Numerator tech stack

Numerator builds mostly with Python, Bash, PowerShell, SQL. Its stack also includes Azure, AWS, MS SQL, MySQL. Python is named in 3 of the 3 job postings Numerator published in the last 12 months (100%). Counted by Alion from the job postings of Numerator, updated Oct 30, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 30, 2026
Technologies in use
23
Postings analysed
3
Open now
2
Modernity
74 /100

What programming languages does Numerator use?

Python is named in 100% of job postings at Numerator, followed by Bash (33%), PowerShell (33%), SQL (33%).

Python 3 100% required in 100% · 2 open now · since Oct 2026
Bash 1 33% required in 100% · 1 open now · since Oct 2026
PowerShell 1 33% required in 100% · 1 open now · since Oct 2026
SQL 1 33% required in 100% · 1 open now · since Oct 2026

What databases does Numerator use?

MS SQL is named in 33% of job postings at Numerator, followed by MySQL (33%), Oracle (33%), PostgreSQL (33%).

MS SQL 1 33% required in 100% · 1 open now · since Oct 2026
MySQL 1 33% required in 100% · 1 open now · since Oct 2026
Oracle 1 33% required in 100% · 1 open now · since Oct 2026
PostgreSQL 1 33% required in 100% · 1 open now · since Oct 2026

What cloud and platforms does Numerator use?

Azure is named in 67% of job postings at Numerator, followed by AWS (33%), Databricks (33%), GCP (33%).

Azure 2 67% required in 100% · 2 open now · since Oct 2026
AWS 1 33% required in 100% · 1 open now · since Oct 2026
Databricks 1 33% required in 100% · 1 open now · since Oct 2026
GCP 1 33% required in 100% · 1 open now · since Oct 2026
Linux 1 33% required in 100% · 1 open now · since Oct 2026
Windows 1 33% required in 100% · 1 open now · since Oct 2026
Windows Server 1 33% required in 100% · 1 open now · since Oct 2026
Spark 1 33% optional · 1 open now · since Oct 2026

What developer tools does Numerator use?

Rest API is named in 33% of job postings at Numerator, followed by Wireshark (33%), pySpark (33%).

Rest API 1 33% required in 100% · 1 open now · since Oct 2026
Wireshark 1 33% required in 100% · 1 open now · since Oct 2026
pySpark 1 33% required in 100% · 1 open now · since Oct 2026

Which engineering practices does Numerator ask for?

DHCP is named in 33% of job postings at Numerator, followed by Incident Management (33%), Machine Learning (33%), TCP/IP (33%).

DHCP 1 33% required in 100% · 1 open now · since Oct 2026
Incident Management 1 33% required in 100% · 1 open now · since Oct 2026
Machine Learning 1 33% required in 100% · since Oct 2026
TCP/IP 1 33% required in 100% · 1 open now · since Oct 2026

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How modern is the Numerator stack?

Modern 74/100

Numerator scores 74 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: 0; legacy ones: 0.

How common is the Numerator stack in its industry?

Share of the 543 companies in the same industries, whose stack Alion knows, that use each technology.

Python63%
Azure29%
AWS0%
Bash0%
Databricks15%
GCP0%
Linux0%
MS SQL0%
MySQL0%
Oracle0%

Questions about the Numerator tech stack

What programming languages does Numerator use?

The languages named in Numerator job postings are Python (100%), Bash (33%), PowerShell (33%), SQL (33%), as a share of the 3 postings of the last 12 months.

Does Numerator use Azure?

Yes. Azure is named in 2 of 3 job postings (67%) and required in 2 of them.

What cloud and platforms does Numerator use?

The cloud and platforms named in Numerator job postings are Azure (2), AWS (1), Databricks (1) (postings in brackets).

Is the Numerator tech stack changing?

No new technology has appeared in Numerator job postings in the last six months.

How modern is the Numerator tech stack?

Numerator scores 74 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: 0; legacy ones: 0.

How does Alion know the Numerator tech stack?

Alion reads every job posting Numerator publishes and tags the technologies each one names. The figures on this page count the 3 postings of the last 12 months and were updated on Oct 30, 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, "Numerator tech stack: 23 technologies from 3 job postings", as of Oct 30, 2026. https://alion.io/company/numerator/technologies

Licence: CC BY-SA 4.0JSON