Apache Spark Job Trends in England

Apache Spark
UK > England

The table below provides summary statistics and salary benchmarking for jobs advertised in England requiring Apache Spark 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 456 357 442
Rank change year-on-year -99 +85 -200
Permanent jobs citing Apache Spark 191 280 383
As % of all permanent jobs in England 0.29% 0.72% 0.52%
As % of the Application Platforms category 5.96% 7.31% 4.93%
Number of salaries quoted 92 196 243
10th Percentile £54,125 £53,750 £50,172
25th Percentile £72,313 £56,250 £62,500
Median annual salary (50th Percentile) £85,000 £88,750 £80,000
Median % change year-on-year -4.23% +10.94% -5.88%
75th Percentile £130,625 £115,000 £110,000
90th Percentile £140,000 £138,750 £118,000
UK median annual salary £85,000 £88,750 £80,000
% change year-on-year -4.23% +10.94% -5.88%

All Application Platform Skills
England

Apache Spark falls under the Application Platforms category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring application platform skills in England.

Permanent vacancies with a requirement for application platform skills 3,206 3,832 7,768
As % of all permanent jobs advertised in England 4.89% 9.79% 10.47%
Number of salaries quoted 2,320 2,559 6,203
10th Percentile £27,500 £30,400 £27,500
25th Percentile £32,500 £38,750 £34,000
Median annual salary (50th Percentile) £50,000 £57,000 £50,000
Median % change year-on-year -12.28% +14.00% -9.09%
75th Percentile £70,000 £77,500 £68,750
90th Percentile £90,000 £110,000 £89,800
UK median annual salary £50,000 £55,000 £50,000
% change year-on-year -9.09% +10.00% -9.09%

Apache Spark
Job Vacancy Trend in England

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

Apache Spark job vacancy trend in England

Apache Spark
Salary Trend in England

Salary distribution trend for jobs in England citing Apache Spark.

Salary distribution trend for jobs in England citing Apache Spark

Apache Spark
Salary Histogram in England

Salary distribution for jobs citing Apache Spark in England over the 6 months to 14 March 2026.

Salary histogram for Apache Spark in England

Apache Spark
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Spark within the England region 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
London -34 132 £95,000 -13.64% 49
North of England -46 24 £65,000 +18.18% 16
Yorkshire -31 15 £65,000 +13.04% 6
East of England +17 14 £75,000 -7.69% 3
South West -26 10 £80,000 - 11
North West -19 8 £95,000 +72.73% 7
South East -47 4 £65,000 +13.04% 17
West Midlands +3 1 - - 2
North East -21 1 - - 3
Midlands -30 1 - - 3
Apache Spark
UK

Apache Spark
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 79 (41.36%) Apache Airflow
2 76 (39.79%) Apache
3 1 (0.52%) Apache Synapse
3 1 (0.52%) Camunda
3 1 (0.52%) Jupyter
3 1 (0.52%) Palantir Foundry
3 1 (0.52%) SAS
Applications
1 13 (6.81%) MS Visio
Cloud Services
1 122 (63.87%) AWS
2 78 (40.84%) Azure
3 63 (32.98%) GCP
4 48 (25.13%) Amazon S3
5 37 (19.37%) OpenShift
6 31 (16.23%) dbt
6 31 (16.23%) Power Platform
7 30 (15.71%) Serverless
8 27 (14.14%) AWS Lambda
9 24 (12.57%) Snowflake
10 21 (10.99%) Azure Synapse Analytics
11 17 (8.90%) Azure Data Factory
12 14 (7.33%) Amazon EMR
13 10 (5.24%) Amazon Kinesis
13 10 (5.24%) AWS CloudFormation
14 9 (4.71%) Dagster
15 8 (4.19%) Azure DevOps
15 8 (4.19%) GitHub
16 7 (3.66%) Amazon EKS
16 7 (3.66%) AWS Step Functions
Communications & Networking
1 7 (3.66%) Broadband
2 5 (2.62%) AMQP
2 5 (2.62%) Kerberos
3 1 (0.52%) 4G
3 1 (0.52%) 5G
3 1 (0.52%) Radio Access Network
3 1 (0.52%) TCAP
Database & Business Intelligence
1 66 (34.55%) Big Data
2 56 (29.32%) Data Warehouse
3 47 (24.61%) Tableau
4 41 (21.47%) Hadoop
5 40 (20.94%) Data Lake
6 35 (18.32%) Apache Hive
7 33 (17.28%) Amazon Redshift
8 31 (16.23%) Power BI
9 27 (14.14%) Spark SQL
10 25 (13.09%) Impala
10 25 (13.09%) Oracle Database
10 25 (13.09%) Parquet
11 23 (12.04%) BigQuery
12 17 (8.90%) MySQL
12 17 (8.90%) Relational Database
13 16 (8.38%) Elasticsearch
13 16 (8.38%) PostgreSQL
14 14 (7.33%) Snowflake Schema
15 13 (6.81%) MongoDB
16 12 (6.28%) NoSQL
Development Applications
1 42 (21.99%) Git
2 25 (13.09%) IBM UrbanCode
3 13 (6.81%) MLflow
4 7 (3.66%) GitLab
4 7 (3.66%) Jenkins
5 2 (1.05%) Deequ
6 1 (0.52%) JIRA
6 1 (0.52%) JUnit
General
1 81 (42.41%) Finance
2 78 (40.84%) Social Skills
3 59 (30.89%) Analytical Skills
4 34 (17.80%) Banking
5 25 (13.09%) Investment Banking
6 13 (6.81%) Law
6 13 (6.81%) Legal
7 9 (4.71%) Public Sector
8 6 (3.14%) Financial Institution
9 4 (2.09%) Aerospace
9 4 (2.09%) Documentation Skills
9 4 (2.09%) Telecoms
10 2 (1.05%) Advertising
10 2 (1.05%) Inclusion and Diversity
10 2 (1.05%) Marketing
10 2 (1.05%) Retail
10 2 (1.05%) Tech for Good
11 1 (0.52%) Billing
11 1 (0.52%) Games
11 1 (0.52%) Manufacturing
Job Titles
1 74 (38.74%) Data Engineer
2 53 (27.75%) Senior
3 29 (15.18%) Senior Data Engineer
4 26 (13.61%) Analyst
5 24 (12.57%) Developer
6 23 (12.04%) Transformation Analyst
7 22 (11.52%) Banking Analyst
8 20 (10.47%) Python Developer
9 14 (7.33%) AWS Data Engineer
9 14 (7.33%) AWS Engineer
10 13 (6.81%) Architect
10 13 (6.81%) Business Analyst
11 12 (6.28%) Data Business Analyst
11 12 (6.28%) Technical Analyst
12 11 (5.76%) Investment Banking Business Analyst
12 11 (5.76%) Software Engineer
13 10 (5.24%) Senior Systems Engineer
14 9 (4.71%) Data Architect
14 9 (4.71%) Principal Engineer
14 9 (4.71%) Systems Engineer
Libraries, Frameworks & Software Standards
1 81 (42.41%) Kafka
2 49 (25.65%) PySpark
3 26 (13.61%) REST
4 25 (13.09%) Pandas
5 18 (9.42%) PyTorch
5 18 (9.42%) TensorFlow
6 13 (6.81%) scikit-learn
6 13 (6.81%) Spring
7 12 (6.28%) Spring Boot
8 11 (5.76%) LangChain
9 9 (4.71%) LlamaIndex
9 9 (4.71%) Node.js
9 9 (4.71%) OAuth
9 9 (4.71%) pgvector
10 8 (4.19%) NumPy
11 7 (3.66%) React
12 6 (3.14%) AngularJS
12 6 (3.14%) LDAP
12 6 (3.14%) OAuth2
12 6 (3.14%) RabbitMQ
Miscellaneous
1 31 (16.23%) Cloud Native
2 28 (14.66%) Distributed Systems
3 10 (5.24%) Algorithms
3 10 (5.24%) Distributed Computing
4 9 (4.71%) Clustering
4 9 (4.71%) Public Cloud
5 8 (4.19%) Data Structures
5 8 (4.19%) Product Ownership
6 7 (3.66%) Management Information System
7 6 (3.14%) Anti-Piracy
7 6 (3.14%) Hybrid Cloud
7 6 (3.14%) Social Media
8 5 (2.62%) e-Learning
9 4 (2.09%) Linux Command Line
10 3 (1.57%) Distributed Architecture
10 3 (1.57%) Greenfield Project
10 3 (1.57%) Virtual Team
11 2 (1.05%) Analytical Mindset
11 2 (1.05%) Data Fabric
11 2 (1.05%) Legacy Systems
Operating Systems
1 16 (8.38%) Linux
2 6 (3.14%) Unix
3 5 (2.62%) CentOS
3 5 (2.62%) Debian
3 5 (2.62%) Red Hat Enterprise Linux
3 5 (2.62%) Ubuntu
Processes & Methodologies
1 122 (63.87%) Data Pipeline
2 111 (58.12%) Analytics
3 101 (52.88%) Data Engineering
4 98 (51.31%) ETL
5 91 (47.64%) CI/CD
6 82 (42.93%) AI
6 82 (42.93%) Data Governance
7 70 (36.65%) Data Modelling
8 65 (34.03%) Agile
9 62 (32.46%) Data Science
10 60 (31.41%) Machine Learning
11 50 (26.18%) Software Engineering
12 47 (24.61%) Business Intelligence
12 47 (24.61%) Computer Science
13 40 (20.94%) DevOps
14 39 (20.42%) Problem-Solving
15 36 (18.85%) Data Transformation
15 36 (18.85%) Scrum
16 30 (15.71%) Performance Tuning
17 29 (15.18%) Fintech
Programming Languages
1 177 (92.67%) Python
2 142 (74.35%) SQL
3 48 (25.13%) Java
4 27 (14.14%) Scala
5 8 (4.19%) C++
6 7 (3.66%) JavaScript
7 5 (2.62%) R
8 3 (1.57%) Data Analysis Expressions
8 3 (1.57%) TypeScript
9 1 (0.52%) ANSI SQL
9 1 (0.52%) Bash
9 1 (0.52%) Bicep
9 1 (0.52%) C#
9 1 (0.52%) Kotlin
9 1 (0.52%) MATLAB
9 1 (0.52%) Ruby
9 1 (0.52%) T-SQL
Qualifications
1 32 (16.75%) Degree
2 18 (9.42%) Computer Science Degree
3 16 (8.38%) Security Cleared
4 13 (6.81%) SC Cleared
5 9 (4.71%) Master's Degree
5 9 (4.71%) PhD
6 8 (4.19%) Azure Certification
7 6 (3.14%) AWS Certification
7 6 (3.14%) DV Cleared
8 5 (2.62%) AWS Certified Solutions Architect
9 2 (1.05%) Microsoft Certification
9 2 (1.05%) TOGAF Certification
10 1 (0.52%) AWS Certified DevOps Engineer
10 1 (0.52%) MBA
Quality Assurance & Compliance
1 79 (41.36%) Data Quality
2 25 (13.09%) GDPR
3 21 (10.99%) California Consumer Privacy Act
4 12 (6.28%) HIPAA
5 3 (1.57%) Accessibility
5 3 (1.57%) QA
6 1 (0.52%) ISO/IEC 27001
System Software
1 33 (17.28%) Docker
2 6 (3.14%) Active Directory
3 3 (1.57%) HDFS
Systems Management
1 37 (19.37%) Kubernetes
2 27 (14.14%) Terraform
3 15 (7.85%) Ansible
4 12 (6.28%) Grafana
5 11 (5.76%) Prometheus
6 5 (2.62%) Puppet
7 3 (1.57%) Kibana
7 3 (1.57%) logstash
8 1 (0.52%) Argo
Vendors
1 44 (23.04%) Databricks
2 37 (19.37%) Oracle
3 32 (16.75%) Red Hat
4 17 (8.90%) Dell
5 12 (6.28%) Microsoft
6 10 (5.24%) Google
7 9 (4.71%) Cloudera
8 7 (3.66%) Informatica
9 6 (3.14%) Talend
10 5 (2.62%) Palantir
10 5 (2.62%) SaltStack
11 2 (1.05%) IBM
11 2 (1.05%) OpenAI
12 1 (0.52%) Automation Anywhere
12 1 (0.52%) Foundry
12 1 (0.52%) Pega
12 1 (0.52%) SAP
12 1 (0.52%) ServiceNow
12 1 (0.52%) UiPath