Big Data Jobs in Scotland

Big Data
UK > Scotland

The table below provides summary statistics for permanent job vacancies advertised in Scotland requiring Big Data skills. It includes a benchmarking guide to the annual salaries offered in vacancies that cited Big Data over the 6 months leading up to 22 May 2025, comparing them to the same period in the previous two years.

6 months to
22 May 2025
Same period 2024 Same period 2023
Rank 131 43 108
Rank change year-on-year -88 +65 +22
Permanent jobs citing Big Data 29 557 117
As % of all permanent jobs advertised in Scotland 0.97% 8.30% 2.55%
As % of the Database & Business Intelligence category 7.90% 28.89% 13.43%
Number of salaries quoted 18 25 37
10th Percentile £25,000 £46,250 £60,750
25th Percentile £25,078 £65,000 £64,356
Median annual salary (50th Percentile) £25,625 £70,576 £70,000
Median % change year-on-year -63.69% +0.82% +19.15%
75th Percentile £67,813 £96,539 £73,644
90th Percentile £70,000 £101,250 £92,500
UK median annual salary £63,750 £80,000 £70,000
% change year-on-year -20.31% +14.29% -12.50%

All Database and Business Intelligence Skills
Scotland

Big Data falls under the Databases and Business Intelligence category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring database or business intelligence skills in Scotland.

Permanent vacancies with a requirement for database or business intelligence skills 367 1,928 871
As % of all permanent jobs advertised in Scotland 12.22% 28.74% 19.00%
Number of salaries quoted 173 457 486
10th Percentile £35,000 £32,500 £36,250
25th Percentile £46,250 £40,000 £43,000
Median annual salary (50th Percentile) £55,000 £52,500 £60,000
Median % change year-on-year +4.76% -12.50% +9.09%
75th Percentile £71,250 £65,000 £75,000
90th Percentile £93,778 £75,000 £89,852
UK median annual salary £62,500 £57,500 £65,000
% change year-on-year +8.70% -11.54% +8.33%

Big Data
Job Vacancy Trend in Scotland

Job postings citing Big Data as a proportion of all IT jobs advertised in Scotland.

Job vacancy trend for Big Data in Scotland

Big Data
Salary Trend in Scotland

3-month moving average salary quoted in jobs citing Big Data in Scotland.

Salary trend for Big Data in Scotland

Big Data
Salary Histogram in Scotland

Salary distribution for jobs citing Big Data in Scotland over the 6 months to 22 May 2025.

Salary histogram for Big Data in Scotland

Big Data
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Big Data within the Scotland region over the 6 months to 22 May 2025. 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
Edinburgh +11 21 £25,625 -63.69% 12
Glasgow -19 6 - - 7
Dundee - 1 £57,500 - 1
Big Data
UK

Big Data
Co-occurring Skills and Capabilities in Scotland by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 5 (17.24%) Apache Spark
2 3 (10.34%) Apache
3 1 (3.45%) Apache Airflow
Cloud Services
1 8 (27.59%) AWS
2 4 (13.79%) Snowflake
3 3 (10.34%) Azure
3 3 (10.34%) GCP
4 2 (6.90%) Amazon S3
4 2 (6.90%) Amazon SageMaker
4 2 (6.90%) Azure Machine Learning
4 2 (6.90%) dbt
5 1 (3.45%) Amazon EKS
Database & Business Intelligence
1 3 (10.34%) Amazon Redshift
1 3 (10.34%) Apache Iceberg
1 3 (10.34%) Tableau
2 2 (6.90%) Amazon Athena
2 2 (6.90%) Apache Hive
2 2 (6.90%) Apache Hudi
2 2 (6.90%) Data Warehouse
2 2 (6.90%) Geospatial Data
2 2 (6.90%) Looker
2 2 (6.90%) MongoDB
2 2 (6.90%) NoSQL
2 2 (6.90%) Parquet
3 1 (3.45%) Apache Cassandra
3 1 (3.45%) DynamoDB
3 1 (3.45%) Hadoop
3 1 (3.45%) HBase
3 1 (3.45%) Impala
3 1 (3.45%) Redshift Spectrum
3 1 (3.45%) Relational Database
3 1 (3.45%) SQL Server
Development Applications
1 2 (6.90%) JUnit
2 1 (3.45%) Gradle
2 1 (3.45%) Maven
General
1 20 (68.97%) Finance
2 15 (51.72%) Banking
3 8 (27.59%) Inclusion and Diversity
3 8 (27.59%) Social Skills
4 6 (20.69%) Law
5 3 (10.34%) Marketing
6 2 (6.90%) Multimedia
7 1 (3.45%) Analytical Skills
7 1 (3.45%) Games
7 1 (3.45%) Investment Banking
7 1 (3.45%) Publishing
Job Titles
1 12 (41.38%) Analyst
1 12 (41.38%) Data Analyst
2 10 (34.48%) Software Engineer
3 8 (27.59%) Senior
4 6 (20.69%) Data Scientist
5 4 (13.79%) Lead
5 4 (13.79%) Python Engineer
5 4 (13.79%) Python Software Engineer
5 4 (13.79%) Senior Data Scientist
6 3 (10.34%) Lead Software Engineer
6 3 (10.34%) Senior Software Engineer
7 2 (6.90%) AWS Engineer
7 2 (6.90%) AWS Software Engineer
7 2 (6.90%) Java Engineer
7 2 (6.90%) Java Software Engineer
8 1 (3.45%) Data Engineer
8 1 (3.45%) Developer/Software Engineer
8 1 (3.45%) Full-Stack Developer
8 1 (3.45%) Java Software Developer
8 1 (3.45%) Senior Data Analyst
Libraries, Frameworks & Software Standards
1 7 (24.14%) Kafka
2 2 (6.90%) gRPC
2 2 (6.90%) Spring
3 1 (3.45%) JPA
3 1 (3.45%) LangChain
3 1 (3.45%) Pandas
3 1 (3.45%) PySpark
3 1 (3.45%) REST
3 1 (3.45%) RESTful
3 1 (3.45%) scikit-learn
3 1 (3.45%) Web Services
Miscellaneous
1 5 (17.24%) Algorithms
2 4 (13.79%) Distributed Systems
3 2 (6.90%) Cloud Native
3 2 (6.90%) Data Structures
3 2 (6.90%) Public Cloud
3 2 (6.90%) Reference Data
3 2 (6.90%) Replication
4 1 (3.45%) Credit Risk
4 1 (3.45%) Legacy Systems
Operating Systems
1 1 (3.45%) Unix
Processes & Methodologies
1 18 (62.07%) Analytics
1 18 (62.07%) Visualisation
2 14 (48.28%) Storytelling
3 13 (44.83%) Mathematics
3 13 (44.83%) Software Engineering
4 11 (37.93%) Data Analytics
4 11 (37.93%) Machine Learning
5 10 (34.48%) Data Extraction
5 10 (34.48%) Predictive Modelling
5 10 (34.48%) Statistical Modelling
5 10 (34.48%) Statistics
6 8 (27.59%) Agile
7 7 (24.14%) Data Science
8 6 (20.69%) Artificial Intelligence
8 6 (20.69%) Business Strategy
8 6 (20.69%) Operational Stability
8 6 (20.69%) Risk Management
9 5 (17.24%) SDLC
9 5 (17.24%) TDD
10 4 (13.79%) Statistical Analysis
Programming Languages
1 17 (58.62%) SQL
2 9 (31.03%) Python
3 6 (20.69%) Java
4 2 (6.90%) C#
5 1 (3.45%) PL/SQL
Qualifications
1 12 (41.38%) Degree
2 2 (6.90%) Master's Degree
Quality Assurance & Compliance
1 3 (10.34%) Data Quality
System Software
1 1 (3.45%) Docker
1 1 (3.45%) HDFS
Systems Management
1 6 (20.69%) Terraform
2 3 (10.34%) Kubernetes
Vendors
1 4 (13.79%) Databricks
2 2 (6.90%) Oracle
3 1 (3.45%) Cloudera