Period
to

The following table provides summary statistics for permanent job vacancies with a requirement for NoSQL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited NoSQL over the 6 months to 17 May 2022 with a comparison to the same period in the previous 2 years.

NoSQL
UK
6 months to
17 May 2022
Same period 2021 Same period 2020
Rank 81 101 121
Rank change year-on-year +20 +20 -12
Permanent jobs citing NoSQL 6,261 2,859 2,599
As % of all permanent jobs advertised in the UK 3.91% 3.19% 2.70%
As % of the Database & Business Intelligence category 14.07% 12.05% 10.07%
Number of salaries quoted 1,951 2,153 2,140
10th Percentile £45,000 £40,000 £40,000
25th Percentile £52,500 £46,250 £48,750
Median annual salary (50th Percentile) £70,000 £62,500 £62,500
Median % change year-on-year +12.00% - +4.17%
75th Percentile £87,500 £77,500 £81,250
90th Percentile £103,000 £92,500 £101,375
UK excluding London median annual salary £60,000 £55,000 £52,500
% change year-on-year +9.09% +4.76% +5.00%

NoSQL is in the Databases and Business Intelligence category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
UK
Permanent vacancies with a requirement for database or business intelligence skills 44,496 23,734 25,799
As % of all permanent IT jobs advertised in the UK 27.75% 26.47% 26.79%
Number of salaries quoted 20,854 18,318 21,235
10th Percentile £36,250 £33,750 £32,500
25th Percentile £45,000 £41,250 £40,000
Median annual salary (50th Percentile) £60,000 £55,000 £52,500
Median % change year-on-year +9.09% +4.76% +3.96%
75th Percentile £79,000 £73,750 £72,500
90th Percentile £95,000 £88,750 £88,750
UK excluding London median annual salary £52,500 £47,500 £46,500
% change year-on-year +10.53% +2.15% +3.33%

NoSQL
Job Vacancy Trend

Job postings citing NoSQL as a proportion of all IT jobs advertised.

Job vacancy trend for NoSQL in the UK

NoSQL
Salary Trend

3-month moving average salary quoted in jobs citing NoSQL.

Salary trend for NoSQL in the UK

NoSQL
Salary Histogram

Salary distribution for jobs citing NoSQL over the 6 months to 17 May 2022.

Salary histogram for NoSQL in the UK

NoSQL
Top 17 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing NoSQL within the UK over the 6 months to 17 May 2022. 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 +14 5,243 £70,000 +12.00% 316
London +8 3,565 £80,000 +10.34% 167
Work from Home +9 2,646 £70,000 +12.00% 136
UK excluding London -25 1,756 £60,000 +9.09% 162
South East -15 566 £70,000 +16.67% 29
North of England -50 425 £55,666 +3.09% 57
North West +15 280 £55,687 +4.58% 32
South West +18 262 £52,500 +5.00% 17
Midlands +5 238 £60,000 +4.35% 27
West Midlands -11 151 £64,770 +7.95% 18
Yorkshire -71 136 £55,000 +1.85% 19
Scotland -15 131 £60,000 +20.00% 9
East of England -46 98 £62,500 +4.17% 15
East Midlands +16 87 £56,250 +7.14% 9
Wales -1 43 £50,000 +2.56% 2
Northern Ireland -24 15 £47,500 +18.75% 6
North East -71 9 £60,000 +9.09% 7

For the 6 months to 17 May 2022, IT jobs citing NoSQL 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 with a requirement for NoSQL.

1 3,760 (60.05%) Agile
2 3,748 (59.86%) SQL
3 3,667 (58.57%) AWS
4 2,690 (42.96%) Java
4 2,690 (42.96%) Python
5 2,553 (40.78%) Microservices
6 2,531 (40.42%) CI/CD
7 2,367 (37.81%) Azure
8 2,329 (37.20%) Kubernetes
9 2,326 (37.15%) Docker
10 2,235 (35.70%) Software Engineering
11 2,010 (32.10%) JavaScript
12 1,994 (31.85%) Finance
13 1,844 (29.45%) DevOps
14 1,770 (28.27%) GCP
15 1,724 (27.54%) Git (software)
16 1,703 (27.20%) MongoDB
17 1,697 (27.10%) React
18 1,567 (25.03%) Node.js
19 1,459 (23.30%) Test Automation
20 1,456 (23.26%) Social Skills
21 1,365 (21.80%) TDD
22 1,355 (21.64%) C#
23 1,333 (21.29%) RESTful
24 1,277 (20.40%) Serverless
25 1,260 (20.12%) Kafka
25 1,260 (20.12%) .NET
26 1,247 (19.92%) Full Stack Development
27 1,195 (19.09%) Analytics
28 1,152 (18.40%) PostgreSQL

NoSQL
Co-occurring IT Skills 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
1 790 (12.62%) Apache Spark
2 697 (11.13%) Elasticsearch
3 361 (5.77%) Apache
4 295 (4.71%) Apache Airflow
5 170 (2.72%) Confluence
6 162 (2.59%) nginx
7 144 (2.30%) CMS
8 58 (0.93%) Headless CMS
9 54 (0.86%) Tornado
10 51 (0.81%) Luigi
11 48 (0.77%) Apache Pulsar
12 43 (0.69%) IIS
12 43 (0.69%) Oracle Workflow
13 41 (0.65%) Apache Solr
13 41 (0.65%) Tomcat
14 27 (0.43%) WebSphere
15 25 (0.40%) JBoss
15 25 (0.40%) SAS
16 22 (0.35%) Apache Pig
17 20 (0.32%) OpenStack
Applications
1 41 (0.65%) Campfire
2 31 (0.50%) Chatbot
3 27 (0.43%) Microsoft Excel
4 22 (0.35%) MS Visio
5 8 (0.13%) Microsoft Project
6 5 (0.080%) Microsoft Office
6 5 (0.080%) SPSS
7 2 (0.032%) Adobe XD
7 2 (0.032%) FileZilla
7 2 (0.032%) Microsoft PowerPoint
7 2 (0.032%) Photoshop
7 2 (0.032%) Pipeline Pilot
7 2 (0.032%) Stata
Business Applications
1 66 (1.05%) Payment Gateway
2 23 (0.37%) Magento
3 22 (0.35%) Oracle BPM
4 20 (0.32%) Dynamics CRM
5 17 (0.27%) Temenos T24
6 15 (0.24%) Distributed Ledger
7 7 (0.11%) R3 Corda
8 6 (0.096%) Shopify
9 3 (0.048%) SAP Oil and Gas
10 2 (0.032%) Loan IQ
10 2 (0.032%) Maximo
10 2 (0.032%) SystmOne
11 1 (0.016%) Dynamics GP
11 1 (0.016%) Dynamics NAV
11 1 (0.016%) Oracle ERP
11 1 (0.016%) SAP Hybris
11 1 (0.016%) SimCorp Dimension
11 1 (0.016%) Sparx Enterprise Architect
Cloud Services
1 3,667 (58.57%) AWS
2 2,367 (37.81%) Azure
3 1,770 (28.27%) GCP
4 1,277 (20.40%) Serverless
5 658 (10.51%) AWS Lambda
6 632 (10.09%) GitHub
7 585 (9.34%) SaaS
8 322 (5.14%) Amazon S3
9 290 (4.63%) OpenShift
10 279 (4.46%) Amazon Kinesis
11 266 (4.25%) Cloud Computing
12 263 (4.20%) Azure Cosmos DB
12 263 (4.20%) Power Platform
13 240 (3.83%) AWS CloudFormation
14 237 (3.79%) Cloud Functions
15 233 (3.72%) Snowflake
16 165 (2.64%) Azure Functions
17 164 (2.62%) Amazon SQS
17 164 (2.62%) PaaS
18 163 (2.60%) Amazon ECS
Communications & Networking
1 411 (6.56%) HTTP
2 244 (3.90%) Internet
3 92 (1.47%) Broadband
4 64 (1.02%) DNS
5 55 (0.88%) Firewall
6 37 (0.59%) MQTT
7 36 (0.57%) TCP/IP
8 26 (0.42%) SSH
9 25 (0.40%) 5G
9 25 (0.40%) DKIM
9 25 (0.40%) DMARC
9 25 (0.40%) SSL
10 23 (0.37%) FTP
11 21 (0.34%) VPN
12 15 (0.24%) WAN
13 14 (0.22%) AMQP
14 11 (0.18%) Wireless
15 10 (0.16%) MPLS
15 10 (0.16%) SMS
16 9 (0.14%) SMTP
Database & Business Intelligence
1 1,703 (27.20%) MongoDB
2 1,152 (18.40%) PostgreSQL
3 1,106 (17.66%) Relational Database
4 1,099 (17.55%) MySQL
5 835 (13.34%) SQL Server
6 754 (12.04%) Big Data
7 665 (10.62%) Apache Cassandra
8 562 (8.98%) Hadoop
9 542 (8.66%) Amazon DynamoDB
10 535 (8.54%) Data Warehouse
11 505 (8.07%) Redis
12 438 (7.00%) Data Lake
13 364 (5.81%) RDBMS
14 335 (5.35%) Flink
15 294 (4.70%) BigQuery
16 259 (4.14%) Power BI
17 244 (3.90%) Amazon Redshift
18 187 (2.99%) SQL Server Integration Services
19 186 (2.97%) HBase
20 170 (2.72%) Apache Hive
Development Applications
1 1,724 (27.54%) Git (software)
2 911 (14.55%) Jenkins
3 561 (8.96%) Maven
4 527 (8.42%) JIRA
5 401 (6.40%) Gradle
6 335 (5.35%) GitLab
7 261 (4.17%) Subversion
8 221 (3.53%) JUnit
9 204 (3.26%) Ant
10 194 (3.10%) Cypress.io
11 184 (2.94%) Mockito
12 163 (2.60%) Selenium
13 133 (2.12%) webpack
14 130 (2.08%) Bitbucket
15 128 (2.04%) Octopus Deploy
16 125 (2.00%) Cucumber
17 121 (1.93%) CircleCI
18 109 (1.74%) Atlassian Bamboo
19 106 (1.69%) TeamCity
20 103 (1.65%) Postman
General
1 1,994 (31.85%) Finance
2 1,456 (23.26%) Social Skills
3 635 (10.14%) Banking
4 618 (9.87%) Inclusion and Diversity
5 591 (9.44%) Analytical Skills
6 471 (7.52%) Games
7 433 (6.92%) Retail
8 290 (4.63%) Marketing
9 249 (3.98%) Manufacturing
10 189 (3.02%) Public Sector
11 181 (2.89%) Law
12 136 (2.17%) Back Office
12 136 (2.17%) Telecoms
13 124 (1.98%) Legal
14 97 (1.55%) Automotive
15 91 (1.45%) Organisational Skills
16 83 (1.33%) Presentation Skills
17 67 (1.07%) Advertising
18 62 (0.99%) Influencing Skills
18 62 (0.99%) Online Betting
Job Titles
1 2,240 (35.78%) Developer
2 1,345 (21.48%) Software Engineer
3 716 (11.44%) Data Engineer
4 642 (10.25%) Java Developer
5 621 (9.92%) Senior Developer
6 517 (8.26%) Java Engineer
7 504 (8.05%) Senior Software Engineer
8 502 (8.02%) Full Stack Developer
9 334 (5.33%) Architect
10 298 (4.76%) Backend Developer
11 283 (4.52%) DevOps Engineer
12 268 (4.28%) Senior Java Engineer
13 229 (3.66%) Java Software Engineer
14 209 (3.34%) Senior Java Developer
15 184 (2.94%) Lead Developer
16 174 (2.78%) .NET Developer
17 173 (2.76%) Senior Data Engineer
18 162 (2.59%) Software Developer
19 143 (2.28%) Solutions Architect
20 142 (2.27%) Senior Full Stack Developer
Libraries, Frameworks & Software Standards
1 1,697 (27.10%) React
2 1,567 (25.03%) Node.js
3 1,333 (21.29%) RESTful
4 1,260 (20.12%) .NET
4 1,260 (20.12%) Kafka
5 1,095 (17.49%) REST
6 1,071 (17.11%) Spring
7 866 (13.83%) HTML
8 836 (13.35%) CSS
9 780 (12.46%) AngularJS
10 778 (12.43%) Spring Boot
11 627 (10.01%) RabbitMQ
12 560 (8.94%) Web Services
13 551 (8.80%) GraphQL
14 510 (8.15%) ASP.NET
15 338 (5.40%) .NET Core
16 324 (5.17%) JSON
17 321 (5.13%) Vue.js
18 299 (4.78%) .NET Framework
19 292 (4.66%) HTML5
Miscellaneous
1 632 (10.09%) Algorithms
2 525 (8.39%) Data Structures
3 509 (8.13%) User Experience
4 508 (8.11%) Cloud Native
5 370 (5.91%) Greenfield Project
6 321 (5.13%) Mobile App
7 245 (3.91%) Linux Command Line
8 212 (3.39%) Blog
9 210 (3.35%) Self-Motivation
10 201 (3.21%) Life Science
11 173 (2.76%) Public Cloud
11 173 (2.76%) Virtual Team
12 152 (2.43%) Social Network
13 132 (2.11%) Enterprise Software
14 131 (2.09%) Social Media
15 101 (1.61%) Legacy Systems
16 91 (1.45%) Blockchain
17 79 (1.26%) Management Information System
18 72 (1.15%) Sports Betting
19 71 (1.13%) e-Learning
Operating Systems
1 681 (10.88%) Linux
2 498 (7.95%) Unix
3 186 (2.97%) Android
4 180 (2.87%) Windows
5 167 (2.67%) Apple iOS
6 70 (1.12%) Red Hat Enterprise Linux
7 56 (0.89%) Windows Server
8 55 (0.88%) Ubuntu
9 47 (0.75%) CentOS
10 16 (0.26%) VMS
11 15 (0.24%) Mac OS X
12 9 (0.14%) Debian
13 8 (0.13%) Alpine Linux
14 7 (0.11%) Mac OS
14 7 (0.11%) Windows Server 2012
14 7 (0.11%) Windows Server 2016
15 3 (0.048%) AIX
15 3 (0.048%) HPUX
16 2 (0.032%) Amazon Linux
16 2 (0.032%) FreeBSD
Processes & Methodologies
1 3,760 (60.05%) Agile
2 2,553 (40.78%) Microservices
3 2,531 (40.42%) CI/CD
4 2,235 (35.70%) Software Engineering
5 1,844 (29.45%) DevOps
6 1,459 (23.30%) Test Automation
7 1,365 (21.80%) TDD
8 1,247 (19.92%) Full Stack Development
9 1,195 (19.09%) Analytics
10 1,117 (17.84%) Scrum
11 1,047 (16.72%) Continuous Integration
12 1,004 (16.04%) Problem-Solving
13 853 (13.62%) Computer Science
14 831 (13.27%) Mentoring
15 800 (12.78%) OO
16 796 (12.71%) Data Science
17 760 (12.14%) BDD
18 741 (11.84%) OOP
19 722 (11.53%) Machine Learning
20 712 (11.37%) Event-Driven
Programming Languages
1 3,748 (59.86%) SQL
2 2,690 (42.96%) Java
2 2,690 (42.96%) Python
3 2,010 (32.10%) JavaScript
4 1,355 (21.64%) C#
5 1,054 (16.83%) TypeScript
6 635 (10.14%) Go
7 464 (7.41%) PowerShell
8 454 (7.25%) PHP
9 442 (7.06%) Ruby
10 402 (6.42%) Scala
11 358 (5.72%) Bash
12 346 (5.53%) Shell Script
13 292 (4.66%) Perl
14 236 (3.77%) Kotlin
15 207 (3.31%) C++
16 165 (2.64%) Groovy
17 161 (2.57%) R
18 147 (2.35%) C
19 131 (2.09%) ES6
Qualifications
1 1,014 (16.20%) Degree
2 482 (7.70%) Computer Science Degree
3 186 (2.97%) Security Cleared
4 119 (1.90%) Master's Degree
5 108 (1.72%) SC Cleared
6 46 (0.73%) PhD
7 44 (0.70%) Oracle Certification
8 40 (0.64%) AWS Certification
8 40 (0.64%) OCP
9 28 (0.45%) Numerate Degree
10 18 (0.29%) PMI Certification
11 17 (0.27%) Microsoft Certification
12 12 (0.19%) MCP
13 11 (0.18%) Cisco Certification
14 9 (0.14%) CCIE
14 9 (0.14%) CCIE Data Center
14 9 (0.14%) CCIE Service Provider
14 9 (0.14%) CCNP
14 9 (0.14%) DV Cleared
15 8 (0.13%) TOGAF Certification
Quality Assurance & Compliance
1 723 (11.55%) QA
2 188 (3.00%) Data Quality
3 117 (1.87%) GDPR
4 66 (1.05%) SLA
5 41 (0.65%) Accessibility
6 34 (0.54%) WCAG
7 22 (0.35%) PCI DSS
8 20 (0.32%) SOC 2
9 16 (0.26%) ISO/IEC 27001
10 14 (0.22%) NIST
11 4 (0.064%) GLP
12 3 (0.048%) GRC
13 2 (0.032%) DICOM
13 2 (0.032%) IEC 62304
13 2 (0.032%) ISO 13485
13 2 (0.032%) MiFID
13 2 (0.032%) PMO
14 1 (0.016%) HITRUST
14 1 (0.016%) ISO 20022
14 1 (0.016%) PSD2
System Software
1 2,326 (37.15%) Docker
2 116 (1.85%) Apache ZooKeeper
3 76 (1.21%) Apache Flume
4 56 (0.89%) VMware Infrastructure
5 43 (0.69%) Virtual Machines
6 27 (0.43%) HDFS
7 15 (0.24%) zsh
8 13 (0.21%) ISA Server
9 12 (0.19%) Active Directory
10 7 (0.11%) Firmware
11 5 (0.080%) Slurm Workload Manager
11 5 (0.080%) VirtualBox
12 4 (0.064%) vCloud
13 2 (0.032%) etcd
14 1 (0.016%) Hyper-V
14 1 (0.016%) LXC
Systems Management
1 2,329 (37.20%) Kubernetes
2 952 (15.21%) Terraform
3 358 (5.72%) Ansible
4 228 (3.64%) Prometheus
5 194 (3.10%) Opscode Chef
6 181 (2.89%) Grafana
7 133 (2.12%) Puppet
8 128 (2.04%) Kibana
9 74 (1.18%) Oozie
10 66 (1.05%) Docker Swarm
11 43 (0.69%) HAProxy
12 41 (0.65%) Rancher
13 37 (0.59%) Opsgenie
14 34 (0.54%) logstash
15 33 (0.53%) ZABBIX
16 32 (0.51%) Hadoop YARN
17 28 (0.45%) MIIS
17 28 (0.45%) Pingdom
18 23 (0.37%) Istio
19 21 (0.34%) Single Sign-On
Vendors
1 1,002 (16.00%) Google
2 836 (13.35%) Microsoft
3 525 (8.39%) Oracle
4 292 (4.66%) Databricks
5 123 (1.96%) Samsung
6 117 (1.87%) Cloudera
7 105 (1.68%) Splunk
8 84 (1.34%) Salesforce.com
9 79 (1.26%) Snapchat
10 71 (1.13%) New Relic
11 69 (1.10%) VMware
12 65 (1.04%) Informatica
13 59 (0.94%) Cisco
14 57 (0.91%) Facebook
15 56 (0.89%) Palantir
16 54 (0.86%) Red Hat
17 53 (0.85%) Teradata
18 46 (0.73%) Talend
19 42 (0.67%) Atlassian
20 39 (0.62%) Apple