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 8 April 2026, with comparisons to the same periods in the previous two years.

6 months to
8 Apr 2026
Same period 2025 Same period 2024
Rank 571 508 565
Rank change year-on-year -63 +57 +164
Contract jobs citing Spark SQL 57 20 26
As % of all contract jobs in the UK 0.12% 0.068% 0.059%
As % of the Database & Business Intelligence category 0.79% 0.36% 0.36%
Number of daily rates quoted 41 15 14
10th Percentile £363 £334 £458
25th Percentile £440 £370 £488
Median daily rate (50th Percentile) £500 £485 £550
Median % change year-on-year +3.09% -11.82% -20.00%
75th Percentile £575 £525 £694
90th Percentile £600 £775 £755
UK excluding London median daily rate £469 £413 £425
% change year-on-year +13.64% -2.94% -39.29%

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 7,251 5,538 7,249
As % of all contract IT jobs advertised in the UK 15.85% 18.95% 16.51%
Number of daily rates quoted 4,994 3,842 5,140
10th Percentile £350 £352 £350
25th Percentile £413 £419 £425
Median daily rate (50th Percentile) £500 £525 £525
Median % change year-on-year -4.76% - -4.55%
75th Percentile £598 £645 £650
90th Percentile £700 £763 £750
UK excluding London median daily rate £475 £488 £488
% change year-on-year -2.56% - -2.50%
Number of hourly rates quoted 168 108 154
10th Percentile £18.18 £21.10 £14.00
25th Percentile £30.47 £24.25 £20.78
Median hourly rate £51.00 £32.43 £40.00
Median % change year-on-year +57.26% -18.93% -30.43%
75th Percentile £74.68 £65.62 £53.44
90th Percentile £83.83 £76.63 £71.03
UK excluding London median hourly rate £50.00 £30.82 £35.00
% change year-on-year +62.23% -11.94% -36.36%

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 8 April 2026.

Daily rate histogram for Spark SQL in the UK

Spark SQL
Top 14 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 8 April 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 -79 51 £515 +4.57% 19
London -42 39 £523 +4.50% 11
Work from Home -10 22 £471 -0.84% 11
UK excluding London -92 14 £469 +13.64% 12
Midlands -59 5 £450 +5.88% 2
North of England - 5 £484 - 5
West Midlands -62 3 £413 +10.00% 2
East Midlands -29 2 £600 +26.32%
Northern Ireland - 2 £463 -
North East - 2 £550 - 1
North West - 2 £492 - 2
Scotland +4 1 - -
South East -47 1 £550 +19.89% 5
Yorkshire - 1 £325 - 2

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 23 (40.35%) Apache Spark
2 7 (12.28%) Apache
3 4 (7.02%) Confluence
4 1 (1.75%) Apache Synapse
4 1 (1.75%) Palantir Foundry
4 1 (1.75%) SAS
Cloud Services
1 48 (84.21%) Azure
2 31 (54.39%) Power Platform
3 24 (42.11%) Azure Synapse Analytics
4 22 (38.60%) Azure Data Factory
5 21 (36.84%) Azure DevOps
6 15 (26.32%) Microsoft Purview
7 6 (10.53%) AWS
7 6 (10.53%) Azure Key Vault
8 5 (8.77%) GitHub
8 5 (8.77%) Serverless
9 4 (7.02%) Azure AI
9 4 (7.02%) dbt
9 4 (7.02%) GitHub Actions
10 2 (3.51%) Anthropic Claude
10 2 (3.51%) Azure Cosmos DB
10 2 (3.51%) Azure Functions
10 2 (3.51%) Cloud Computing
10 2 (3.51%) GCP
10 2 (3.51%) PowerApps
11 1 (1.75%) Amazon S3
Database & Business Intelligence
1 30 (52.63%) Power BI
2 29 (50.88%) Delta Lake
3 23 (40.35%) Data Lake
4 11 (19.30%) Relational Database
5 9 (15.79%) Data Warehouse
6 8 (14.04%) Metadata
7 7 (12.28%) SQL Server
7 7 (12.28%) Tableau
8 6 (10.53%) Azure SQL Database
8 6 (10.53%) NoSQL
9 5 (8.77%) Big Data
9 5 (8.77%) SQL Server Integration Services
10 4 (7.02%) Parquet
11 3 (5.26%) Apache Hive
11 3 (5.26%) Impala
11 3 (5.26%) Sqoop
12 2 (3.51%) Azure SQL Data Warehouse
12 2 (3.51%) Data Vault
12 2 (3.51%) Snowflake Schema
12 2 (3.51%) Star Schema
Development Applications
1 26 (45.61%) Git
2 11 (19.30%) GitLab
3 5 (8.77%) JIRA
4 3 (5.26%) Jenkins
5 1 (1.75%) MLflow
General
1 22 (38.60%) Social Skills
2 21 (36.84%) Finance
3 8 (14.04%) Public Sector
4 5 (8.77%) Analytical Skills
5 3 (5.26%) Law
6 2 (3.51%) Banking
7 1 (1.75%) Documentation Skills
7 1 (1.75%) Inclusion and Diversity
7 1 (1.75%) Influencing Skills
7 1 (1.75%) Pharmaceutical
7 1 (1.75%) Publishing
Job Titles
1 32 (56.14%) Data Engineer
2 15 (26.32%) Senior
3 12 (21.05%) Azure Engineer
4 11 (19.30%) Azure Data Engineer
4 11 (19.30%) Senior Data Engineer
5 9 (15.79%) Developer
6 8 (14.04%) Lead
7 6 (10.53%) Architect
7 6 (10.53%) Data Architect
8 5 (8.77%) Lead Data Engineer
9 4 (7.02%) Azure Architect
9 4 (7.02%) Azure Data Architect
10 3 (5.26%) Analyst
10 3 (5.26%) Data Analyst
10 3 (5.26%) Data Analytics Engineer
10 3 (5.26%) Platform Engineer
11 2 (3.51%) Data Visualisation Analyst
11 2 (3.51%) Senior Data Analyst
11 2 (3.51%) Senior Tester
11 2 (3.51%) Tableau Analyst
Libraries, Frameworks & Software Standards
1 48 (84.21%) PySpark
2 11 (19.30%) Kafka
2 11 (19.30%) Spark Streaming
3 6 (10.53%) YAML
4 5 (8.77%) JSON
5 3 (5.26%) ARM Templates
6 1 (1.75%) Great Expectations
6 1 (1.75%) REST
6 1 (1.75%) Shiny
6 1 (1.75%) XML
Miscellaneous
1 10 (17.54%) Distributed Computing
2 4 (7.02%) Product Ownership
3 3 (5.26%) Cloud Native
4 2 (3.51%) Data Structures
5 1 (1.75%) Algorithms
5 1 (1.75%) Analytical Mindset
5 1 (1.75%) Data Fabric
5 1 (1.75%) IoT
5 1 (1.75%) Legacy Code
5 1 (1.75%) Legacy Systems
5 1 (1.75%) Life Science
5 1 (1.75%) Low-Code
5 1 (1.75%) Onboarding
5 1 (1.75%) Reinsurance
5 1 (1.75%) Self-Motivation
5 1 (1.75%) Video\Live Streaming
Operating Systems
1 1 (1.75%) Unix
Processes & Methodologies
1 38 (66.67%) CI/CD
1 38 (66.67%) DevOps
2 35 (61.40%) Data Engineering
3 34 (59.65%) Business Intelligence
4 32 (56.14%) Analytics
4 32 (56.14%) Data Pipeline
5 23 (40.35%) Agile
5 23 (40.35%) Data Governance
5 23 (40.35%) ETL
6 22 (38.60%) Data Modelling
7 16 (28.07%) Infrastructure as Code
8 15 (26.32%) Performance Tuning
9 13 (22.81%) Data Science
9 13 (22.81%) Dimensional Modelling
10 12 (21.05%) Validation
11 11 (19.30%) Batch Processing
12 10 (17.54%) AI
12 10 (17.54%) Data Architecture
12 10 (17.54%) Data Cleansing
12 10 (17.54%) Use Case
Programming Languages
1 54 (94.74%) SQL
2 48 (84.21%) Python
3 8 (14.04%) Java
3 8 (14.04%) T-SQL
4 7 (12.28%) PowerShell
4 7 (12.28%) R
5 6 (10.53%) Bicep
5 6 (10.53%) Scala
6 5 (8.77%) JavaScript
7 2 (3.51%) Data Analysis Expressions
8 1 (1.75%) SAS Macro
8 1 (1.75%) Shell Script
Qualifications
1 15 (26.32%) Security Cleared
2 13 (22.81%) SC Cleared
3 11 (19.30%) Azure Certification
4 7 (12.28%) BPSS Clearance
5 6 (10.53%) Microsoft Certification
6 1 (1.75%) DBS Check
6 1 (1.75%) DV Cleared
Quality Assurance & Compliance
1 24 (42.11%) Data Quality
2 7 (12.28%) GDPR
2 7 (12.28%) Sarbanes-Oxley
3 2 (3.51%) QA
4 1 (1.75%) Accessibility
4 1 (1.75%) Solvency II
4 1 (1.75%) WCAG
System Software
1 10 (17.54%) Docker
2 3 (5.26%) HDFS
Systems Management
1 17 (29.82%) Terraform
2 10 (17.54%) Kubernetes
3 1 (1.75%) Grafana
Vendors
1 34 (59.65%) Databricks
2 26 (45.61%) Microsoft
3 3 (5.26%) Foundry
4 1 (1.75%) Palantir