NumSpot tech stack
NumSpot builds mostly with Python. Its stack also includes Grafana, Kubernetes, PostgreSQL, OpenTelemetry. Grafana is named in 4 of the 6 job postings NumSpot published in the last 12 months (67%). Counted by Alion from the job postings of NumSpot, updated Oct 13, 2026.
What programming languages does NumSpot use?
Python is named in 33% of job postings at NumSpot.
Python
2 33%
What frameworks and libraries does NumSpot use?
OpenTelemetry is named in 33% of job postings at NumSpot, followed by Flink (17%).
OpenTelemetry
2 33%
Flink
1 17%
What databases does NumSpot use?
PostgreSQL is named in 33% of job postings at NumSpot.
PostgreSQL
2 33%
What cloud and platforms does NumSpot use?
Grafana is named in 67% of job postings at NumSpot, followed by Kubernetes (67%), GitLab CI (33%), Amazon S3 (17%).
What developer tools does NumSpot use?
Prometheus is named in 67% of job postings at NumSpot, followed by Terraform (67%), Ansible (50%), Loki (50%).
Prometheus
4 67%
Terraform
4 67%
Ansible
3 50%
Loki
3 50%
ArgoCD
2 33%
Helm
2 33%
FluxCD
1 17%
Keycloak
1 17%
Show all (13)
What AI and ML technologies does NumSpot use?
LLM is named in 17% of job postings at NumSpot.
LLM
1 17%
Which engineering practices does NumSpot ask for?
CI/CD is named in 50% of job postings at NumSpot, followed by SLI/SLO/SLA (50%), GitOps (33%), Error Budget (17%).
CI/CD
3 50%
SLI/SLO/SLA
3 50%
GitOps
2 33%
Error Budget
1 17%
FinOps
1 17%
Platform Engineering
1 17%
RAG
1 17%
Show all (9)
How does your stack fit NumSpot?
How modern is the NumSpot stack?
NumSpot scores 73 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 common is the NumSpot stack in its industry?
Share of the 280 companies in the same industries, whose stack Alion knows, that use each technology.
Companies with a stack like NumSpot
Small
26 shared technologies
1GLOBAL
28 shared technologies
Darize
26 shared technologies
Neemtree
28 shared technologies
Skylo Technologies
29 shared technologies
Rostelecom Data Centers
26 shared technologies
Auriga IT Consulting Private Limited
27 shared technologies
Defense Unicorns
27 shared technologies
Questions about the NumSpot tech stack
What programming languages does NumSpot use?
The languages named in NumSpot job postings are Python (33%), as a share of the 6 postings of the last 12 months.
Does NumSpot use OpenTelemetry?
Yes. OpenTelemetry is named in 2 of 6 job postings (33%) and required in 2 of them.
What cloud and platforms does NumSpot use?
The cloud and platforms named in NumSpot job postings are Grafana (4), Kubernetes (4), GitLab CI (2) (postings in brackets).
Is the NumSpot tech stack changing?
No new technology has appeared in NumSpot job postings in the last six months.
How modern is the NumSpot tech stack?
NumSpot scores 73 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 NumSpot tech stack?
Alion reads every job posting NumSpot publishes and tags the technologies each one names. The figures on this page count the 6 postings of the last 12 months and were updated on Oct 13, 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, "NumSpot tech stack: 34 technologies from 6 job postings", as of Oct 13, 2026. https://alion.io/company/numspot/technologies