Groundswell
IT Consulting & Digital Transformation · Digital Government

Groundswell tech stack

Groundswell builds mostly with SQL, Python, Java, TypeScript. Its stack also includes AWS, Azure, Oracle, MySQL. SQL is named in 22 of the 34 job postings Groundswell published in the last 12 months (65%). Counted by Alion from the job postings of Groundswell, updated Nov 13, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 13, 2026
Technologies in use
85
Postings analysed
34
Open now
22
Modernity
75 /100
New in 6 months
8

What programming languages does Groundswell use?

SQL is named in 65% of job postings at Groundswell, followed by Python (32%), Java (24%), TypeScript (9%).

SQL 22 65% required in 95% · 16 open now · since Jun 2026
Python 11 32% required in 100% · 6 open now · since Jun 2026
Java 8 24% required in 88% · 4 open now · since Jun 2026
TypeScript 3 9% required in 100% · 3 open now · since Sep 2026
C# 3 9% required in 67% · 2 open now · since Jun 2026
C++ 2 6% required in 100% · 1 open now · since Jun 2026
Apex 2 6% optional · since Aug 2026
Scala 1 3% required in 100% · 1 open now · since Aug 2026

What frameworks and libraries does Groundswell use?

NumPy is named in 9% of job postings at Groundswell, followed by Playwright (6%), Selenium (6%), Scikit-learn (3%).

NumPy 3 9% required in 67% · 1 open now · since Sep 2026
Playwright 2 6% required in 100% · 1 open now · since Apr 2026
Selenium 2 6% required in 100% · 1 open now · since Apr 2026
Scikit-learn 1 3% required in 100% · since Sep 2026
LangChain 1 3% optional · since Sep 2026
LangGraph 1 3% optional · since Sep 2026

What databases does Groundswell use?

Oracle is named in 35% of job postings at Groundswell, followed by MySQL (29%), MariaDB (26%), MS SQL (3%).

Oracle 12 35% required in 92% · 10 open now · since Jun 2026
MySQL 10 29% required in 100% · 9 open now · since Jun 2026
MariaDB 9 26% required in 100% · 8 open now · since Jun 2026
MS SQL 1 3% required in 100% · 1 open now · since Nov 2026
Neo4j 1 3% optional · since Sep 2026
PostgreSQL 1 3% optional · since Oct 2026

What cloud and platforms does Groundswell use?

AWS is named in 62% of job postings at Groundswell, followed by Azure (44%), GCP (29%), LDAP (29%).

AWS 21 62% required in 38% · 16 open now · since Jun 2026
Azure 15 44% required in 27% · 13 open now · since Jun 2026
GCP 10 29% required in 20% · 9 open now · since Jun 2026
LDAP 10 29% required in 20% · 9 open now · since Jun 2026
Databricks 5 15% required in 60% · 2 open now · since Aug 2026
GitHub 3 9% required in 67% · 1 open now · since Jun 2026
AWS Bedrock 3 9% optional · 3 open now · since Sep 2026
OpenAI 3 9% optional · 3 open now · since Sep 2026
Show all (32)
Airflow2
Amazon EC22
Amazon S32
Amazon EKS2
Apache Kafka2
Kubernetes2
MuleSoft2
Azure DevOps2
.NET1
AWS Lambda1
Amazon CloudWatch1
Collibra1
GitLab CI1
Power BI1
SAP BusinessObjects1
Spark1
API Gateway1
AWS Step Functions1
Amazon EventBridge1
MicroStrategy1
Okta1
Tableau1
Windows1
Windows Server1

What developer tools does Groundswell use?

Rest API is named in 38% of job postings at Groundswell, followed by Git (9%), JMeter (9%), Jenkins (9%).

Rest API 13 38% required in 100% · 10 open now · since Jun 2026
Git 3 9% required in 100% · 3 open now · since Jun 2026
JMeter 3 9% required in 100% · 2 open now · since Sep 2026
Jenkins 3 9% required in 67% · 2 open now · since Aug 2026
Jupyter Notebook 3 9% required in 67% · 1 open now · since Sep 2026
AWS Glue 2 6% required in 100% · 1 open now · since Aug 2026
Terraform 2 6% required in 50% · 2 open now · since Sep 2026
Adobe InDesign 1 3% required in 100% · 1 open now · since Nov 2026
Show all (12)
CloudFormation1
Docker1
Informatica1
Microsoft Excel1

What AI and ML technologies does Groundswell use?

LLM is named in 26% of job postings at Groundswell.

LLM 9 26% required in 33% · 6 open now · since Jun 2026

Which engineering practices does Groundswell ask for?

SOAP is named in 35% of job postings at Groundswell, followed by Machine Learning (29%), ETL/ELT (18%), CI/CD (12%).

SOAP 12 35% required in 100% · 10 open now · since Jun 2026
Machine Learning 10 29% required in 20% · 7 open now · since Jun 2026
ETL/ELT 6 18% required in 83% · 3 open now · since Aug 2026
CI/CD 4 12% required in 75% · 2 open now · since Aug 2026
RAG 4 12% required in 75% · 3 open now · since Sep 2026
AI Agents 3 9% required in 100% · 1 open now · since Jun 2026
Function Calling 3 9% required in 100% · 3 open now · since Sep 2026
Prompt Engineering 3 9% required in 100% · 3 open now · since Sep 2026
Show all (20)
Structured Outputs3
Agentic Workflows2
Configuration Management1
IAM1
Knowledge Graph1
LLM Evaluation1
Platform Engineering1
Semantic Search1
Anomaly Detection1
Embeddings1
Human-in-the-Loop1
Time Series1

What does each Groundswell team work with?

The technologies each team's postings require most often, with the number of postings that require them.

Enterprise Apps

12 postings
Rest API11
SQL11
MySQL10
Oracle10
MariaDB8
AWS3

Data Science

6 postings
Python5
Java4
SQL4
AWS3
AWS Glue2
Airflow2

QA

3 postings
JMeter3
SQL3

AI/ML

3 postings
Python3
SQL3
TypeScript3

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How much does Groundswell pay by technology?

Median stated pay of the postings that name each technology, against the median of all Groundswell postings with stated pay: $172k across 34 postings.

TechnologyPostings with payMedianvs company median
SQL22$172k0%
AWS21$175k+2%
Azure15$164k−4%
Oracle12$162k−5%
Python11$175k+2%
GCP10$162k−5%
LDAP10$162k−5%
MySQL10$162k−5%
LLM9$175k+2%
MariaDB9$162k−5%

How is the Groundswell stack changing?

Read from the dates of the postings themselves: a technology is new when the first posting that names it appeared in the last six months, rising or falling when its share of postings moved between the last two quarters.

First appeared
JMeterSep 2026
Function CallingSep 2026
Prompt EngineeringSep 2026
Structured OutputsSep 2026
TypeScriptSep 2026
AWS BedrockSep 2026
OpenAISep 2026
Agentic WorkflowsSep 2026
Rising
Python15% → 45%
ETL/ELT0% → 30%
Databricks0% → 25%
LLM15% → 35%
CI/CD0% → 20%
RAG0% → 20%
Java15% → 30%
Function Calling0% → 15%
Falling
MySQL69% → 5%
GCP69% → 5%
LDAP69% → 5%
SOAP69% → 15%
Oracle69% → 15%
Rest API69% → 20%
MariaDB54% → 10%
Azure69% → 30%

How modern is the Groundswell stack?

Cutting-edge AI adopter 75/100

Groundswell scores 75 out of 100 (Cutting-edge). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 1; legacy ones: 0.

How common is the Groundswell stack in its industry?

Share of the 7,220 companies in the same industries, whose stack Alion knows, that use each technology.

SQL51%
AWS43%
Azure47%
Oracle16%
Python50%
GCP30%
LDAP7%
MySQL19%
LLM23%
MariaDB3%

What sets Groundswell apart

MariaDB3%

Questions about the Groundswell tech stack

What programming languages does Groundswell use?

The languages named in Groundswell job postings are SQL (65%), Python (32%), Java (24%), TypeScript (9%), C# (9%), as a share of the 34 postings of the last 12 months.

Does Groundswell use NumPy?

Yes. NumPy is named in 3 of 34 job postings (9%) and required in 2 of them.

What cloud and platforms does Groundswell use?

The cloud and platforms named in Groundswell job postings are AWS (21), Azure (15), GCP (10) (postings in brackets).

What skills do you need for a Enterprise Apps job at Groundswell?

Enterprise Apps postings at Groundswell most often require Rest API (11), SQL (11), MySQL (10), Oracle (10), out of 12 postings in the last 12 months.

Is the Groundswell tech stack changing?

Yes. JMeter, Function Calling, Prompt Engineering, Structured Outputs first appeared in Groundswell job postings in the last six months.

How modern is the Groundswell tech stack?

Groundswell scores 75 out of 100 (Cutting-edge). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 1; legacy ones: 0.

How does Alion know the Groundswell tech stack?

Alion reads every job posting Groundswell publishes and tags the technologies each one names. The figures on this page count the 34 postings of the last 12 months and were updated on Nov 13, 2026.

Method and citation

Alion reads every job posting the company publishes and tags the technologies each one names. Shares count the postings of the last 12 months, open and closed; the company's own products are counted apart. How we count

Alion, "Groundswell tech stack: 85 technologies from 34 job postings", as of Nov 13, 2026. https://alion.io/company/gswell-com/technologies

Licence: CC BY-SA 4.0JSON