Period
to 15 October 2021

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire with a requirement for Apache Spark skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Apache Spark over the 6 months to 15 October 2021 with a comparison to the same period in the previous 2 years.

Apache Spark
England > Yorkshire
6 months to
15 Oct 2021
Same period 2020 Same period 2019
Rank 228 152 235
Rank change year-on-year -76 +83 +30
Permanent jobs citing Apache Spark 40 9 56
As % of all permanent jobs advertised in Yorkshire 0.60% 0.34% 0.79%
As % of the Application Platforms category 5.84% 3.13% 6.37%
Number of salaries quoted 20 6 48
10th Percentile £32,500 £46,000 £41,091
25th Percentile £33,063 £48,875 £43,635
Median annual salary (50th Percentile) £52,500 £60,000 £58,638
Median % change year-on-year -12.50% +2.32% +16.69%
75th Percentile £67,188 £62,500 £71,563
90th Percentile £75,000 £68,125 £95,000
England median annual salary £78,750 £74,125 £73,875
% change year-on-year +6.24% +0.34% +1.90%

Apache Spark is in the Application Platforms category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Yorkshire with a requirement for application platform skills.

All Application Platform Skills
Yorkshire
Permanent vacancies with a requirement for application platform skills 685 288 879
As % of all permanent IT jobs advertised in Yorkshire 10.25% 10.79% 12.40%
Number of salaries quoted 541 252 752
10th Percentile £27,500 £26,250 £24,775
25th Percentile £33,750 £34,688 £30,356
Median annual salary (50th Percentile) £42,500 £44,250 £40,000
Median % change year-on-year -3.95% +10.63% -5.88%
75th Percentile £57,500 £53,750 £55,000
90th Percentile £65,000 £62,500 £61,250
England median annual salary £55,000 £55,000 £50,000
% change year-on-year - +10.00% -

Apache Spark
Job Vacancy Trend in Yorkshire

Job postings citing Apache Spark as a proportion of all IT jobs advertised in Yorkshire.

Job vacancy trend for Apache Spark in Yorkshire

Apache Spark
Salary Trend in Yorkshire

3-month moving average salary quoted in jobs citing Apache Spark in Yorkshire.

Salary trend for Apache Spark in Yorkshire

Apache Spark
Salary Histogram in Yorkshire

Salary distribution for jobs citing Apache Spark in Yorkshire over the 6 months to 15 October 2021.

Salary histogram for Apache Spark in Yorkshire

Apache Spark
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Apache Spark within the Yorkshire region over the 6 months to 15 October 2021. 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
Job
Vacancies
West Yorkshire -61 35 £52,500 -12.50% 4
North Yorkshire - 3 - -
South Yorkshire -48 2 £35,000 -23.91%
Apache Spark
England

For the 6 months to 15 October 2021, IT jobs citing Apache Spark also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Yorkshire region with a requirement for Apache Spark.

1 28 (70.00%) Python
2 27 (67.50%) Azure
3 26 (65.00%) Hadoop
4 24 (60.00%) SQL
5 22 (55.00%) AWS
5 22 (55.00%) Databricks
6 21 (52.50%) Kafka
7 20 (50.00%) NoSQL
8 19 (47.50%) Big Data
8 19 (47.50%) Data Pipeline
9 18 (45.00%) Azure Synapse Analytics
9 18 (45.00%) Analytics
10 16 (40.00%) Azure Data Factory
11 15 (37.50%) Data Lake
11 15 (37.50%) Apache Cassandra
11 15 (37.50%) Data Analysis
12 14 (35.00%) Visualisation
12 14 (35.00%) Apache
12 14 (35.00%) Data Analytics
12 14 (35.00%) Data Engineering
13 13 (32.50%) Data Warehouse
13 13 (32.50%) Agile Software Development
14 12 (30.00%) Microsoft
14 12 (30.00%) Relational Database
15 11 (27.50%) Social Skills
15 11 (27.50%) Metadata
15 11 (27.50%) DevOps
15 11 (27.50%) MySQL
15 11 (27.50%) Data Integration
16 10 (25.00%) Scala

Apache Spark
Co-occurring IT Skills in Yorkshire by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 14 (35.00%) Apache
2 5 (12.50%) Apache Airflow
2 5 (12.50%) Luigi
2 5 (12.50%) Tomcat
3 4 (10.00%) Apache Synapse
4 3 (7.50%) Apache Solr
Cloud Services
1 27 (67.50%) Azure
2 22 (55.00%) AWS
3 18 (45.00%) Azure Synapse Analytics
4 16 (40.00%) Azure Data Factory
5 9 (22.50%) Serverless
6 8 (20.00%) Power Platform
7 6 (15.00%) SaaS
8 5 (12.50%) Amazon EC2
8 5 (12.50%) Amazon EMR
8 5 (12.50%) Amazon Kinesis
8 5 (12.50%) Azure Functions
8 5 (12.50%) PaaS
9 4 (10.00%) AWS Lambda
9 4 (10.00%) Azure Cosmos DB
9 4 (10.00%) Azure Logic Apps
9 4 (10.00%) Azure Service Bus
10 3 (7.50%) Azure App Service
10 3 (7.50%) Azure Service Fabric
10 3 (7.50%) Azure Storage
10 3 (7.50%) Cortana Intelligence Suite
Communications & Networking
1 5 (12.50%) Cisco ASA
2 4 (10.00%) Firewall
Database & Business Intelligence
1 26 (65.00%) Hadoop
2 20 (50.00%) NoSQL
3 19 (47.50%) Big Data
4 15 (37.50%) Apache Cassandra
4 15 (37.50%) Data Lake
5 13 (32.50%) Data Warehouse
6 12 (30.00%) Relational Database
7 11 (27.50%) Metadata
7 11 (27.50%) MySQL
8 10 (25.00%) Amazon Redshift
9 8 (20.00%) Power BI
9 8 (20.00%) SQL Server
10 7 (17.50%) Amazon Athena
11 6 (15.00%) OLAP
12 5 (12.50%) HBase
12 5 (12.50%) Metadata Repository
12 5 (12.50%) MongoDB
12 5 (12.50%) PostgreSQL
12 5 (12.50%) SQL Server Analysis Services
12 5 (12.50%) SQL Server Integration Services
Development Applications
1 7 (17.50%) Visual Studio
2 5 (12.50%) JIRA
3 4 (10.00%) Jenkins
4 3 (7.50%) Visual Studio Team System
5 2 (5.00%) kappa
5 2 (5.00%) RStudio
General
1 11 (27.50%) Social Skills
2 5 (12.50%) Analytical Skills
2 5 (12.50%) Legal
2 5 (12.50%) Public Sector
3 3 (7.50%) Electronics
3 3 (7.50%) Inclusion and Diversity
3 3 (7.50%) Retail
4 2 (5.00%) Finance
4 2 (5.00%) Presentation Skills
5 1 (2.50%) Military
Job Titles
1 12 (30.00%) Data Engineer
2 8 (20.00%) Architect
3 6 (15.00%) Senior Data Engineer
3 6 (15.00%) Solutions Architect
4 5 (12.50%) Analyst
4 5 (12.50%) Data Analyst
5 4 (10.00%) Azure Architect
5 4 (10.00%) Data Architect
5 4 (10.00%) Developer
6 3 (7.50%) Azure Developer
6 3 (7.50%) Azure DevOps
6 3 (7.50%) Azure Engineer
6 3 (7.50%) Cloud Engineer
6 3 (7.50%) Data Scientist
6 3 (7.50%) Integration Developer
6 3 (7.50%) Lead Developer
6 3 (7.50%) Senior Data Scientist
6 3 (7.50%) Senior Developer
6 3 (7.50%) Senior Integration Developer
7 2 (5.00%) Administrator
Libraries, Frameworks & Software Standards
1 21 (52.50%) Kafka
2 10 (25.00%) Spark Streaming
3 5 (12.50%) PySpark
3 5 (12.50%) SAML
4 4 (10.00%) .NET
4 4 (10.00%) ARM Templates
4 4 (10.00%) JSON
4 4 (10.00%) LAMP
4 4 (10.00%) LAPP Stack
5 3 (7.50%) GeoJSON
5 3 (7.50%) REST
5 3 (7.50%) RESTful
5 3 (7.50%) SOAP
5 3 (7.50%) Web Services
6 2 (5.00%) NumPy
7 1 (2.50%) COM
7 1 (2.50%) XML
Miscellaneous
1 5 (12.50%) Data Structures
1 5 (12.50%) Management Information System
1 5 (12.50%) NHS
2 3 (7.50%) Blog
2 3 (7.50%) Data Centre
2 3 (7.50%) Enterprise Software
2 3 (7.50%) Hybrid Cloud
2 3 (7.50%) Social Network
2 3 (7.50%) Tandem
3 2 (5.00%) Public Cloud
4 1 (2.50%) Greenfield Project
4 1 (2.50%) Reference Data
4 1 (2.50%) Self-Motivation
Operating Systems
1 8 (20.00%) Linux
2 2 (5.00%) Windows
Processes & Methodologies
1 19 (47.50%) Data Pipeline
2 18 (45.00%) Analytics
3 15 (37.50%) Data Analysis
4 14 (35.00%) Data Analytics
4 14 (35.00%) Data Engineering
4 14 (35.00%) Visualisation
5 13 (32.50%) Agile Software Development
6 11 (27.50%) Data Integration
6 11 (27.50%) DevOps
7 10 (25.00%) Data Modelling
8 9 (22.50%) Business Intelligence
8 9 (22.50%) Machine Learning
9 8 (20.00%) Computer Science
9 8 (20.00%) Data Science
9 8 (20.00%) Data Visualisation
9 8 (20.00%) Statistics
10 7 (17.50%) Migration
11 6 (15.00%) Configuration Management
12 5 (12.50%) Biometrics
12 5 (12.50%) Service Management
Programming Languages
1 28 (70.00%) Python
2 24 (60.00%) SQL
3 10 (25.00%) Scala
4 6 (15.00%) Java
5 5 (12.50%) PowerShell
5 5 (12.50%) R
6 4 (10.00%) C++
6 4 (10.00%) T-SQL
7 3 (7.50%) JavaScript
8 2 (5.00%) C#
8 2 (5.00%) MATLAB
9 1 (2.50%) PL/SQL
Qualifications
1 8 (20.00%) Degree
2 3 (7.50%) Master's Degree
Quality Assurance & Compliance
1 2 (5.00%) Data Quality
2 1 (2.50%) QA
System Software
1 2 (5.00%) Active Directory
1 2 (5.00%) Docker
2 1 (2.50%) HDFS
Systems Management
1 6 (15.00%) Kubernetes
1 6 (15.00%) Opscode Chef
1 6 (15.00%) Puppet
2 5 (12.50%) Terraform
3 4 (10.00%) Ansible
4 3 (7.50%) FortiGate
5 2 (5.00%) Active Directory Federation Services
Vendors
1 22 (55.00%) Databricks
2 12 (30.00%) Microsoft
3 5 (12.50%) CheckPoint
3 5 (12.50%) Cisco
3 5 (12.50%) Remedy
4 3 (7.50%) Alteryx
4 3 (7.50%) IBM
4 3 (7.50%) NVIDIA
4 3 (7.50%) Oracle
5 2 (5.00%) MapR
5 2 (5.00%) Red Hat
6 1 (2.50%) Google
6 1 (2.50%) Talend