Period
to 25 June 2018

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 25 June 2018 with a comparison to the same period in the previous 2 years.

Apache Impala
UK
6 months to
25 Jun 2018
Same period 2017 Same period 2016
Rank 850 1008 1083
Rank change year-on-year +158 +75 +108
Permanent jobs citing Impala 342 176 217
As % of all permanent IT jobs advertised in the UK 0.20% 0.10% 0.11%
As % of the Database & Business Intelligence category 0.64% 0.33% 0.36%
Number of salaries quoted 195 122 152
UK median annual salary £70,000 £66,250 £67,500
Median salary % change year-on-year +5.66% -1.85% -
10th Percentile £47,500 £41,375 £41,700
90th Percentile £99,500 £105,000 £112,500
UK excluding London median annual salary £66,000 £55,000 £57,500
% change year-on-year +20.00% -4.35% -8.00%

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 53,268 53,240 61,038
As % of all permanent IT jobs advertised in the UK 30.61% 30.74% 30.46%
Number of salaries quoted 43,560 45,002 51,996
UK median annual salary £50,000 £47,500 £47,500
Median salary % change year-on-year +5.26% - +5.56%
10th Percentile £31,250 £29,500 £28,750
90th Percentile £80,000 £77,500 £75,000
UK excluding London median annual salary £45,000 £42,500 £41,000
% change year-on-year +5.88% +3.66% +2.50%

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 25 June 2018.

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 25 June 2018. 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 +171 337 £70,000 +5.66% 28
London +63 182 £73,750 +5.36% 18
UK excluding London +72 158 £66,000 +20.00% 12
South East +39 74 £70,000 +64.71% 6
East of England +27 49 £72,500 +70.59% 3
South West +4 18 £50,000 -23.08%
North of England +21 7 £45,000 -18.18%
Midlands +10 7 £70,000 - 1
Yorkshire - 6 - -
East Midlands - 4 - -
West Midlands +21 3 £70,000 - 1
Wales - 3 £47,500 -
North West -21 1 £45,000 -18.18%

For the 6 months to 25 June 2018, 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.

1 314 (91.81%) Hadoop
2 300 (87.72%) Big Data
3 284 (83.04%) Apache Hive
4 258 (75.44%) Apache Spark
5 223 (65.20%) Python
6 190 (55.56%) Kafka
7 178 (52.05%) Java
8 168 (49.12%) Analytics
9 166 (48.54%) Cloudera
10 162 (47.37%) Apache Flume
11 152 (44.44%) Agile Software Development
12 151 (44.15%) Scala
13 142 (41.52%) HBase
14 126 (36.84%) Amazon AWS
15 123 (35.96%) ETL
16 121 (35.38%) MapReduce
17 120 (35.09%) HDFS
18 119 (34.80%) Data Warehouse
19 115 (33.63%) SQL
20 108 (31.58%) Linux
21 105 (30.70%) Apache Cassandra
22 98 (28.65%) Data Science
23 95 (27.78%) Sqoop
24 89 (26.02%) Hadoop YARN
25 88 (25.73%) Machine Learning
26 79 (23.10%) Scrum
27 78 (22.81%) Business Intelligence
28 72 (21.05%) Microsoft Azure
29 69 (20.18%) NoSQL
30 68 (19.88%) Elasticsearch

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
1 258 (75.44%) Apache Spark
2 68 (19.88%) Elasticsearch
3 65 (19.01%) Apache Pig
4 42 (12.28%) Apache Solr
5 27 (7.89%) Apache
6 15 (4.39%) SAS
7 4 (1.17%) Tomcat
8 2 (0.58%) Luigi
8 2 (0.58%) nginx
8 2 (0.58%) Oracle Coherence
9 1 (0.29%) IIS
9 1 (0.29%) Jetty
Applications
1 14 (4.09%) GNU Octave
2 2 (0.58%) Microsoft PowerPoint
2 2 (0.58%) Microsoft Project
Business Applications
1 1 (0.29%) WebTrends
Cloud Services
1 126 (36.84%) Amazon AWS
2 72 (21.05%) Microsoft Azure
3 52 (15.20%) Amazon EMR
4 46 (13.45%) Amazon Kinesis
5 33 (9.65%) Google Cloud Platform
6 27 (7.89%) Amazon S3
7 18 (5.26%) Serverless
8 17 (4.97%) GitHub
9 16 (4.68%) AWS Lambda
10 4 (1.17%) Cortana Intelligence Suite
11 3 (0.88%) Cloud Computing
11 3 (0.88%) PaaS
12 2 (0.58%) IaaS
13 1 (0.29%) Adobe Analytics
13 1 (0.29%) Azure Data Factory
13 1 (0.29%) Cloudflare
13 1 (0.29%) CloudFront
13 1 (0.29%) Google Analytics
Communications & Networking
1 3 (0.88%) Kerberos
2 1 (0.29%) 5G
Database & Business Intelligence
1 314 (91.81%) Hadoop
2 300 (87.72%) Big Data
3 284 (83.04%) Apache Hive
4 142 (41.52%) HBase
5 119 (34.80%) Data Warehouse
6 105 (30.70%) Apache Cassandra
7 95 (27.78%) Sqoop
8 69 (20.18%) NoSQL
9 66 (19.30%) Amazon Redshift
9 66 (19.30%) MongoDB
10 44 (12.87%) Relational Database
11 43 (12.57%) PostgreSQL
12 42 (12.28%) Spotfire
13 41 (11.99%) Flink
14 33 (9.65%) Power BI
15 32 (9.36%) Parquet
15 32 (9.36%) SQL Server
16 27 (7.89%) Data Lake
17 26 (7.60%) Amazon Athena
18 25 (7.31%) Pentaho
Development Applications
1 58 (16.96%) Jenkins
2 53 (15.50%) Git (software)
3 41 (11.99%) TeamCity
4 35 (10.23%) JIRA
5 17 (4.97%) JUnit
6 10 (2.92%) GitLab
7 5 (1.46%) Maven
8 4 (1.17%) ERwin
8 4 (1.17%) Visual Studio
9 2 (0.58%) Bitbucket
9 2 (0.58%) CircleCI
9 2 (0.58%) Eclipse
9 2 (0.58%) Sonatype Nexus
9 2 (0.58%) Subversion
9 2 (0.58%) TestNG
10 1 (0.29%) Ant
10 1 (0.29%) Gerrit
10 1 (0.29%) Jasmine
10 1 (0.29%) RStudio
General
1 36 (10.53%) Marketing
2 28 (8.19%) Finance
3 16 (4.68%) Retail
4 12 (3.51%) Telecoms
5 11 (3.22%) Electronics
6 10 (2.92%) Banking
6 10 (2.92%) Games
6 10 (2.92%) Military
7 6 (1.75%) Advertising
8 5 (1.46%) Financial Institution
8 5 (1.46%) Pharmaceutical
9 4 (1.17%) Investment Banking
10 3 (0.88%) Law
10 3 (0.88%) Manufacturing
Job Titles
1 172 (50.29%) Data Engineer
2 125 (36.55%) Big Data Engineer
3 85 (24.85%) Hadoop Engineer
4 74 (21.64%) Architect
5 73 (21.35%) Data Architect
6 51 (14.91%) Big Data Architect
7 49 (14.33%) Senior Data Engineer
8 41 (11.99%) Senior Hadoop Engineer
9 26 (7.60%) Developer
10 23 (6.73%) Software Engineer
11 21 (6.14%) Big Data Developer
12 19 (5.56%) AWS Engineer
12 19 (5.56%) Data Scientist
13 18 (5.26%) Technical Architect
14 17 (4.97%) Cloud Architect
14 17 (4.97%) Data Analytics Architect
15 15 (4.39%) DevOps Engineer
16 11 (3.22%) Senior Software Engineer
17 10 (2.92%) Business Intelligence Architect
17 10 (2.92%) Scrum Master
Libraries, Frameworks & Software Standards
1 190 (55.56%) Kafka
2 57 (16.67%) MLlib
3 47 (13.74%) TensorFlow
4 37 (10.82%) Keras
5 32 (9.36%) Spark Streaming
6 31 (9.06%) Pandas
7 27 (7.89%) .NET
7 27 (7.89%) Web Services
8 22 (6.43%) Apache Avro
9 21 (6.14%) RabbitMQ
10 18 (5.26%) Elastic Stack
11 17 (4.97%) JSON
11 17 (4.97%) REST
12 15 (4.39%) XML
13 14 (4.09%) NumPy
14 13 (3.80%) Java EE
15 11 (3.22%) ActiveMQ
15 11 (3.22%) jQuery
15 11 (3.22%) Spring
15 11 (3.22%) Twitter Bootstrap
Miscellaneous
1 41 (11.99%) Computer Science
1 41 (11.99%) User Experience
2 23 (6.73%) Clustering
3 21 (6.14%) Analytical Skills
4 14 (4.09%) Greenfield Project
5 11 (3.22%) Public Cloud
6 10 (2.92%) Enterprise Software
6 10 (2.92%) Management Information System
6 10 (2.92%) PKI
6 10 (2.92%) Taxonomies
7 9 (2.63%) Algorithms
7 9 (2.63%) Data Structures
7 9 (2.63%) Tandem
8 6 (1.75%) Replication
9 4 (1.17%) Data Centre
10 3 (0.88%) Cyberthreat
10 3 (0.88%) Hybrid Cloud
10 3 (0.88%) Virtual Team
11 2 (0.58%) Fintech
11 2 (0.58%) Market Risk
Operating Systems
1 108 (31.58%) Linux
2 32 (9.36%) Unix
3 12 (3.51%) Windows
4 11 (3.22%) CentOS
5 2 (0.58%) DC/OS
5 2 (0.58%) Red Hat Enterprise Linux
5 2 (0.58%) Windows Server
6 1 (0.29%) Ubuntu
6 1 (0.29%) Windows Server 2008
Processes & Methodologies
1 168 (49.12%) Analytics
2 152 (44.44%) Agile Software Development
3 123 (35.96%) ETL
4 121 (35.38%) MapReduce
5 98 (28.65%) Data Science
6 88 (25.73%) Machine Learning
7 79 (23.10%) Scrum
8 78 (22.81%) Business Intelligence
9 67 (19.59%) Data Modelling
9 67 (19.59%) Visualisation
10 63 (18.42%) Data Engineering
11 62 (18.13%) Data Analytics
12 58 (16.96%) Continuous Integration
12 58 (16.96%) DevOps
13 50 (14.62%) Software Engineering
14 48 (14.04%) Open Source
15 45 (13.16%) Deep Learning
16 37 (10.82%) Data Ingestion
17 36 (10.53%) Artificial Intelligence
18 34 (9.94%) Data Visualisation
Programming Languages
1 223 (65.20%) Python
2 178 (52.05%) Java
3 151 (44.15%) Scala
4 115 (33.63%) SQL
5 56 (16.37%) R
6 50 (14.62%) Shell Script
7 46 (13.45%) Go
8 25 (7.31%) Bash Shell
9 24 (7.02%) C#
10 23 (6.73%) C
11 18 (5.26%) JavaScript
12 16 (4.68%) C++
13 13 (3.80%) PL/SQL
14 12 (3.51%) Ruby
15 10 (2.92%) Perl
16 2 (0.58%) HiveQL
16 2 (0.58%) T-SQL
17 1 (0.29%) Java 8
17 1 (0.29%) PowerShell
Qualifications
1 30 (8.77%) Degree
2 23 (6.73%) DV Cleared
2 23 (6.73%) PhD
2 23 (6.73%) Security Cleared
3 15 (4.39%) Numerate Degree
4 8 (2.34%) Computer Science Degree
5 5 (1.46%) Master's Degree
6 2 (0.58%) PMI Certification
6 2 (0.58%) PMP
Quality Assurance & Compliance
1 22 (6.43%) QA
2 12 (3.51%) GCP
3 9 (2.63%) Data Quality
4 3 (0.88%) SLA
5 1 (0.29%) GDPR
System Software
1 162 (47.37%) Apache Flume
2 120 (35.09%) HDFS
3 33 (9.65%) Docker
4 16 (4.68%) Apache ZooKeeper
5 10 (2.92%) Hyper-V
5 10 (2.92%) VMware Infrastructure
6 8 (2.34%) Virtual Machines
7 1 (0.29%) Cronacle
Systems Management
1 89 (26.02%) Hadoop YARN
2 64 (18.71%) Oozie
3 28 (8.19%) Puppet
4 21 (6.14%) Mesos
5 16 (4.68%) Kibana
6 15 (4.39%) Ansible
7 13 (3.80%) Terraform
8 8 (2.34%) Kubernetes
9 4 (1.17%) Opscode Chef
10 2 (0.58%) Nagios
11 1 (0.29%) Ambari
11 1 (0.29%) Control-M
11 1 (0.29%) Packer
11 1 (0.29%) Salt
Vendors
1 166 (48.54%) Cloudera
2 65 (19.01%) Hortonworks
3 63 (18.42%) Tableau
4 40 (11.70%) Oracle
5 36 (10.53%) SAP
6 33 (9.65%) Talend
7 28 (8.19%) Microsoft
8 26 (7.60%) Atlassian
8 26 (7.60%) TIBCO
9 22 (6.43%) Google
9 22 (6.43%) MapR
10 21 (6.14%) Vertica
11 18 (5.26%) IBM
12 17 (4.97%) Informatica
13 14 (4.09%) Greenplum
13 14 (4.09%) HP
14 12 (3.51%) VMware
15 10 (2.92%) Salesforce.com
16 8 (2.34%) Cognizant
17 7 (2.05%) Teradata