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 5 December 2025, with comparisons to the same periods in the previous two years.

6 months to
5 Dec 2025
Same period 2024 Same period 2023
Rank 448 478 367
Rank change year-on-year +30 -111 -90
Permanent jobs citing Apache Spark 213 286 394
As % of all permanent jobs in the UK 0.38% 0.45% 0.79%
As % of the Application Platforms category 5.72% 5.11% 6.88%
Number of salaries quoted 102 200 251
10th Percentile £50,725 £47,500 £51,250
25th Percentile £65,000 £56,250 £67,500
Median annual salary (50th Percentile) £81,000 £77,500 £79,632
Median % change year-on-year +4.52% -2.68% -0.46%
75th Percentile £116,875 £105,625 £97,290
90th Percentile £140,000 £138,750 £115,000
UK excluding London median annual salary £60,000 £57,500 £75,000
% change year-on-year +4.35% -23.33% +15.38%

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 3,727 5,594 5,725
As % of all permanent jobs advertised in the UK 6.70% 8.84% 11.43%
Number of salaries quoted 2,540 3,437 4,509
10th Percentile £28,325 £31,250 £31,250
25th Percentile £34,188 £39,750 £38,000
Median annual salary (50th Percentile) £51,500 £55,875 £55,000
Median % change year-on-year -7.83% +1.59% -
75th Percentile £73,750 £82,500 £75,000
90th Percentile £96,375 £115,000 £91,934
UK excluding London median annual salary £42,500 £47,500 £47,500
% change year-on-year -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 5 December 2025.

Salary histogram for Apache Spark in the UK

Apache Spark
Top 16 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 5 December 2025. 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 +43 200 £81,000 +4.52% 343
London +41 137 £95,000 - 61
UK excluding London +38 69 £60,000 +4.35% 341
Work from Home -12 43 £80,000 +9.97% 467
North of England +44 34 £60,000 +20.00% 74
Yorkshire +14 22 £60,000 +21.77% 32
Midlands +49 12 £55,000 -8.33% 50
Scotland +20 9 £90,000 - 23
North West +27 7 £54,250 +3.33% 35
East Midlands +12 7 - - 22
West Midlands +32 5 £55,000 -15.38% 24
South East +20 5 £65,000 +13.04% 98
North East +12 5 £47,500 -3.60% 7
East of England +27 4 - - 43
South West -3 4 £55,000 -29.03% 38
Wales +8 2 £50,124 -24.28% 13

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 (24.41%) Apache
2 44 (20.66%) Apache Airflow
3 5 (2.35%) Apache Synapse
3 5 (2.35%) SAS
4 3 (1.41%) Luigi
5 1 (0.47%) Apache Pulsar
5 1 (0.47%) Apache Superset
5 1 (0.47%) Appian
5 1 (0.47%) Jupyter
Business Applications
1 13 (6.10%) SAP S/4HANA
2 1 (0.47%) SAP ERP
Cloud Services
1 152 (71.36%) AWS
2 112 (52.58%) Azure
3 74 (34.74%) GCP
4 41 (19.25%) Amazon S3
5 32 (15.02%) Serverless
6 26 (12.21%) Azure Synapse Analytics
7 25 (11.74%) Amazon EKS
7 25 (11.74%) AWS Lambda
8 20 (9.39%) Power Platform
8 20 (9.39%) Snowflake
9 19 (8.92%) Amazon ELB
9 19 (8.92%) Amazon EMR
10 17 (7.98%) Amazon Kinesis
11 16 (7.51%) dbt
12 14 (6.57%) AWS Step Functions
12 14 (6.57%) Azure Data Factory
13 12 (5.63%) GitHub
14 8 (3.76%) OpenShift
14 8 (3.76%) Prefect
15 7 (3.29%) Azure Machine Learning
Communications & Networking
1 4 (1.88%) Kerberos
2 2 (0.94%) AMQP
2 2 (0.94%) PuTTY
3 1 (0.47%) TCAP
Database & Business Intelligence
1 96 (45.07%) Big Data
2 73 (34.27%) Hadoop
3 68 (31.92%) Data Warehouse
4 57 (26.76%) Amazon Redshift
5 47 (22.07%) NoSQL
6 40 (18.78%) Metadata
7 35 (16.43%) Data Lake
8 34 (15.96%) DynamoDB
9 30 (14.08%) Delta Lake
10 27 (12.68%) PostgreSQL
11 25 (11.74%) Spark SQL
12 23 (10.80%) SQL Server
13 21 (9.86%) MySQL
14 19 (8.92%) Apache Hive
14 19 (8.92%) MongoDB
14 19 (8.92%) Power BI
15 17 (7.98%) Relational Database
16 14 (6.57%) Apache Cassandra
16 14 (6.57%) BigQuery
17 13 (6.10%) Neo4j
Development Applications
1 29 (13.62%) MLflow
2 16 (7.51%) Git
3 11 (5.16%) Jenkins
4 3 (1.41%) GitLab
4 3 (1.41%) Gradle
5 2 (0.94%) CircleCI
5 2 (0.94%) Maven
6 1 (0.47%) Cucumber
6 1 (0.47%) Deequ
6 1 (0.47%) JUnit
6 1 (0.47%) Mercurial
6 1 (0.47%) Robot Framework
6 1 (0.47%) Selenium
6 1 (0.47%) Snyk
6 1 (0.47%) Terragrunt
General
1 113 (53.05%) Social Skills
2 67 (31.46%) Finance
3 54 (25.35%) Analytical Skills
4 40 (18.78%) Law
5 18 (8.45%) Financial Institution
6 15 (7.04%) Banking
7 14 (6.57%) Inclusion and Diversity
8 13 (6.10%) Public Sector
9 9 (4.23%) Marketing
10 5 (2.35%) Manufacturing
10 5 (2.35%) Tech for Good
11 4 (1.88%) Front Office
11 4 (1.88%) Investment Banking
12 3 (1.41%) Legal
12 3 (1.41%) Retail
13 2 (0.94%) Advertising
13 2 (0.94%) Aerospace
13 2 (0.94%) Electronics
13 2 (0.94%) Telecoms
14 1 (0.47%) Pharmaceutical
Job Titles
1 76 (35.68%) Data Engineer
2 51 (23.94%) Senior
3 33 (15.49%) Senior Data Engineer
4 23 (10.80%) Lead
5 20 (9.39%) Architect
5 20 (9.39%) Developer
5 20 (9.39%) Machine Learning Engineer
6 19 (8.92%) Operations Engineer
7 17 (7.98%) Software Engineer
8 15 (7.04%) AWS Engineer
8 15 (7.04%) Principal Engineer
9 13 (6.10%) AWS Data Engineer
9 13 (6.10%) Data Architect
9 13 (6.10%) Data Scientist
9 13 (6.10%) Product Lead
10 12 (5.63%) Python Developer
11 9 (4.23%) Python Engineer
12 8 (3.76%) Senior Data Scientist
13 5 (2.35%) Java Engineer
13 5 (2.35%) Python Software Engineer
Libraries, Frameworks & Software Standards
1 88 (41.31%) Kafka
2 42 (19.72%) PySpark
3 37 (17.37%) PyTorch
3 37 (17.37%) TensorFlow
4 33 (15.49%) scikit-learn
5 30 (14.08%) Pandas
6 23 (10.80%) NumPy
7 19 (8.92%) Keras
7 19 (8.92%) Lambda Expressions
7 19 (8.92%) Metaflow
7 19 (8.92%) YAML
8 16 (7.51%) REST
9 11 (5.16%) Spark Streaming
10 8 (3.76%) boto
10 8 (3.76%) React
11 7 (3.29%) SpaCy
11 7 (3.29%) Spring
12 5 (2.35%) Apache Beam
12 5 (2.35%) Google JAX
12 5 (2.35%) Hugging Face
Miscellaneous
1 49 (23.00%) Distributed Systems
2 25 (11.74%) Cloud Native
3 24 (11.27%) Product Ownership
4 22 (10.33%) Linux Command Line
5 17 (7.98%) e-Learning
6 14 (6.57%) Algorithms
6 14 (6.57%) FMCG
7 12 (5.63%) Management Information System
8 11 (5.16%) Hybrid Cloud
9 9 (4.23%) Data Structures
10 8 (3.76%) Greenfield Project
10 8 (3.76%) Legacy Systems
11 7 (3.29%) Distributed Computing
12 3 (1.41%) Equities
12 3 (1.41%) Robotics
12 3 (1.41%) Virtual Team
13 2 (0.94%) Distributed Architecture
13 2 (0.94%) Mainframe
14 1 (0.47%) Culture of Ownership
14 1 (0.47%) Genomics
Operating Systems
1 32 (15.02%) Unix
2 11 (5.16%) Linux
3 2 (0.94%) CentOS
3 2 (0.94%) Debian
3 2 (0.94%) Red Hat Enterprise Linux
3 2 (0.94%) Ubuntu
Processes & Methodologies
1 109 (51.17%) CI/CD
2 106 (49.77%) Data Pipeline
3 104 (48.83%) Machine Learning
4 100 (46.95%) Data Engineering
5 97 (45.54%) Analytics
6 91 (42.72%) Data Science
7 85 (39.91%) ETL
8 79 (37.09%) Data Modelling
9 73 (34.27%) AI
10 69 (32.39%) DevOps
11 59 (27.70%) Software Engineering
12 55 (25.82%) Problem-Solving
13 54 (25.35%) Data Governance
14 50 (23.47%) Business Intelligence
15 46 (21.60%) Containerisation
16 45 (21.13%) Agile
16 45 (21.13%) Mentoring
17 44 (20.66%) MLOps
18 43 (20.19%) Visualisation
19 37 (17.37%) Metadata Management
Programming Languages
1 179 (84.04%) Python
2 154 (72.30%) SQL
3 64 (30.05%) Java
4 34 (15.96%) Scala
5 9 (4.23%) R
6 6 (2.82%) JavaScript
7 4 (1.88%) Bash
7 4 (1.88%) TypeScript
8 3 (1.41%) C#
8 3 (1.41%) C++
8 3 (1.41%) T-SQL
9 2 (0.94%) Data Analysis Expressions
9 2 (0.94%) Kotlin
9 2 (0.94%) PL/SQL
9 2 (0.94%) PROC SQL
10 1 (0.47%) ANSI SQL
10 1 (0.47%) C
10 1 (0.47%) MATLAB
10 1 (0.47%) Ruby
Qualifications
1 37 (17.37%) Degree
2 20 (9.39%) Master's Degree
3 17 (7.98%) PhD
4 12 (5.63%) Computer Science Degree
5 10 (4.69%) Security Cleared
6 8 (3.76%) SC Cleared
7 7 (3.29%) Azure Certification
8 5 (2.35%) AWS Certification
9 4 (1.88%) DV Cleared
10 2 (0.94%) TOGAF Certification
11 1 (0.47%) MBA
11 1 (0.47%) Microsoft Certification
Quality Assurance & Compliance
1 54 (25.35%) Data Quality
2 19 (8.92%) QA
3 10 (4.69%) GDPR
4 2 (0.94%) ISO/IEC 27001
5 1 (0.47%) Accessibility
System Software
1 54 (25.35%) Docker
2 13 (6.10%) HDFS
3 5 (2.35%) Active Directory
4 2 (0.94%) Apache Flume
5 1 (0.47%) VMware Infrastructure
Systems Management
1 56 (26.29%) Kubernetes
2 42 (19.72%) Terraform
3 26 (12.21%) Kubeflow
4 13 (6.10%) Ansible
5 7 (3.29%) Prometheus
6 6 (2.82%) Grafana
7 5 (2.35%) Kibana
7 5 (2.35%) logstash
8 4 (1.88%) Puppet
9 2 (0.94%) Oozie
9 2 (0.94%) Progress Chef
10 1 (0.47%) Argo
Vendors
1 91 (42.72%) Databricks
2 22 (10.33%) Oracle
3 18 (8.45%) SAP
4 15 (7.04%) Microsoft
5 14 (6.57%) Informatica
6 11 (5.16%) Talend
7 8 (3.76%) Google
8 7 (3.29%) Dell
9 5 (2.35%) Palantir
10 3 (1.41%) Cloudera
10 3 (1.41%) IBM
10 3 (1.41%) Red Hat
11 2 (0.94%) MicroStrategy
11 2 (0.94%) SaltStack
12 1 (0.47%) BiZZdesign
12 1 (0.47%) Black Duck
12 1 (0.47%) OpenAI
12 1 (0.47%) Salesforce
12 1 (0.47%) UiPath
12 1 (0.47%) VMware