Period
to 20 October 2021

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire with a requirement for Spark Streaming skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Spark Streaming over the 6 months to 20 October 2021 with a comparison to the same period in the previous 2 years.

Apache Spark Streaming
England > Yorkshire
6 months to
20 Oct 2021
Same period 2020 Same period 2019
Rank 257 - -
Rank change year-on-year - - -
Permanent jobs citing Spark Streaming 11 0 0
As % of all permanent jobs advertised in Yorkshire 0.16% - -
As % of the Libraries, Frameworks & Software Standards category 0.49% - -
Number of salaries quoted 7 0 0
Median annual salary (50th Percentile) £35,000 - -
England median annual salary £80,000 £70,000 £85,000
% change year-on-year +14.29% -17.65% +6.25%

Spark Streaming is in the Software Libraries and Frameworks 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 technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
Yorkshire
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 2,234 1,191 2,293
As % of all permanent IT jobs advertised in Yorkshire 33.20% 43.50% 33.02%
Number of salaries quoted 1,722 1,082 1,984
10th Percentile £31,250 £32,500 £27,500
25th Percentile £38,750 £37,500 £35,000
Median annual salary (50th Percentile) £50,000 £47,500 £45,000
Median % change year-on-year +5.26% +5.56% +2.56%
75th Percentile £63,750 £57,500 £55,000
90th Percentile £75,000 £65,000 £64,750
England median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% +4.76%

Spark Streaming
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Spark Streaming in Yorkshire

Spark Streaming
Salary Trend in Yorkshire

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

Salary trend for Spark Streaming in Yorkshire

Spark Streaming
Salary Histogram in Yorkshire

Salary distribution for jobs citing Spark Streaming in Yorkshire over the 6 months to 20 October 2021.

Salary histogram for Spark Streaming in Yorkshire

Spark Streaming
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Spark Streaming within the Yorkshire region over the 6 months to 20 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 - 11 £35,000 -
Spark Streaming
England

For the 6 months to 20 October 2021, IT jobs citing Spark Streaming 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 Spark Streaming.

1 11 (100.00%) Kafka
1 11 (100.00%) Apache Spark
2 10 (90.91%) Data Pipeline
3 8 (72.73%) Big Data
4 6 (54.55%) Apache Cassandra
4 6 (54.55%) NoSQL
4 6 (54.55%) Data Visualisation
4 6 (54.55%) Root Cause Analysis
4 6 (54.55%) Hadoop
4 6 (54.55%) Visualisation
4 6 (54.55%) Amazon EC2
4 6 (54.55%) AWS
4 6 (54.55%) Data Structures
4 6 (54.55%) Amazon EMR
4 6 (54.55%) Amazon RDS
4 6 (54.55%) Data Transformation
4 6 (54.55%) Relational Database
4 6 (54.55%) Amazon Redshift
4 6 (54.55%) SQL
4 6 (54.55%) MySQL
4 6 (54.55%) Tomcat
4 6 (54.55%) Linux
4 6 (54.55%) Service Management
4 6 (54.55%) Management Information System
4 6 (54.55%) Workflow
4 6 (54.55%) PostgreSQL
4 6 (54.55%) Data Analysis
4 6 (54.55%) Workflow Management
4 6 (54.55%) Statistics
4 6 (54.55%) Degree

Spark Streaming
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 11 (100.00%) Apache Spark
2 6 (54.55%) Apache Airflow
2 6 (54.55%) Luigi
2 6 (54.55%) Tomcat
Cloud Services
1 6 (54.55%) Amazon EC2
1 6 (54.55%) Amazon EMR
1 6 (54.55%) AWS
2 5 (45.45%) Azure
2 5 (45.45%) Azure Data Factory
3 2 (18.18%) AWS Lambda
3 2 (18.18%) Azure Active Directory
3 2 (18.18%) Azure Key Vault
3 2 (18.18%) Azure Synapse Analytics
3 2 (18.18%) Serverless
Communications & Networking
1 5 (45.45%) Cisco ASA
2 2 (18.18%) Firewall
Database & Business Intelligence
1 8 (72.73%) Big Data
2 6 (54.55%) Amazon RDS
2 6 (54.55%) Amazon Redshift
2 6 (54.55%) Apache Cassandra
2 6 (54.55%) Azkaban
2 6 (54.55%) Hadoop
2 6 (54.55%) Metadata
2 6 (54.55%) MySQL
2 6 (54.55%) NoSQL
2 6 (54.55%) PostgreSQL
2 6 (54.55%) Relational Database
3 5 (45.45%) Data Lake
4 2 (18.18%) Microsoft Analysis Services
Development Applications
1 6 (54.55%) JIRA
2 4 (36.36%) Jenkins
2 4 (36.36%) Visual Studio
3 2 (18.18%) kappa
General
1 6 (54.55%) Analytical Skills
2 2 (18.18%) Social Skills
Job Titles
1 6 (54.55%) Analyst
1 6 (54.55%) Data Analyst
2 3 (27.27%) Azure DevOps
3 2 (18.18%) Azure DevOps Engineer
3 2 (18.18%) Azure Engineer
3 2 (18.18%) Cloud Engineer
3 2 (18.18%) Data Engineer
3 2 (18.18%) DevOps Engineer
3 2 (18.18%) Platform Engineer
4 1 (9.09%) Lead DevOps
Libraries, Frameworks & Software Standards
1 11 (100.00%) Kafka
2 4 (36.36%) ARM Templates
2 4 (36.36%) LAMP
2 4 (36.36%) LAPP Stack
3 2 (18.18%) SAML
Miscellaneous
1 6 (54.55%) Data Structures
1 6 (54.55%) Management Information System
2 1 (9.09%) Greenfield Project
Operating Systems
1 6 (54.55%) Linux
Processes & Methodologies
1 10 (90.91%) Data Pipeline
2 6 (54.55%) Computer Science
2 6 (54.55%) Data Analysis
2 6 (54.55%) Data Transformation
2 6 (54.55%) Data Visualisation
2 6 (54.55%) Informatics
2 6 (54.55%) Root Cause Analysis
2 6 (54.55%) Service Management
2 6 (54.55%) Statistics
2 6 (54.55%) Visualisation
2 6 (54.55%) Workflow
2 6 (54.55%) Workflow Management
2 6 (54.55%) Workload Management
3 5 (45.45%) Analytics
3 5 (45.45%) Data Ingestion
3 5 (45.45%) DevOps
4 4 (36.36%) Configuration Management
4 4 (36.36%) Data Science
4 4 (36.36%) OO
5 2 (18.18%) Project Management
Programming Languages
1 6 (54.55%) SQL
2 4 (36.36%) C++
2 4 (36.36%) Java
2 4 (36.36%) PowerShell
2 4 (36.36%) Python
2 4 (36.36%) Scala
Qualifications
1 6 (54.55%) Degree
Quality Assurance & Compliance
1 2 (18.18%) QA
System Software
1 2 (18.18%) Active Directory
Systems Management
1 5 (45.45%) Terraform
2 4 (36.36%) Kubernetes
2 4 (36.36%) Opscode Chef
2 4 (36.36%) Puppet
3 3 (27.27%) FortiGate
4 2 (18.18%) Active Directory Federation Services
Vendors
1 5 (45.45%) CheckPoint
1 5 (45.45%) Cisco
1 5 (45.45%) Databricks
1 5 (45.45%) Microsoft