Nscale tech stack
Nscale builds mostly with Python, Bash, Go, SQL. Its stack also includes Kubernetes, Linux, OpenTelemetry, CUDA. Python is named in 49 of the 178 job postings Nscale published in the last 12 months (28%). Counted by Alion from the job postings of Nscale, updated Sep 27, 2026.
What programming languages does Nscale use?
Python is named in 28% of job postings at Nscale, followed by Bash (4%), Go (4%), SQL (3%).
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What frameworks and libraries does Nscale use?
OpenTelemetry is named in 4% of job postings at Nscale, followed by CUDA (4%), PyTorch (3%), Dask (3%).
OpenTelemetry
7 4%
PyTorch
6 3%
Dask
5 3%
Commander.js
2 1%
DeepSpeed
2 1%
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What databases does Nscale use?
ClickHouse is named in 2% of job postings at Nscale, followed by BigQuery (1%), Google BigQuery (1%), MySQL (1%).
BigQuery 
What cloud and platforms does Nscale use?
Kubernetes is named in 21% of job postings at Nscale, followed by Linux (14%), Grafana (11%), AWS (10%).
Kubernetes
37 21%
Grafana
19 11%
AWS
17 10%
Azure
17 10%
GCP
17 10%
CUDA Toolkit
7 4%
Power BI
7 4%
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What developer tools does Nscale use?
InfiniBand is named in 15% of job postings at Nscale, followed by Terraform (15%), Ansible (13%), Prometheus (10%).
Terraform
26 15%
Ansible
24 13%
Prometheus
18 10%
Git
15 8%
SLURM
13 7%
OpenStack
10 6%
Rest API
9 5%
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What AI and ML technologies does Nscale use?
LLM is named in 1% of job postings at Nscale, followed by Claude (1%), Gemini (1%), LoRA (1%).
Which engineering practices does Nscale ask for?
Edge AI is named in 35% of job postings at Nscale, followed by HPC (30%), Platform Engineering (15%), SLI/SLO/SLA (15%).
HPC
53 30%
Platform Engineering
26 15%
SLI/SLO/SLA
26 15%
CI/CD
19 11%
Incident Management
16 9%
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And 8 more, each named in fewer postings.
What does each Nscale team work with?
The technologies each team's postings require most often, with the number of postings that require them.
DevOps
23 postingsProduct
16 postingsFinance
15 postingsManagement
14 postingsNetworking
14 postingsIndustrial Engineering
12 postingsHow does your stack fit Nscale?
How much does Nscale pay by technology?
Median stated pay of the postings that name each technology, against the median of all Nscale postings with stated pay: $235k across 84 postings.
| Technology | Postings with pay | Median | vs company median |
|---|---|---|---|
| Kubernetes | 23 | $260k | +11% |
| Python | 19 | $230k | −2% |
| AWS | 10 | $205k | −13% |
| GCP | 10 | $205k | −13% |
| Grafana | 9 | $260k | +11% |
| Linux | 9 | $200k | −15% |
| Azure | 9 | $180k | −23% |
| Apache Kafka | 5 | $260k | +11% |
| Power BI | 5 | $250k | +6% |
How is the Nscale 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 Nscale stack?
Nscale scores 78 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: 6; legacy ones: 0.
How common is the Nscale stack in its industry?
Share of the 181 companies in the same industries, whose stack Alion knows, that use each technology.
What sets Nscale apart
Companies with a stack like Nscale
Questions about the Nscale tech stack
What programming languages does Nscale use?
The languages named in Nscale job postings are Python (28%), Bash (4%), Go (4%), SQL (3%), PowerShell (3%), as a share of the 178 postings of the last 12 months.
Does Nscale use OpenTelemetry?
Yes. OpenTelemetry is named in 7 of 178 job postings (4%) and required in 6 of them.
What cloud and platforms does Nscale use?
The cloud and platforms named in Nscale job postings are Kubernetes (37), Linux (25), Grafana (19) (postings in brackets).
What skills do you need for a DevOps job at Nscale?
DevOps postings at Nscale most often require Python (16), Ansible (9), Linux (9), Kubernetes (8), out of 23 postings in the last 12 months.
Is the Nscale tech stack changing?
Yes. Commander.js, Node JS, OpenAI, vLLM first appeared in Nscale job postings in the last six months.
How modern is the Nscale tech stack?
Nscale scores 78 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: 6; legacy ones: 0.
How does Alion know the Nscale tech stack?
Alion reads every job posting Nscale publishes and tags the technologies each one names. The figures on this page count the 178 postings of the last 12 months and were updated on Sep 27, 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, "Nscale tech stack: 162 technologies from 178 job postings", as of Sep 27, 2026. https://alion.io/company/nscale/technologies