Nscale tech stack
Nscale builds mostly with Python, SQL, Bash, Go. Its stack also includes Kubernetes, Linux, NCCL, CUDA. Python is named in 80 of the 258 job postings Nscale published in the last 12 months (31%). Counted by Alion from the job postings of Nscale, updated Nov 11, 2026.
What programming languages does Nscale use?
Python is named in 31% of job postings at Nscale, followed by SQL (5%), Bash (5%), Go (4%).
C Show all (12)
What frameworks and libraries does Nscale use?
NCCL is named in 4% of job postings at Nscale, followed by CUDA (3%), PyTorch (3%), OpenTelemetry (3%).
Show all (20)
What databases does Nscale use?
ClickHouse is named in 2% of job postings at Nscale, followed by Google BigQuery (1%), MySQL (1%), Redis (<1%).
What cloud and platforms does Nscale use?
Kubernetes is named in 23% of job postings at Nscale, followed by Linux (15%), AWS (12%), GCP (10%).
Kubernetes
60 23%
AWS
31 12%
GCP
26 10%
Grafana
24 9%
Azure
21 8%
Power BI
19 7%
GitHub Actions
11 4%
Show all (41)
And 1 more, each named in fewer postings.
What developer tools does Nscale use?
InfiniBand is named in 18% of job postings at Nscale, followed by Ansible (15%), Terraform (14%), Prometheus (9%).
Ansible
39 15%
Terraform
36 14%
Prometheus
22 9%
SLURM
20 8%
Git
18 7%
OpenStack
17 7%
Show all (46)
And 6 more, each named in fewer postings.
What AI and ML technologies does Nscale use?
LLM is named in 3% of job postings at Nscale, followed by Claude (1%), Gemini (1%), ChatGPT (1%).
Which engineering practices does Nscale ask for?
HPC is named in 35% of job postings at Nscale, followed by BGP (12%), Platform Engineering (12%), CI/CD (10%).
HPC
91 35%
Platform Engineering
30 12%
CI/CD
26 10%
Incident Management
21 8%
SLI/SLO/SLA
18 7%
AI Agents
12 5%
Show all (58)
And 18 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
41 postingsProduct
27 postingsIndustrial Engineering
23 postingsLeadership
20 postingsManagement
19 postingsOperations
19 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 124 postings.
| Technology | Postings with pay | Median | vs company median |
|---|---|---|---|
| Kubernetes | 39 | $260k | +11% |
| Python | 32 | $220k | −6% |
| AWS | 17 | $230k | −2% |
| GCP | 16 | $215k | −9% |
| Linux | 16 | $195k | −17% |
| Power BI | 14 | $220k | −6% |
| Azure | 12 | $190k | −19% |
| Grafana | 10 | $260k | +11% |
| SQL | 8 | $190k | −19% |
| Ray | 7 | $210k | −11% |
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 77 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: 7; legacy ones: 0.
How common is the Nscale stack in its industry?
Share of the 397 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 (31%), SQL (5%), Bash (5%), Go (4%), PowerShell (3%), as a share of the 258 postings of the last 12 months.
Does Nscale use NCCL?
Yes. NCCL is named in 10 of 258 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 (60), Linux (39), AWS (31) (postings in brackets).
What skills do you need for a DevOps job at Nscale?
DevOps postings at Nscale most often require Python (23), Ansible (14), Linux (12), Kubernetes (9), out of 41 postings in the last 12 months.
Is the Nscale tech stack changing?
Yes. ArgoCD, Kyverno, PKI, HashiCorp Vault first appeared in Nscale job postings in the last six months.
How modern is the Nscale tech stack?
Nscale scores 77 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: 7; 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 258 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, "Nscale tech stack: 190 technologies from 258 job postings", as of Nov 11, 2026. https://alion.io/company/nscale/technologies