Acuity tech stack

Acuity builds mostly with Python, SQL, Java, Structured Text. Its stack also includes Azure, Oracle, Azure DevOps, PostgreSQL. Azure is named in 18 of the 59 job postings Acuity published in the last 12 months (31%). Counted by Alion from the job postings of Acuity, updated Sep 26, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 26, 2026
Technologies in use
99
Postings analysed
59
Open now
57
Modernity
76 /100

What programming languages does Acuity use?

Python is named in 12% of job postings at Acuity, followed by SQL (8%), Java (5%), Structured Text (3%).

Python 7 12% required in 86% · 7 open now · since Aug 2026
SQL 5 8% required in 40% · 5 open now · since Aug 2026
Java 3 5% required in 67% · 3 open now · since Sep 2026
Structured Text 2 3% required in 100% · 2 open now · since Sep 2026
JavaScript 2 3% required in 50% · 2 open now · since Aug 2026
C# 1 2% required in 100% · 1 open now · since Sep 2026
Go 1 2% required in 100% · 1 open now · since Sep 2026
Groovy 1 2% required in 100% · 1 open now · since Aug 2026
Show all (12)
Rust1
SAS1
C++1
Lua1

What frameworks and libraries does Acuity use?

Pytest is named in 5% of job postings at Acuity, followed by FastAPI (5%), LangChain (3%), ASP.NET Core (2%).

Pytest 3 5% required in 100% · 3 open now · since Aug 2026
FastAPI 3 5% required in 67% · 3 open now · since Aug 2026
LangChain 2 3% optional · 2 open now · since Aug 2026
ASP.NET Core 1 2% required in 100% · 1 open now · since Sep 2026
Flask 1 2% required in 100% · 1 open now · since Sep 2026
Playwright 1 2% required in 100% · 1 open now · since Aug 2026
Pydantic 1 2% required in 100% · 1 open now · since Sep 2026
Robot Framework 1 2% required in 100% · 1 open now · since Sep 2026
Show all (13)
Selenium1
Spring Boot1
CrewAI1
Next.js1
React.js1

What databases does Acuity use?

Oracle is named in 31% of job postings at Acuity, followed by PostgreSQL (5%), ElasticSearch (3%), Redis (2%).

Oracle 18 31% required in 83% · 16 open now · since Aug 2026
PostgreSQL 3 5% required in 67% · 3 open now · since Aug 2026
ElasticSearch 2 3% required in 50% · 2 open now · since Aug 2026
Redis 1 2% required in 100% · 1 open now · since Sep 2026
Azure Cosmos DB 1 2% optional · 1 open now · since Aug 2026

What cloud and platforms does Acuity use?

Azure is named in 31% of job postings at Acuity, followed by Azure DevOps (22%), Kubernetes (19%), AWS (10%).

Azure 18 31% required in 50% · 18 open now · since Aug 2026
Azure DevOps 13 22% required in 62% · 13 open now · since Aug 2026
Kubernetes 11 19% required in 55% · 11 open now · since Aug 2026
AWS 6 10% required in 50% · 6 open now · since Aug 2026
Power BI 5 8% required in 100% · 5 open now · since Aug 2026
Linux 5 8% required in 80% · 5 open now · since Aug 2026
GitHub Actions 4 7% required in 75% · 4 open now · since Aug 2026
Grafana 4 7% required in 25% · 4 open now · since Aug 2026
Show all (27)
Datadog3
Azure AKS2
GCP2
Windows2
Hugging Face2
OpenAI2
Postman2
Amazon CloudWatch1
Apache Kafka1
Domo1
Snyk1
SonarQube1
AWS Lambda1
Amazon EventBridge1
Amazon SageMaker1
Bitbucket1
GitHub1
RabbitMQ1
Spark1

What developer tools does Acuity use?

Docker is named in 20% of job postings at Acuity, followed by SolidWorks (15%), Rest API (12%), Microsoft Excel (8%).

Docker 12 20% required in 50% · 12 open now · since Aug 2026
SolidWorks 9 15% required in 100% · 9 open now · since Sep 2026
Rest API 7 12% required in 100% · 7 open now · since Aug 2026
Microsoft Excel 5 8% required in 100% · 5 open now · since Sep 2026
Git 5 8% required in 60% · 5 open now · since Aug 2026
Prometheus 4 7% required in 25% · 4 open now · since Aug 2026
Altium Designer 4 7% optional · 4 open now · since Sep 2026
MQTT 3 5% required in 100% · 3 open now · since Sep 2026
Show all (26)
Ansible3
Bicep3
ArgoCD2
EtherCAT2
OPC UA2
Chef2
Helm2
Jenkins2
Terraform2
Adobe Illustrator1
Adobe Photoshop1
Kustomize1
Kyverno1
WebSockets1
Claude Code1
Copilot1
GraphQL1
Puppet1

What AI and ML technologies does Acuity use?

LLM is named in 2% of job postings at Acuity.

LLM 1 2% required in 100% · 1 open now · since Sep 2026

Which engineering practices does Acuity ask for?

CI/CD is named in 17% of job postings at Acuity, followed by AI Agents (7%), Platform Engineering (7%), SLI/SLO/SLA (3%).

CI/CD 10 17% required in 70% · 10 open now · since Aug 2026
AI Agents 4 7% required in 75% · 4 open now · since Aug 2026
Platform Engineering 4 7% required in 75% · 4 open now · since Aug 2026
SLI/SLO/SLA 2 3% required in 100% · 2 open now · since Aug 2026
TCP/IP 2 3% required in 100% · 2 open now · since Sep 2026
Machine Learning 2 3% optional · 2 open now · since Sep 2026
Digital Twin 1 2% required in 100% · 1 open now · since Sep 2026
GitOps 1 2% required in 100% · 1 open now · since Sep 2026
Show all (15)
SOAP1
Shift-Left1
VLAN1
VPN1
Incident Management1
LLM Guardrails1
Speech Recognition1

What does each Acuity team work with?

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

Industrial Engineering

12 postings
SolidWorks7
Azure DevOps2

Operations

9 postings
Oracle8
Microsoft Excel3

Solutions

5 postings
EtherCAT2
MQTT2
OPC UA2
Rest API2
Structured Text2

Finance

4 postings
Power BI4
Oracle2

DevOps

4 postings
Azure4
Docker3
Kubernetes3
Azure AKS2
Azure DevOps2
Linux2

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How modern is the Acuity stack?

Cutting-edge AI adopter 76/100

Acuity scores 76 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.

Questions about the Acuity tech stack

What programming languages does Acuity use?

The languages named in Acuity job postings are Python (12%), SQL (8%), Java (5%), Structured Text (3%), JavaScript (3%), as a share of the 59 postings of the last 12 months.

Does Acuity use Pytest?

Yes. Pytest is named in 3 of 59 job postings (5%) and required in 3 of them.

What cloud and platforms does Acuity use?

The cloud and platforms named in Acuity job postings are Azure (18), Azure DevOps (13), Kubernetes (11) (postings in brackets).

What skills do you need for a Industrial Engineering job at Acuity?

Industrial Engineering postings at Acuity most often require SolidWorks (7), Azure DevOps (2), out of 12 postings in the last 12 months.

Is the Acuity tech stack changing?

No new technology has appeared in Acuity job postings in the last six months.

How modern is the Acuity tech stack?

Acuity scores 76 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 Acuity tech stack?

Alion reads every job posting Acuity publishes and tags the technologies each one names. The figures on this page count the 59 postings of the last 12 months and were updated on Sep 26, 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, "Acuity tech stack: 99 technologies from 59 job postings", as of Sep 26, 2026. https://alion.io/company/acuityinc/technologies

Licence: CC BY-SA 4.0JSON