Apache Spark Job Trends

Apache Spark
UK

The table below provides summary statistics and salary benchmarking for jobs requiring Apache Spark skills. It covers permanent job vacancies from the 6 months leading up to 17 February 2026, with comparisons to the same periods in the previous two years.

6 months to
17 Feb 2026
Same period 2025 Same period 2024
Rank 492 418 287
Rank change year-on-year -74 -131 -37
Permanent jobs citing Apache Spark 183 303 740
As % of all permanent jobs in the UK 0.27% 0.62% 0.99%
As % of the Application Platforms category 5.10% 6.51% 9.30%
Number of salaries quoted 95 208 278
10th Percentile £57,500 £53,750 £50,172
25th Percentile £70,875 £56,250 £62,500
Median annual salary (50th Percentile) £85,000 £92,500 £80,000
Median % change year-on-year -8.11% +15.63% -3.03%
75th Percentile £130,000 £115,000 £102,500
90th Percentile £140,000 £138,750 £115,000
UK excluding London median annual salary £67,500 £58,750 £70,576
% change year-on-year +14.89% -16.76% +4.56%

All Application Platform Skills
UK

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.

Permanent vacancies with a requirement for application platform skills 3,585 4,652 7,959
As % of all permanent jobs advertised in the UK 5.31% 9.49% 10.62%
Number of salaries quoted 2,379 2,696 6,060
10th Percentile £27,500 £31,250 £27,500
25th Percentile £32,750 £40,000 £34,000
Median annual salary (50th Percentile) £50,000 £57,001 £50,000
Median % change year-on-year -12.28% +14.00% -9.09%
75th Percentile £72,061 £77,500 £68,750
90th Percentile £92,500 £108,750 £87,500
UK excluding London median annual salary £41,000 £46,000 £42,500
% change year-on-year -10.87% +8.24% -10.53%

Apache Spark
Job Vacancy Trend

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

Apache Spark job vacancy trend in the UK

Apache Spark
Salary Trend

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

Salary distribution trend for jobs in the UK citing Apache Spark

Apache Spark
Salary Histogram

Salary distribution for jobs citing Apache Spark over the 6 months to 17 February 2026.

Salary histogram for Apache Spark in the UK

Apache Spark
Top 15 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Spark within the UK over the 6 months to 17 February 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 -56 165 £85,000 -8.11% 124
London -36 119 £95,000 -13.64% 64
Work from Home -64 53 £87,000 -20.91% 57
UK excluding London -31 44 £67,500 +14.89% 91
North of England -5 27 £65,000 +18.18% 25
Yorkshire - 17 £65,000 - 8
North West 0 9 £75,000 +42.86% 11
East of England +21 5 - - 9
South West -14 5 £70,000 -9.68% 16
Scotland -16 3 £90,000 - 7
South East -13 2 £65,000 +13.04% 29
West Midlands +15 1 - - 3
Midlands -2 1 - - 5
Wales -5 1 £95,000 +79.25% 1
North East -7 1 - - 6

Apache Spark
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 52 (28.42%) Apache Airflow
2 51 (27.87%) Apache
3 2 (1.09%) SAS
4 1 (0.55%) Apache Synapse
4 1 (0.55%) Camunda
4 1 (0.55%) Jupyter
Business Applications
1 2 (1.09%) SAP S/4HANA
2 1 (0.55%) SAP ERP
Cloud Services
1 123 (67.21%) AWS
2 95 (51.91%) Azure
3 81 (44.26%) GCP
4 36 (19.67%) Serverless
5 33 (18.03%) AWS Lambda
6 25 (13.66%) dbt
7 24 (13.11%) Snowflake
8 22 (12.02%) Amazon S3
9 18 (9.84%) Amazon EMR
9 18 (9.84%) Power Platform
10 17 (9.29%) Dagster
11 16 (8.74%) Azure Data Factory
12 14 (7.65%) Amazon Kinesis
12 14 (7.65%) Azure Synapse Analytics
13 12 (6.56%) AWS Step Functions
13 12 (6.56%) Azure Machine Learning
14 11 (6.01%) OpenShift
15 10 (5.46%) AWS CloudFormation
16 9 (4.92%) Amazon SageMaker
16 9 (4.92%) Vertex AI
Communications & Networking
1 6 (3.28%) Broadband
2 5 (2.73%) AMQP
3 4 (2.19%) Kerberos
4 1 (0.55%) 4G
4 1 (0.55%) 5G
4 1 (0.55%) Radio Access Network
4 1 (0.55%) TCAP
Database & Business Intelligence
1 79 (43.17%) Big Data
2 67 (36.61%) Data Warehouse
3 58 (31.69%) Hadoop
4 44 (24.04%) Amazon Redshift
5 36 (19.67%) Data Lake
6 24 (13.11%) Tableau
7 23 (12.57%) BigQuery
8 19 (10.38%) Apache Iceberg
8 19 (10.38%) NoSQL
9 18 (9.84%) MySQL
9 18 (9.84%) PostgreSQL
9 18 (9.84%) Power BI
10 17 (9.29%) Delta Lake
11 16 (8.74%) MongoDB
11 16 (8.74%) Relational Database
12 15 (8.20%) SQL Server
13 13 (7.10%) Apache Hive
13 13 (7.10%) Metadata
14 12 (6.56%) Elasticsearch
15 10 (5.46%) DynamoDB
Development Applications
1 15 (8.20%) Git
2 12 (6.56%) MLflow
3 7 (3.83%) Jenkins
4 4 (2.19%) GitLab
5 2 (1.09%) Deequ
6 1 (0.55%) JUnit
General
1 81 (44.26%) Social Skills
2 63 (34.43%) Finance
3 41 (22.40%) Analytical Skills
4 16 (8.74%) Law
5 14 (7.65%) Banking
5 14 (7.65%) Financial Institution
6 9 (4.92%) Public Sector
7 4 (2.19%) Aerospace
7 4 (2.19%) Documentation Skills
7 4 (2.19%) Telecoms
8 3 (1.64%) Front Office
8 3 (1.64%) Tech for Good
9 2 (1.09%) Advertising
9 2 (1.09%) Inclusion and Diversity
9 2 (1.09%) Investment Banking
9 2 (1.09%) Legal
9 2 (1.09%) Marketing
9 2 (1.09%) Retail
10 1 (0.55%) Billing
10 1 (0.55%) Manufacturing
Job Titles
1 81 (44.26%) Data Engineer
2 59 (32.24%) Senior
3 32 (17.49%) Senior Data Engineer
4 25 (13.66%) Developer
5 19 (10.38%) AWS Data Engineer
5 19 (10.38%) AWS Engineer
6 17 (9.29%) Python Developer
7 13 (7.10%) Architect
8 12 (6.56%) Principal Engineer
9 11 (6.01%) Software Engineer
10 10 (5.46%) Data Scientist
11 9 (4.92%) Artificial Intelligence Consultant
11 9 (4.92%) Consultant
11 9 (4.92%) Data Architect
11 9 (4.92%) Data Consultant
11 9 (4.92%) Senior Consultant
12 8 (4.37%) Lead
13 7 (3.83%) Senior Data Scientist
14 5 (2.73%) Azure Engineer
14 5 (2.73%) Data Manager
Libraries, Frameworks & Software Standards
1 77 (42.08%) Kafka
2 24 (13.11%) PySpark
3 22 (12.02%) PyTorch
3 22 (12.02%) REST
3 22 (12.02%) TensorFlow
4 13 (7.10%) Pandas
5 11 (6.01%) Spring
6 10 (5.46%) Spring Boot
7 9 (4.92%) Faiss
7 9 (4.92%) vLLM
8 8 (4.37%) NumPy
8 8 (4.37%) scikit-learn
9 7 (3.83%) boto
9 7 (3.83%) React
9 7 (3.83%) Spark Streaming
10 6 (3.28%) AngularJS
10 6 (3.28%) Node.js
10 6 (3.28%) RabbitMQ
10 6 (3.28%) SpaCy
11 5 (2.73%) OAuth
Miscellaneous
1 38 (20.77%) Distributed Systems
2 24 (13.11%) Cloud Native
3 22 (12.02%) Product Ownership
4 13 (7.10%) e-Learning
5 12 (6.56%) Algorithms
6 10 (5.46%) Management Information System
7 9 (4.92%) Hybrid Cloud
8 7 (3.83%) Data Structures
8 7 (3.83%) Distributed Computing
8 7 (3.83%) Greenfield Project
9 5 (2.73%) Anti-Piracy
9 5 (2.73%) Social Media
10 3 (1.64%) Equities
10 3 (1.64%) FMCG
10 3 (1.64%) Linux Command Line
10 3 (1.64%) Virtual Team
11 2 (1.09%) Analytical Mindset
11 2 (1.09%) Distributed Architecture
11 2 (1.09%) Legacy Systems
11 2 (1.09%) NHS
Operating Systems
1 15 (8.20%) Linux
2 8 (4.37%) Unix
3 5 (2.73%) CentOS
3 5 (2.73%) Debian
3 5 (2.73%) Red Hat Enterprise Linux
3 5 (2.73%) Ubuntu
Processes & Methodologies
1 110 (60.11%) Data Pipeline
2 103 (56.28%) Data Engineering
3 89 (48.63%) Analytics
4 86 (46.99%) CI/CD
5 73 (39.89%) Data Science
6 70 (38.25%) ETL
7 67 (36.61%) Data Modelling
8 65 (35.52%) Machine Learning
9 54 (29.51%) Data Governance
10 51 (27.87%) AI
11 50 (27.32%) Computer Science
12 48 (26.23%) Business Intelligence
12 48 (26.23%) DevOps
12 48 (26.23%) Software Engineering
13 44 (24.04%) Problem-Solving
14 40 (21.86%) Agile
15 36 (19.67%) Mentoring
15 36 (19.67%) Roadmaps
16 29 (15.85%) Fintech
17 28 (15.30%) Observability
Programming Languages
1 167 (91.26%) Python
2 119 (65.03%) SQL
3 72 (39.34%) Java
4 43 (23.50%) Scala
5 10 (5.46%) Bash
6 9 (4.92%) Go
6 9 (4.92%) JavaScript
7 8 (4.37%) R
8 7 (3.83%) C++
9 5 (2.73%) TypeScript
10 3 (1.64%) C#
11 2 (1.09%) Data Analysis Expressions
12 1 (0.55%) ANSI SQL
12 1 (0.55%) Kotlin
12 1 (0.55%) MATLAB
12 1 (0.55%) PowerShell
12 1 (0.55%) Ruby
12 1 (0.55%) T-SQL
Qualifications
1 43 (23.50%) Degree
2 17 (9.29%) Security Cleared
3 15 (8.20%) Computer Science Degree
4 13 (7.10%) PhD
4 13 (7.10%) SC Cleared
5 12 (6.56%) Master's Degree
6 6 (3.28%) AWS Certification
6 6 (3.28%) Azure Certification
7 5 (2.73%) DV Cleared
8 4 (2.19%) AWS Certified Solutions Architect
9 2 (1.09%) TOGAF Certification
10 1 (0.55%) MBA
Quality Assurance & Compliance
1 53 (28.96%) Data Quality
2 8 (4.37%) GDPR
3 6 (3.28%) QA
4 4 (2.19%) Accessibility
5 2 (1.09%) ISO/IEC 27001
System Software
1 36 (19.67%) Docker
2 8 (4.37%) HDFS
3 5 (2.73%) Active Directory
Systems Management
1 33 (18.03%) Kubernetes
2 23 (12.57%) Terraform
3 13 (7.10%) Ansible
4 9 (4.92%) Grafana
4 9 (4.92%) Prometheus
5 5 (2.73%) Puppet
6 3 (1.64%) Kibana
6 3 (1.64%) logstash
7 1 (0.55%) Argo
Vendors
1 57 (31.15%) Databricks
2 16 (8.74%) Oracle
3 13 (7.10%) Palantir
4 12 (6.56%) Google
5 11 (6.01%) Informatica
6 10 (5.46%) Microsoft
6 10 (5.46%) Talend
7 7 (3.83%) Dell
7 7 (3.83%) Red Hat
8 5 (2.73%) SaltStack
9 4 (2.19%) IBM
9 4 (2.19%) SAP
10 1 (0.55%) Automation Anywhere
10 1 (0.55%) Cloudera
10 1 (0.55%) Pega
10 1 (0.55%) ServiceNow
10 1 (0.55%) UiPath