PAIR Finance tech stack

PAIR Finance builds mostly with Python, Go, Ruby, Java. Its stack also includes AWS, MySQL, PostgreSQL, FastAPI. Python is named in 6 of the 6 job postings PAIR Finance published in the last 12 months (100%). Counted by Alion from the job postings of PAIR Finance, updated Oct 22, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 22, 2026
Technologies in use
28
Postings analysed
6
Open now
3
Modernity
83 /100
New in 6 months
8

What programming languages does PAIR Finance use?

Python is named in 100% of job postings at PAIR Finance, followed by Go (33%), Ruby (33%), Java (33%).

Python 6 100% required in 100% · 3 open now · since Apr 2025
Go 2 33% required in 100% · 1 open now · since Sep 2026
Ruby 2 33% required in 100% · 1 open now · since Sep 2026
Java 2 33% optional · 1 open now · since Sep 2026
JavaScript 2 33% optional · 1 open now · since Sep 2026
Node JS 2 33% optional · 1 open now · since Sep 2026
Rust 2 33% optional · 1 open now · since Sep 2026

What frameworks and libraries does PAIR Finance use?

FastAPI is named in 67% of job postings at PAIR Finance, followed by Flask (67%), NumPy (67%), Pandas (67%).

FastAPI 4 67% required in 100% · 2 open now · since Apr 2025
Flask 4 67% required in 100% · 2 open now · since Apr 2025
NumPy 4 67% required in 100% · 2 open now · since Apr 2025
Pandas 4 67% required in 100% · 2 open now · since Apr 2025
PyTorch 4 67% required in 100% · 2 open now · since Apr 2025
Scikit-learn 4 67% required in 100% · 2 open now · since Apr 2025
Ruby on Rails 2 33% required in 100% · 1 open now · since Sep 2026
Vue.js 2 33% optional · 1 open now · since Sep 2026

What databases does PAIR Finance use?

MySQL is named in 67% of job postings at PAIR Finance, followed by PostgreSQL (67%).

MySQL 4 67% required in 100% · 2 open now · since Apr 2025
PostgreSQL 4 67% required in 100% · 2 open now · since Apr 2025

What cloud and platforms does PAIR Finance use?

AWS is named in 100% of job postings at PAIR Finance, followed by Linux (33%).

AWS 6 100% required in 67% · 3 open now · since Apr 2025
Linux 2 33% optional · 1 open now · since Sep 2026

What developer tools does PAIR Finance use?

Claude Code is named in 33% of job postings at PAIR Finance, followed by Docker (33%), GraphQL (33%), Terraform (33%).

Claude Code 2 33% required in 100% · 1 open now · since Sep 2026
Docker 2 33% optional · 1 open now · since Sep 2026
GraphQL 2 33% optional · 1 open now · since Sep 2026
Terraform 2 33% optional · 1 open now · since Sep 2026

Which engineering practices does PAIR Finance ask for?

CI/CD is named in 100% of job postings at PAIR Finance, followed by Machine Learning (67%), Reinforcement Learning (67%), Fine-tuning (33%).

CI/CD 6 100% required in 67% · 3 open now · since Apr 2025
Machine Learning 4 67% required in 100% · 2 open now · since Apr 2025
Reinforcement Learning 4 67% required in 100% · 2 open now · since Apr 2025
Fine-tuning 2 33% required in 100% · 1 open now · since Apr 2025
Prompt Engineering 2 33% required in 100% · 1 open now · since Apr 2025

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How is the PAIR Finance 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
Claude CodeSep 2026
GoSep 2026
RubySep 2026
Ruby on RailsSep 2026
DockerSep 2026
GraphQLSep 2026
JavaSep 2026
JavaScriptSep 2026

How modern is the PAIR Finance stack?

Cutting-edge 83/100

PAIR Finance scores 83 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: 0; legacy ones: 0.

How common is the PAIR Finance stack in its industry?

Share of the 91 companies in the same industries, whose stack Alion knows, that use each technology.

AWS32%
Python53%
FastAPI10%
Flask3%
MySQL9%
NumPy8%
Pandas5%
PostgreSQL25%
PyTorch3%
Scikit-learn4%

What sets PAIR Finance apart

Flask3%
PyTorch3%
Scikit-learn4%

Questions about the PAIR Finance tech stack

What programming languages does PAIR Finance use?

The languages named in PAIR Finance job postings are Python (100%), Go (33%), Ruby (33%), Java (33%), JavaScript (33%), as a share of the 6 postings of the last 12 months.

Does PAIR Finance use FastAPI?

Yes. FastAPI is named in 4 of 6 job postings (67%) and required in 4 of them.

What cloud and platforms does PAIR Finance use?

The cloud and platforms named in PAIR Finance job postings are AWS (6), Linux (2) (postings in brackets).

Is the PAIR Finance tech stack changing?

Yes. Claude Code, Go, Ruby, Ruby on Rails first appeared in PAIR Finance job postings in the last six months.

How modern is the PAIR Finance tech stack?

PAIR Finance scores 83 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: 0; legacy ones: 0.

How does Alion know the PAIR Finance tech stack?

Alion reads every job posting PAIR Finance 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 22, 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, "PAIR Finance tech stack: 28 technologies from 6 job postings", as of Oct 22, 2026. https://alion.io/company/pairfinance/technologies

Licence: CC BY-SA 4.0JSON