyst
7 4 (8.16%) Data Analytics Engineer
7 4 (8.16%) Platform Engineer
8 3 (6.12%) Data Architect
8 3 (6.12%) Tester
9 2 (4.08%) Data Modeller
9 2 (4.08%) Enterprise Architect
9 2 (4.08%) Financial Analyst
9 2 (4.08%) Lead Architect
9 2 (4.08%) Principal Engineer
Libraries, Frameworks & Software Standards
1 44 (89.80%) PySpark
2 11 (22.45%) Terraform
3 6 (12.24%) Kafka
4 5 (10.20%) Great Expectations
5 4 (8.16%) Playwright
5 4 (8.16%) pytest
5 4 (8.16%) React
6 2 (4.08%) Jinja
6 2 (4.08%) JSON
7 1 (2.04%) XML
Miscellaneous
1 5 (10.20%) Cloud Native
2 4 (8.16%) Low-Code
3 3 (6.12%) Algorithms
3 3 (6.12%) Greenfield Project
4 2 (4.08%) AI Agents
4 2 (4.08%) Enterprise Cloud
4 2 (4.08%) Legacy Systems
4 2 (4.08%) Video\Live Streaming
5 1 (2.04%) Data Fabric
5 1 (2.04%) Data Structures
5 1 (2.04%) Educational Technology
5 1 (2.04%) EPoS
5 1 (2.04%) Product Ownership
5 1 (2.04%) Reference Data
5 1 (2.04%) Renewable Energy
5 1 (2.04%) Self-Motivation
5 1 (2.04%) Virtual Team
Processes & Methodologies
1 31 (63.27%) CI/CD
2 28 (57.14%) Analytics
3 27 (55.10%) Business Intelligence
4 26 (53.06%) Data Pipeline
5 25 (51.02%) Data Governance
5 25 (51.02%) Lakehouse
6 24 (48.98%) Data Engineering
7 22 (44.90%) Data Modelling
8 21 (42.86%) ETL
9 19 (38.78%) DevOps
10 17 (34.69%) Validation
11 15 (30.61%) AI
11 15 (30.61%) Infrastructure as Code
11 15 (30.61%) Migration
12 13 (26.53%) Continuous Improvement
13 12 (24.49%) Agile
14 9 (18.37%) Data Ingestion
15 7 (14.29%) Data Lineage
15 7 (14.29%) Decision-Making
15 7 (14.29%) Use Case
Programming Languages
1 49 (100.00%) SQL
2 30 (61.22%) Python
3 5 (10.20%) Data Analysis Expressions
3 5 (10.20%) T-SQL
4 4 (8.16%) JavaScript
5 2 (4.08%) Java
6 1 (2.04%) PowerShell
6 1 (2.04%) Scala
Qualifications
1 3 (6.12%) Security Cleared
2 2 (4.08%) DBS Check
2 2 (4.08%) SC Cleared
3 1 (2.04%) SnowPro
Quality Assurance & Compliance
1 27 (55.10%) Data Quality
2 7 (14.29%) QA
3 3 (6.12%) GDPR
4 1 (2.04%) Disclosure Scotland
4 1 (2.04%) GRC
4 1 (2.04%) MiFID
4 1 (2.04%) Sarbanes-Oxley
4 1 (2.04%) SLA
System Software
1 6 (12.24%) Docker
Systems Management
1 4 (8.16%) Ansible
2 2 (4.08%) Kubernetes
Vendors
1 35 (71.43%) Databricks
2 20 (40.82%) Microsoft
3 2 (4.08%) Hitachi
3 2 (4.08%) Teradata
4 1 (2.04%) Anaplan
4 1 (2.04%) Bloomberg
4 1 (2.04%) eFront
4 1 (2.04%) OpenAI
4 1 (2.04%) Reuters
4 1 (2.04%) Trayport