Groundswell tech stack

Groundswell builds mostly with Python, SQL, Java, TypeScript. Its stack also includes AWS, Databricks, NumPy, MariaDB. Python is named in 10 of the 17 job postings Groundswell published in the last 12 months (59%). Counted by Alion from the job postings of Groundswell, updated Sep 28, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 28, 2026
Technologies in use
71
Postings analysed
17
Open now
17
Modernity
74 /100
New in 6 months
8

What programming languages does Groundswell use?

Python is named in 59% of job postings at Groundswell, followed by SQL (59%), Java (35%), TypeScript (18%).

Python 10 59% required in 100% · 10 open now · since Jul 2026
SQL 10 59% required in 90% · 10 open now · since Aug 2026
Java 6 35% required in 100% · 6 open now · since Jul 2026
TypeScript 3 18% required in 100% · 3 open now · since Sep 2026
Apex 2 12% optional · 2 open now · since Aug 2026
C# 1 6% required in 100% · 1 open now · since Jul 2026
C++ 1 6% required in 100% · 1 open now · since Jul 2026
Scala 1 6% required in 100% · 1 open now · since Aug 2026

What frameworks and libraries does Groundswell use?

NumPy is named in 18% of job postings at Groundswell, followed by Playwright (6%), Scikit-learn (6%), Selenium (6%).

NumPy 3 18% required in 67% · 3 open now · since Sep 2026
Playwright 1 6% required in 100% · 1 open now · since Apr 2026
Scikit-learn 1 6% required in 100% · 1 open now · since Sep 2026
Selenium 1 6% required in 100% · 1 open now · since Apr 2026
LangChain 1 6% optional · 1 open now · since Sep 2026
LangGraph 1 6% optional · 1 open now · since Sep 2026

What databases does Groundswell use?

MariaDB is named in 6% of job postings at Groundswell, followed by Neo4j (6%).

MariaDB 1 6% required in 100% · 1 open now · since Aug 2026
Neo4j 1 6% optional · 1 open now · since Sep 2026

What cloud and platforms does Groundswell use?

AWS is named in 59% of job postings at Groundswell, followed by Databricks (29%), Azure (24%), GitHub (18%).

AWS 10 59% required in 50% · 10 open now · since Aug 2026
Databricks 5 29% required in 60% · 5 open now · since Aug 2026
Azure 4 24% required in 25% · 4 open now · since Aug 2026
GitHub 3 18% required in 67% · 3 open now · since Jun 2026
AWS Bedrock 3 18% optional · 3 open now · since Sep 2026
OpenAI 3 18% optional · 3 open now · since Sep 2026
Airflow 2 12% required in 100% · 2 open now · since Aug 2026
Apache Kafka 2 12% required in 50% · 2 open now · since Aug 2026
Show all (24)
MuleSoft2
AWS Lambda1
Amazon CloudWatch1
Amazon EC21
Amazon S31
Collibra1
GitLab CI1
Kubernetes1
Spark1
API Gateway1
AWS Step Functions1
Amazon EKS1
Amazon EventBridge1
Azure DevOps1
MicroStrategy1
Tableau1

What developer tools does Groundswell use?

Rest API is named in 18% of job postings at Groundswell, followed by Jupyter Notebook (18%), AWS Glue (12%), JMeter (12%).

Rest API 3 18% required in 100% · 3 open now · since Aug 2026
Jupyter Notebook 3 18% required in 67% · 3 open now · since Sep 2026
AWS Glue 2 12% required in 100% · 2 open now · since Aug 2026
JMeter 2 12% required in 100% · 2 open now · since Sep 2026
Jenkins 2 12% required in 50% · 2 open now · since Aug 2026
CloudFormation 1 6% required in 100% · 1 open now · since Sep 2026
Docker 1 6% required in 100% · 1 open now · since Sep 2026
Terraform 1 6% required in 100% · 1 open now · since Sep 2026

What AI and ML technologies does Groundswell use?

LLM is named in 47% of job postings at Groundswell.

LLM 8 47% required in 25% · 8 open now · since Jul 2026

Which engineering practices does Groundswell ask for?

ETL/ELT is named in 29% of job postings at Groundswell, followed by RAG (24%), Function Calling (18%), Prompt Engineering (18%).

ETL/ELT 5 29% required in 80% · 5 open now · since Aug 2026
RAG 4 24% required in 75% · 4 open now · since Sep 2026
Function Calling 3 18% required in 100% · 3 open now · since Sep 2026
Prompt Engineering 3 18% required in 100% · 3 open now · since Sep 2026
Structured Outputs 3 18% required in 100% · 3 open now · since Sep 2026
Tool Use 3 18% required in 100% · 3 open now · since Sep 2026
CI/CD 3 18% required in 67% · 3 open now · since Aug 2026
AI Agents 2 12% required in 100% · 2 open now · since Jul 2026
Show all (22)
Agentic Workflows2
Machine Learning2
SLI/SLO/SLA2
SOAP2
Configuration Management1
IAM1
Knowledge Graph1
LLM Evaluation1
Semantic Search1
Semantic Search1
Anomaly Detection1
Embeddings1
Human-in-the-Loop1
Time Series Forecasting1

What does each Groundswell team work with?

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

Data Science

5 postings
Python5
Java4
AWS3
SQL3
AWS Glue2
Airflow2

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 17 postings.

TechnologyPostings with payMedianvs company median
AWS10$175k+2%
Python10$175k+2%
SQL10$174k+1%
LLM8$175k+2%
Java6$175k+2%
Databricks5$175k+2%

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
SOAPSep 2026
JMeterSep 2026
SLI/SLO/SLASep 2026
Function CallingSep 2026
Prompt EngineeringSep 2026
Structured OutputsSep 2026
Tool UseSep 2026
TypeScriptSep 2026

How modern is the Groundswell stack?

Modern AI adopter 74/100

Groundswell scores 74 out of 100 (Modern). 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.

Questions about the Groundswell tech stack

What programming languages does Groundswell use?

The languages named in Groundswell job postings are Python (59%), SQL (59%), Java (35%), TypeScript (18%), Apex (12%), as a share of the 17 postings of the last 12 months.

Does Groundswell use NumPy?

Yes. NumPy is named in 3 of 17 job postings (18%) and required in 2 of them.

What cloud and platforms does Groundswell use?

The cloud and platforms named in Groundswell job postings are AWS (10), Databricks (5), Azure (4) (postings in brackets).

What skills do you need for a Data Science job at Groundswell?

Data Science postings at Groundswell most often require Python (5), Java (4), AWS (3), SQL (3), out of 5 postings in the last 12 months.

Is the Groundswell tech stack changing?

Yes. SOAP, JMeter, SLI/SLO/SLA, Function Calling first appeared in Groundswell job postings in the last six months.

How modern is the Groundswell tech stack?

Groundswell scores 74 out of 100 (Modern). 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 17 postings of the last 12 months and were updated on Sep 28, 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: 71 technologies from 17 job postings", as of Sep 28, 2026. https://alion.io/company/gswell-com/technologies

Licence: CC BY-SA 4.0JSON