Numan tech stack

Numan builds mostly with SQL, LookML, Python. Its stack also includes Looker, GCP, BigQuery, Google BigQuery. SQL is named in 6 of the 13 job postings Numan published in the last 12 months (46%). Counted by Alion from the job postings of Numan, updated Oct 2, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 2, 2026
Technologies in use
27
Postings analysed
13
Open now
7
Modernity
75 /100
New in 6 months
6

What programming languages does Numan use?

SQL is named in 46% of job postings at Numan, followed by LookML (15%), Python (8%).

SQL 6 46% required in 83% · 4 open now · since Feb 2025
LookML 2 15% required in 50% · since Jun 2026
Python 1 8% optional · since Aug 2026

What databases does Numan use?

BigQuery is named in 8% of job postings at Numan, followed by Google BigQuery (8%).

BigQuery 1 8% required in 100% · since Jun 2026
Google BigQuery 1 8% required in 100% · since Jun 2026

What cloud and platforms does Numan use?

Looker is named in 31% of job postings at Numan, followed by GCP (15%), Power BI (15%), AWS (8%).

Looker 4 31% required in 100% · 1 open now · since Feb 2025
GCP 2 15% required in 100% · since Aug 2026
Power BI 2 15% required in 50% · since Feb 2025
AWS 1 8% required in 100% · since Aug 2026
Azure 1 8% required in 100% · since Aug 2026
Braze 1 8% required in 100% · 1 open now · since Oct 2026
Burp Suite 1 8% required in 100% · since Aug 2026
Kubernetes 1 8% required in 100% · since Aug 2026
Show all (10)
MicroStrategy1
Tableau1

What developer tools does Numan use?

dbt is named in 46% of job postings at Numan, followed by Microsoft Excel (15%), Model Context Protocol (8%).

dbt 6 46% required in 83% · 4 open now · since Jun 2026
Microsoft Excel 2 15% required in 100% · 1 open now · since Feb 2025
Model Context Protocol 1 8% required in 100% · since Aug 2026

What AI and ML technologies does Numan use?

LLM is named in 15% of job postings at Numan.

LLM 2 15% required in 50% · since Jun 2026

Which engineering practices does Numan ask for?

CI/CD is named in 46% of job postings at Numan, followed by AI Agents (15%), A/B Testing (8%), Agentic Workflows (8%).

CI/CD 6 46% required in 100% · 4 open now · since Jun 2026
AI Agents 2 15% required in 100% · since Aug 2026
A/B Testing 1 8% required in 100% · 1 open now · since Sep 2026
Agentic Workflows 1 8% required in 100% · since Aug 2026
Knowledge Graph 1 8% required in 100% · since Jul 2026
Machine Learning 1 8% required in 100% · since Jul 2026
Tool Use 1 8% required in 100% · since Aug 2026
ETL/ELT 1 8% optional · since Aug 2026

What does each Numan team work with?

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

Analytics

5 postings
SQL5
dbt5

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How is the Numan 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.

First appeared
GCPAug 2026
AI AgentsAug 2026
CI/CDJun 2026
dbtJun 2026
LLMJun 2026
LookMLJun 2026

How modern is the Numan stack?

Cutting-edge AI adopter 75/100

Numan scores 75 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 common is the Numan stack in its industry?

Share of the 170 companies in the same industries, whose stack Alion knows, that use each technology.

SQL42%
Looker21%
GCP21%
LLM31%
LookML4%
Power BI12%
AWS40%
Azure16%
BigQuery11%
Braze12%

Questions about the Numan tech stack

What programming languages does Numan use?

The languages named in Numan job postings are SQL (46%), LookML (15%), Python (8%), as a share of the 13 postings of the last 12 months.

Does Numan use Looker?

Yes. Looker is named in 4 of 13 job postings (31%) and required in 4 of them.

What cloud and platforms does Numan use?

The cloud and platforms named in Numan job postings are Looker (4), GCP (2), Power BI (2) (postings in brackets).

What skills do you need for a Analytics job at Numan?

Analytics postings at Numan most often require SQL (5), dbt (5), out of 5 postings in the last 12 months.

Is the Numan tech stack changing?

Yes. GCP, AI Agents, CI/CD, dbt first appeared in Numan job postings in the last six months.

How modern is the Numan tech stack?

Numan scores 75 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 Numan tech stack?

Alion reads every job posting Numan publishes and tags the technologies each one names. The figures on this page count the 13 postings of the last 12 months and were updated on Oct 2, 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, "Numan tech stack: 27 technologies from 13 job postings", as of Oct 2, 2026. https://alion.io/company/numan/technologies

Licence: CC BY-SA 4.0JSON