Period
to 21 May 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 21 May 2019 with a comparison to the same period in the previous 2 years.

Apache Impala
UK
6 months to
21 May 2019
Same period 2018 Same period 2017
Rank 765 867 998
Rank change year-on-year +102 +131 +80
Permanent jobs citing Impala 340 340 177
As % of all permanent IT jobs advertised in the UK 0.24% 0.20% 0.10%
As % of the Database & Business Intelligence category 0.84% 0.65% 0.34%
Number of salaries quoted 242 202 135
UK median annual salary £75,000 £72,500 £70,000
Median salary % change year-on-year +3.45% +3.57% +7.69%
10th Percentile £52,625 £47,500 £44,500
90th Percentile £106,250 £100,000 £105,000
UK excluding London median annual salary £60,000 £70,000 £52,500
% change year-on-year -14.29% +33.33% -8.70%

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 40,485 52,689 52,175
As % of all permanent IT jobs advertised in the UK 28.08% 30.68% 30.90%
Number of salaries quoted 32,995 43,333 44,260
UK median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% -
10th Percentile £31,250 £31,250 £29,750
90th Percentile £85,000 £80,000 £77,500
UK excluding London median annual salary £45,000 £44,000 £42,000
% change year-on-year +2.27% +4.76% +1.20%

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 21 May 2019.

Salary histogram for Impala in the UK

Impala
Top 13 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 21 May 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 +90 331 £75,000 +3.45% 10
London +152 245 £80,000 +6.67% 4
UK excluding London +11 95 £60,000 -14.29% 8
Midlands +58 40 £57,500 -17.86% 4
East Midlands +55 31 £57,500 - 1
South East -4 25 £78,500 +12.14%
East of England +50 12 £65,000 -10.34%
West Midlands +32 9 £47,500 -32.14% 3
Scotland - 9 £67,500 - 2
North of England +28 7 £50,000 +11.11% 2
North West +40 4 £38,750 -13.89% 1
Yorkshire +4 3 £60,000 - 1
South West +10 2 £60,000 +20.00%

For the 6 months to 21 May 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.

1 304 (89.41%) Big Data
2 300 (88.24%) Apache Hive
3 296 (87.06%) Apache Spark
4 285 (83.82%) Hadoop
5 255 (75.00%) Agile Software Development
6 247 (72.65%) Python
7 231 (67.94%) Java
8 201 (59.12%) Scala
9 181 (53.24%) HBase
10 168 (49.41%) Kafka
11 150 (44.12%) Amazon AWS
12 144 (42.35%) Data Science
13 142 (41.76%) MapReduce
14 135 (39.71%) NoSQL
14 135 (39.71%) Cloudera
15 134 (39.41%) Analytics
16 127 (37.35%) Hadoop YARN
17 123 (36.18%) Apache Cassandra
18 122 (35.88%) SQL
19 118 (34.71%) Scrum
20 117 (34.41%) Oozie
21 107 (31.47%) ETL
22 105 (30.88%) Apache Flume
23 102 (30.00%) Flink
24 101 (29.71%) Apache Pig
24 101 (29.71%) Amazon Redshift
25 92 (27.06%) Databricks
26 87 (25.59%) Elasticsearch
26 87 (25.59%) Banking
27 85 (25.00%) Data Warehouse

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
1 296 (87.06%) Apache Spark
2 101 (29.71%) Apache Pig
3 87 (25.59%) Elasticsearch
4 44 (12.94%) Apache Solr
5 25 (7.35%) Apache
6 15 (4.41%) SAS
7 4 (1.18%) Confluence
8 3 (0.88%) Apache Airflow
Applications
1 11 (3.24%) Microsoft Excel
2 2 (0.59%) Gephi
3 1 (0.29%) GNU Octave
3 1 (0.29%) Microsoft Office
3 1 (0.29%) Weka
Business Applications
1 3 (0.88%) Dynamics CRM
2 1 (0.29%) Adobe Campaign
Cloud Services
1 150 (44.12%) Amazon AWS
2 63 (18.53%) Microsoft Azure
3 53 (15.59%) Google Cloud Platform
4 18 (5.29%) Power Platform
5 15 (4.41%) Amazon EMR
5 15 (4.41%) Amazon Kinesis
6 14 (4.12%) Amazon S3
6 14 (4.12%) Azure Data Factory
6 14 (4.12%) Cortana Intelligence Suite
7 7 (2.06%) Cloud Computing
8 4 (1.18%) Amazon EC2
8 4 (1.18%) AWS CloudFormation
8 4 (1.18%) IaaS
8 4 (1.18%) PaaS
8 4 (1.18%) Serverless
9 3 (0.88%) SaaS
9 3 (0.88%) Virtual Private Cloud
10 1 (0.29%) PowerApps
Communications & Networking
1 19 (5.59%) Internet
2 7 (2.06%) Kerberos
3 3 (0.88%) DNS
3 3 (0.88%) SSL
4 2 (0.59%) Ethernet
4 2 (0.59%) HTTP
4 2 (0.59%) MPLS
4 2 (0.59%) VPN
Database & Business Intelligence
1 304 (89.41%) Big Data
2 300 (88.24%) Apache Hive
3 285 (83.82%) Hadoop
4 181 (53.24%) HBase
5 135 (39.71%) NoSQL
6 123 (36.18%) Apache Cassandra
7 102 (30.00%) Flink
8 101 (29.71%) Amazon Redshift
9 85 (25.00%) Data Warehouse
10 78 (22.94%) Couchbase
10 78 (22.94%) CouchDB
11 52 (15.29%) Pentaho
12 47 (13.82%) SQL Server
13 44 (12.94%) Apache Kudu
14 42 (12.35%) DataStage
15 36 (10.59%) Neo4j
16 31 (9.12%) Sqoop
17 27 (7.94%) MySQL
18 25 (7.35%) QlikView
19 22 (6.47%) Data Mining
Development Applications
1 14 (4.12%) Jenkins
2 13 (3.82%) Visual Studio
3 11 (3.24%) Git (software)
4 6 (1.76%) JIRA
5 4 (1.18%) JUnit
6 3 (0.88%) Artifactory
6 3 (0.88%) Sonatype Nexus
6 3 (0.88%) Visual Studio Team System
7 2 (0.59%) Atlassian Bamboo
7 2 (0.59%) Bitbucket
8 1 (0.29%) Maven
General
1 87 (25.59%) Banking
2 62 (18.24%) Finance
3 27 (7.94%) Telecoms
4 25 (7.35%) Investment Banking
5 24 (7.06%) Retail
6 15 (4.41%) Games
7 3 (0.88%) Marketing
8 1 (0.29%) Electronics
8 1 (0.29%) Front Office
Job Titles
1 161 (47.35%) Data Engineer
2 109 (32.06%) Big Data Engineer
3 48 (14.12%) Architect
4 41 (12.06%) Data Architect
5 38 (11.18%) Developer
6 37 (10.88%) Big Data Architect
7 29 (8.53%) Senior Data Engineer
8 27 (7.94%) Data Scientist
9 23 (6.76%) Hadoop Engineer
9 23 (6.76%) Java Developer
10 17 (5.00%) Big Data Developer
11 16 (4.71%) Agile Developer
11 16 (4.71%) Agile Java Developer
12 15 (4.41%) Solutions Architect
13 14 (4.12%) Games Engineer
14 13 (3.82%) Senior Developer
15 12 (3.53%) Consultant
16 10 (2.94%) Analyst
16 10 (2.94%) Big Data Solutions Architect
17 8 (2.35%) Senior Hadoop Engineer
Libraries, Frameworks & Software Standards
1 168 (49.41%) Kafka
2 21 (6.18%) Web Services
3 20 (5.88%) Spark Streaming
4 17 (5.00%) .NET
4 17 (5.00%) REST
5 16 (4.71%) Apache NiFi
6 13 (3.82%) LAMP
7 11 (3.24%) JSON
8 7 (2.06%) PySpark
8 7 (2.06%) XML
9 6 (1.76%) HTML
9 6 (1.76%) LAPP Stack
10 5 (1.47%) Elastic Stack
10 5 (1.47%) RabbitMQ
11 4 (1.18%) AngularJS
11 4 (1.18%) OAuth
12 3 (0.88%) D3.js
12 3 (0.88%) JSP
12 3 (0.88%) NumPy
12 3 (0.88%) XSLT
Miscellaneous
1 17 (5.00%) Data Structures
2 12 (3.53%) Analytical Skills
3 10 (2.94%) Cloud Native
4 8 (2.35%) Credit Risk
5 7 (2.06%) Greenfield Project
5 7 (2.06%) Public Cloud
6 6 (1.76%) Self-Motivation
7 5 (1.47%) Algorithms
7 5 (1.47%) Virtual Team
8 4 (1.18%) Enterprise Software
8 4 (1.18%) Social Media
9 2 (0.59%) Cybercrime
9 2 (0.59%) Fintech
9 2 (0.59%) Market Risk
10 1 (0.29%) Cyber Kill Chain
10 1 (0.29%) Data Protection Act
10 1 (0.29%) FMCG
10 1 (0.29%) Linux Command Line
10 1 (0.29%) Semantic Web
Operating Systems
1 50 (14.71%) Linux
2 34 (10.00%) Unix
3 6 (1.76%) Windows
Processes & Methodologies
1 255 (75.00%) Agile Software Development
2 144 (42.35%) Data Science
3 142 (41.76%) MapReduce
4 134 (39.41%) Analytics
5 118 (34.71%) Scrum
6 107 (31.47%) ETL
7 68 (20.00%) Kanban
8 57 (16.76%) Business Intelligence
9 51 (15.00%) Machine Learning
9 51 (15.00%) Software Engineering
10 49 (14.41%) Data Analytics
11 45 (13.24%) Data Analysis
12 38 (11.18%) DevOps
12 38 (11.18%) Performance Tuning
13 37 (10.88%) Data Architecture
14 32 (9.41%) Open Source
15 31 (9.12%) Artificial Intelligence
15 31 (9.12%) Visualisation
16 30 (8.82%) Decision-Making
16 30 (8.82%) Migration
Programming Languages
1 247 (72.65%) Python
2 231 (67.94%) Java
3 201 (59.12%) Scala
4 122 (35.88%) SQL
5 33 (9.71%) R
6 24 (7.06%) C++
6 24 (7.06%) Shell Script
7 19 (5.59%) C#
8 10 (2.94%) JavaScript
9 9 (2.65%) PL/SQL
10 7 (2.06%) T-SQL
11 6 (1.76%) HiveQL
12 4 (1.18%) Bash Shell
12 4 (1.18%) Perl
13 2 (0.59%) C
13 2 (0.59%) Ruby
14 1 (0.29%) MATLAB
14 1 (0.29%) SPARQL
Qualifications
1 11 (3.24%) Degree
2 10 (2.94%) PMI Certification
2 10 (2.94%) PMP
3 7 (2.06%) Security Cleared
4 4 (1.18%) AWS Certification
4 4 (1.18%) DV Cleared
5 3 (0.88%) SC Cleared
6 2 (0.59%) Computer Science Degree
6 2 (0.59%) Master's Degree
7 1 (0.29%) PhD
Quality Assurance & Compliance
1 35 (10.29%) Data Quality
2 7 (2.06%) GDPR
3 4 (1.18%) Basel III
3 4 (1.18%) COREP
3 4 (1.18%) CRD IV
System Software
1 105 (30.88%) Apache Flume
2 67 (19.71%) HDFS
3 13 (3.82%) Apache ZooKeeper
4 4 (1.18%) Active Directory
5 3 (0.88%) Docker
Systems Management
1 127 (37.35%) Hadoop YARN
2 117 (34.41%) Oozie
3 34 (10.00%) Terraform
4 20 (5.88%) Ansible
5 16 (4.71%) Opscode Chef
6 14 (4.12%) Puppet
7 5 (1.47%) Kibana
7 5 (1.47%) Kubernetes
8 4 (1.18%) Oracle ZFS
9 2 (0.59%) Mesos
Vendors
1 135 (39.71%) Cloudera
2 92 (27.06%) Databricks
3 83 (24.41%) Hortonworks
4 80 (23.53%) MapR
5 73 (21.47%) Tableau
6 67 (19.71%) Informatica
7 59 (17.35%) Talend
8 51 (15.00%) Oracle
9 48 (14.12%) Microsoft
10 34 (10.00%) Google
11 24 (7.06%) IBM
12 20 (5.88%) TIBCO
13 18 (5.29%) SAP
14 17 (5.00%) Greenplum
14 17 (5.00%) HP
14 17 (5.00%) Vertica
15 10 (2.94%) Teradata
16 9 (2.65%) Ab Initio
16 9 (2.65%) Splunk
17 7 (2.06%) MicroStrategy