Period
to 22 October 2019

The following table provides summary statistics for permanent job vacancies with a requirement for Impala skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Impala over the 6 months to 22 October 2019 with a comparison to the same period in the previous 2 years.

Apache Impala
UK
6 months to
22 Oct 2019
Same period 2018 Same period 2017
Rank 795 897 1054
Rank change year-on-year +102 +157 +79
Permanent jobs citing Impala 268 284 160
As % of all permanent IT jobs advertised in the UK 0.20% 0.17% 0.092%
As % of the Database & Business Intelligence category 0.73% 0.58% 0.30%
Number of salaries quoted 235 140 87
UK median annual salary £65,000 £70,000 £57,500
Median salary % change year-on-year -7.14% +21.74% -28.13%
10th Percentile £50,000 £51,125 £32,900
90th Percentile £86,250 £92,750 £105,000
UK excluding London median annual salary £57,500 £66,000 £47,500
% change year-on-year -12.88% +38.95% -13.64%

Impala 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 36,858 48,617 53,174
As % of all permanent IT jobs advertised in the UK 26.94% 29.50% 30.48%
Number of salaries quoted 30,290 39,690 43,683
UK median annual salary £52,500 £50,000 £48,000
Median salary % change year-on-year +5.00% +4.17% +1.05%
10th Percentile £31,250 £31,250 £30,000
90th Percentile £86,250 £82,500 £77,500
UK excluding London median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% +2.41%

Impala
Job Vacancy Trend

Job postings citing Impala as a percentage of all IT jobs advertised.

Job vacancy trend for Impala in the UK

Impala
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Impala.

Salary trend for Impala in the UK

Impala
Salary Histogram

The salary distribution of IT jobs citing Impala over the 6 months to 22 October 2019.

Salary histogram for Impala in the UK

Impala
Top 14 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Impala within the UK over the 6 months to 22 October 2019. 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
England +72 259 £65,000 -7.14% 15
UK excluding London +89 153 £57,500 -12.88% 12
London +46 114 £73,750 -13.24% 6
Midlands +74 55 £60,000 -20.00% 3
East Midlands +60 52 £58,750 -21.67% 1
East of England +68 39 £65,000 -1.52% 1
South West +41 26 £50,000 -
North of England +48 14 £57,275 +9.10% 4
South East +3 11 £47,500 - 1
Scotland +28 8 £72,500 +9.43% 3
Yorkshire +17 8 £57,275 -23.63% 1
North West +41 3 £70,000 +43.59% 3
West Midlands +29 3 £65,000 - 2
North East - 3 £57,275 -

For the 6 months to 22 October 2019, IT jobs citing Impala 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 Impala.

1 257 (95.90%) Apache Hive
2 237 (88.43%) Apache Spark
3 229 (85.45%) Big Data
4 197 (73.51%) Hadoop
5 154 (57.46%) Python
6 145 (54.10%) Agile Software Development
7 140 (52.24%) HBase
8 123 (45.90%) MapReduce
9 113 (42.16%) Scala
9 113 (42.16%) Java
10 107 (39.93%) Kafka
11 90 (33.58%) SQL
12 86 (32.09%) Data Science
13 81 (30.22%) HDFS
13 81 (30.22%) Scrum
14 75 (27.99%) Oozie
15 71 (26.49%) Analytical Skills
15 71 (26.49%) Machine Learning
16 69 (25.75%) AWS
16 69 (25.75%) Apache Flume
17 65 (24.25%) Analytics
17 65 (24.25%) Hadoop YARN
17 65 (24.25%) Azure
18 60 (22.39%) Visualisation
18 60 (22.39%) Splunk
19 59 (22.01%) Git (software)
19 59 (22.01%) Linux
20 57 (21.27%) R
21 54 (20.15%) Mathematics
22 51 (19.03%) Bash Shell

Impala
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
1 237 (88.43%) Apache Spark
2 22 (8.21%) Apache Pig
3 15 (5.60%) Apache Solr
3 15 (5.60%) Elasticsearch
4 7 (2.61%) Apache
5 4 (1.49%) SAS
6 3 (1.12%) Confluence
7 1 (0.37%) Jupyter
7 1 (0.37%) Oracle Workflow
Applications
1 10 (3.73%) Microsoft Excel
2 7 (2.61%) Gephi
3 4 (1.49%) GNU Octave
4 3 (1.12%) SPSS
5 1 (0.37%) Microsoft Office
5 1 (0.37%) Microsoft Project
Business Applications
1 3 (1.12%) Dynamics CRM
2 1 (0.37%) Adobe Campaign
2 1 (0.37%) Sparx Enterprise Architect
Cloud Services
1 69 (25.75%) AWS
2 65 (24.25%) Azure
3 27 (10.07%) GCP
4 24 (8.96%) Amazon EMR
5 22 (8.21%) Amazon S3
5 22 (8.21%) Azure Data Factory
6 16 (5.97%) Serverless
7 15 (5.60%) Amazon Kinesis
8 12 (4.48%) IaaS
8 12 (4.48%) PaaS
9 11 (4.10%) SaaS
10 7 (2.61%) Power Platform
11 6 (2.24%) AWS CloudFormation
11 6 (2.24%) AWS Lambda
11 6 (2.24%) Cortana Intelligence Suite
12 3 (1.12%) Amazon EC2
12 3 (1.12%) Virtual Private Cloud
13 2 (0.75%) OpenShift
14 1 (0.37%) Office 365
14 1 (0.37%) PowerApps
Communications & Networking
1 9 (3.36%) Internet
2 8 (2.99%) DNS
2 8 (2.99%) SSL
3 7 (2.61%) Ethernet
3 7 (2.61%) HTTP
3 7 (2.61%) MPLS
3 7 (2.61%) VPN
4 2 (0.75%) Kerberos
5 1 (0.37%) Firewall
Database & Business Intelligence
1 257 (95.90%) Apache Hive
2 229 (85.45%) Big Data
3 197 (73.51%) Hadoop
4 140 (52.24%) HBase
5 49 (18.28%) NoSQL
6 39 (14.55%) Apache Cassandra
7 37 (13.81%) Sqoop
8 32 (11.94%) Data Warehouse
9 28 (10.45%) Data Lake
10 27 (10.07%) SQL Server
11 26 (9.70%) Apache Kudu
12 24 (8.96%) Flink
13 22 (8.21%) MongoDB
14 21 (7.84%) Amazon Redshift
15 18 (6.72%) Amazon DynamoDB
15 18 (6.72%) PostgreSQL
16 17 (6.34%) MySQL
17 13 (4.85%) BigQuery
17 13 (4.85%) HDInsight
17 13 (4.85%) Relational Database
Development Applications
1 59 (22.01%) Git (software)
2 45 (16.79%) JIRA
3 40 (14.93%) Bitbucket
3 40 (14.93%) Bitbucket Server
3 40 (14.93%) git-flow
4 17 (6.34%) Jenkins
5 6 (2.24%) Visual Studio
6 3 (1.12%) Artifactory
6 3 (1.12%) Visual Studio Team System
7 2 (0.75%) Subversion
8 1 (0.37%) Atlassian Bamboo
8 1 (0.37%) GitLab
8 1 (0.37%) Gradle
8 1 (0.37%) Maven
8 1 (0.37%) Sonatype Nexus
8 1 (0.37%) Vagrant
General
1 26 (9.70%) Finance
2 8 (2.99%) Banking
2 8 (2.99%) Retail
3 5 (1.87%) Investment Banking
3 5 (1.87%) Telecoms
4 4 (1.49%) Electronics
5 1 (0.37%) Financial Institution
5 1 (0.37%) Marketing
5 1 (0.37%) Public Sector
Job Titles
1 83 (30.97%) Data Engineer
2 69 (25.75%) Developer
3 50 (18.66%) Java Developer
4 47 (17.54%) Agile Developer
4 47 (17.54%) Agile Java Developer
5 42 (15.67%) Consultant
5 42 (15.67%) Data Consultant
6 40 (14.93%) Big Data Engineer
7 31 (11.57%) Data Scientist
8 30 (11.19%) Architect
9 28 (10.45%) Big Data Developer
10 27 (10.07%) Data Architect
11 25 (9.33%) Senior Data Engineer
12 22 (8.21%) Cloud Architect
13 21 (7.84%) Senior Developer
14 20 (7.46%) Analyst
14 20 (7.46%) Data Analyst
15 17 (6.34%) Senior Agile Developer
15 17 (6.34%) Senior Big Data Developer
15 17 (6.34%) Senior Java Developer
Libraries, Frameworks & Software Standards
1 107 (39.93%) Kafka
2 49 (18.28%) Elastic Stack
3 14 (5.22%) HTML
4 13 (4.85%) Lambda Expressions
5 10 (3.73%) JSON
5 10 (3.73%) OAuth
5 10 (3.73%) XML
6 9 (3.36%) Apache Beam
6 9 (3.36%) OAuth2
7 8 (2.99%) Apache NiFi
7 8 (2.99%) Spark Streaming
8 7 (2.61%) NumPy
8 7 (2.61%) Pandas
9 6 (2.24%) Flask
9 6 (2.24%) React
9 6 (2.24%) Web Services
10 5 (1.87%) AngularJS
10 5 (1.87%) CSS
10 5 (1.87%) RabbitMQ
10 5 (1.87%) REST
Miscellaneous
1 71 (26.49%) Analytical Skills
2 43 (16.04%) Cyber Kill Chain
3 40 (14.93%) Analytical Mindset
4 18 (6.72%) Algorithms
5 11 (4.10%) Public Cloud
6 7 (2.61%) Cybercrime
6 7 (2.61%) Management Information System
7 4 (1.49%) Cloud Native
7 4 (1.49%) Data Structures
7 4 (1.49%) Semantic Web
7 4 (1.49%) Social Media
8 3 (1.12%) Greenfield Project
9 2 (0.75%) Hybrid Cloud
9 2 (0.75%) Industry 4.0
9 2 (0.75%) Market Risk
9 2 (0.75%) Self-Motivation
10 1 (0.37%) Linux Command Line
10 1 (0.37%) Social Network
10 1 (0.37%) Virtual Team
Operating Systems
1 59 (22.01%) Linux
2 36 (13.43%) Unix
3 5 (1.87%) Red Hat Enterprise Linux
4 2 (0.75%) Windows
Processes & Methodologies
1 145 (54.10%) Agile Software Development
2 123 (45.90%) MapReduce
3 86 (32.09%) Data Science
4 81 (30.22%) Scrum
5 71 (26.49%) Machine Learning
6 65 (24.25%) Analytics
7 60 (22.39%) Visualisation
8 54 (20.15%) Mathematics
9 48 (17.91%) Cybersecurity
10 45 (16.79%) Problem-Solving
11 43 (16.04%) OSINT
12 40 (14.93%) Kanban
13 39 (14.55%) Data Engineering
14 38 (14.18%) ETL
15 34 (12.69%) Data Modelling
16 31 (11.57%) Business Intelligence
17 30 (11.19%) DevOps
18 29 (10.82%) Data Analysis
19 26 (9.70%) Data Management
20 23 (8.58%) SDLC
Programming Languages
1 154 (57.46%) Python
2 113 (42.16%) Java
2 113 (42.16%) Scala
3 90 (33.58%) SQL
4 57 (21.27%) R
5 51 (19.03%) Bash Shell
6 42 (15.67%) C
6 42 (15.67%) Perl
7 20 (7.46%) Shell Script
8 7 (2.61%) JavaScript
9 4 (1.49%) C++
9 4 (1.49%) Groovy
9 4 (1.49%) PL/SQL
9 4 (1.49%) Ruby
10 3 (1.12%) C#
10 3 (1.12%) T-SQL
11 2 (0.75%) Erlang
11 2 (0.75%) Go
11 2 (0.75%) Lua
11 2 (0.75%) TypeScript
Qualifications
1 13 (4.85%) Security Cleared
2 12 (4.48%) Degree
2 12 (4.48%) DV Cleared
3 9 (3.36%) PMI Certification
3 9 (3.36%) PMP
4 5 (1.87%) PhD
5 2 (0.75%) MCSA
5 2 (0.75%) Microsoft Certification
5 2 (0.75%) SC Cleared
6 1 (0.37%) Computer Science Degree
6 1 (0.37%) HND
Quality Assurance & Compliance
1 16 (5.97%) Data Quality
2 1 (0.37%) GDPR
System Software
1 81 (30.22%) HDFS
2 69 (25.75%) Apache Flume
3 17 (6.34%) Docker
4 12 (4.48%) Apache ZooKeeper
5 3 (1.12%) Active Directory
6 2 (0.75%) Cronacle
7 1 (0.37%) Virtual Servers
Systems Management
1 75 (27.99%) Oozie
2 65 (24.25%) Hadoop YARN
3 14 (5.22%) Terraform
4 12 (4.48%) Kubernetes
5 10 (3.73%) Puppet
6 8 (2.99%) Ansible
6 8 (2.99%) Opscode Chef
7 7 (2.61%) Kibana
8 2 (0.75%) Control-M
8 2 (0.75%) ITRS Geneos
8 2 (0.75%) Mesos
Vendors
1 60 (22.39%) Splunk
2 40 (14.93%) Cloudera
3 29 (10.82%) Informatica
4 27 (10.07%) Oracle
5 24 (8.96%) Databricks
6 19 (7.09%) Google
7 18 (6.72%) Microsoft
8 17 (6.34%) Tableau
9 10 (3.73%) Talend
10 7 (2.61%) BT
11 6 (2.24%) Hortonworks
12 5 (1.87%) MapR
12 5 (1.87%) Red Hat
12 5 (1.87%) TIBCO
13 4 (1.49%) IBM
13 4 (1.49%) Salesforce.com
14 3 (1.12%) Greenplum
14 3 (1.12%) HP
14 3 (1.12%) SAP
14 3 (1.12%) Sybase