Acuity tech stack
Acuity builds mostly with Python, SQL, JavaScript, C#. Its stack also includes Azure, Azure DevOps, Oracle, React.js. Azure is named in 49 of the 139 job postings Acuity published in the last 12 months (35%). Counted by Alion from the job postings of Acuity, updated Nov 11, 2026.
What programming languages does Acuity use?
Python is named in 20% of job postings at Acuity, followed by SQL (12%), JavaScript (12%), C# (10%).
Python
28 20%
SQL
17 12%
JavaScript
16 12%
C#
14 10%
C++
14 10%
Java
9 6%
TypeScript
6 4%
Node JS
6 4%
Show all (20)
What frameworks and libraries does Acuity use?
React.js is named in 9% of job postings at Acuity, followed by FastAPI (5%), Pytest (4%), LangChain (4%).
React.js
13 9%
FastAPI
7 5%
Pytest
5 4%
LangChain
5 4%
Next.js
4 3%
PyTorch
3 2%
ASP.NET Core
3 2%
Flask
2 1%
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What databases does Acuity use?
Oracle is named in 17% of job postings at Acuity, followed by Delta Lake (3%), ElasticSearch (3%), PostgreSQL (3%).
What cloud and platforms does Acuity use?
Azure is named in 35% of job postings at Acuity, followed by Azure DevOps (23%), Kubernetes (21%), Power BI (12%).
Azure
49 35%
Azure DevOps
32 23%
Kubernetes
29 21%
Power BI
17 12%
AWS
15 11%
GCP
9 6%
GitHub Actions
9 6%
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And 3 more, each named in fewer postings.
What developer tools does Acuity use?
Docker is named in 18% of job postings at Acuity, followed by Rest API (17%), Git (13%), SolidWorks (11%).
Docker
25 18%
Rest API
23 17%
Git
18 13%
SolidWorks
15 11%
MQTT
10 7%
Bicep
10 7%
Terraform
9 6%
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What AI and ML technologies does Acuity use?
LLM is named in 3% of job postings at Acuity, followed by ChatGPT (1%), Claude (1%).
Which engineering practices does Acuity ask for?
CI/CD is named in 27% of job postings at Acuity, followed by Platform Engineering (9%), Machine Learning (7%), AI Agents (6%).
CI/CD
38 27%
Platform Engineering
12 9%
AI Agents
9 6%
Computer Vision
3 2%
Show all (34)
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
28 postingsBackend
23 postingsOperations
16 postingsSolutions
8 postingsDevOps
7 postingsManagement
7 postingsHow does your stack fit Acuity?
How much does Acuity pay by technology?
Median stated pay of the postings that name each technology, against the median of all Acuity postings with stated pay: $136k across 52 postings.
| Technology | Postings with pay | Median | vs company median |
|---|---|---|---|
| Azure | 11 | $226k | +66% |
| Kubernetes | 8 | $231k | +70% |
| Python | 6 | $192k | +42% |
| Linux | 6 | $191k | +40% |
| C++ | 6 | $167k | +23% |
| Lua | 5 | $167k | +23% |
| Oracle | 5 | $103k | −25% |
How is the Acuity 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.
How modern is the Acuity stack?
Acuity scores 83 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: 3; legacy ones: 0.
How common is the Acuity stack in its industry?
Share of the 458 companies in the same industries, whose stack Alion knows, that use each technology.
What sets Acuity apart
Companies with a stack like Acuity
Questions about the Acuity tech stack
What programming languages does Acuity use?
The languages named in Acuity job postings are Python (20%), SQL (12%), JavaScript (12%), C# (10%), C++ (10%), as a share of the 139 postings of the last 12 months.
Does Acuity use React.js?
Yes. React.js is named in 13 of 139 job postings (9%) and required in 11 of them.
What cloud and platforms does Acuity use?
The cloud and platforms named in Acuity job postings are Azure (49), Azure DevOps (32), Kubernetes (29) (postings in brackets).
What skills do you need for a Industrial Engineering job at Acuity?
Industrial Engineering postings at Acuity most often require SolidWorks (12), Azure DevOps (3), EtherCAT (2), LTspice (2), out of 28 postings in the last 12 months.
Is the Acuity tech stack changing?
Yes. Fine-tuning, Multimodal AI, ONNX, OpenCV first appeared in Acuity job postings in the last six months.
How modern is the Acuity tech stack?
Acuity scores 83 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: 3; 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 139 postings of the last 12 months and were updated on Nov 11, 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: 179 technologies from 139 job postings", as of Nov 11, 2026. https://alion.io/company/acuityinc/technologies