Aptino tech stack

Aptino builds mostly with Python, Java, SQL. Its stack also includes Spark, AWS, NumPy, Pandas. Python is named in 3 of the 3 job postings Aptino published in the last 12 months (100%). Counted by Alion from the job postings of Aptino, updated Oct 6, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 6, 2026
Technologies in use
40
Postings analysed
3
Open now
2
Modernity
88 /100

What programming languages does Aptino use?

Python is named in 100% of job postings at Aptino, followed by Java (33%), SQL (33%).

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

What frameworks and libraries does Aptino use?

NumPy is named in 67% of job postings at Aptino, followed by Pandas (67%), PyTorch (67%), TensorFlow (67%).

NumPy 2 67% required in 100% · 1 open now · since Sep 2026
Pandas 2 67% required in 100% · 1 open now · since Sep 2026
PyTorch 2 67% required in 100% · 1 open now · since Sep 2026
TensorFlow 2 67% required in 100% · 1 open now · since Sep 2026
Gymnasium 1 33% required in 100% · since Sep 2026
RLlib 1 33% required in 100% · since Sep 2026
Ray 1 33% required in 100% · since Sep 2026
Scikit-learn 1 33% required in 100% · since Sep 2026
Show all (9)
Stable-Baselines31

What cloud and platforms does Aptino use?

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

Spark 2 67% required in 100% · 2 open now · since Sep 2026
AWS 2 67% required in 50% · 1 open now · since Sep 2026
Azure 1 33% optional · since Sep 2026
GCP 1 33% optional · since Sep 2026
Kubeflow 1 33% optional · since Sep 2026
Kubernetes 1 33% optional · since Sep 2026
MLFlow 1 33% optional · since Sep 2026

What developer tools does Aptino use?

Cursor is named in 33% of job postings at Aptino, followed by Git (33%), Model Context Protocol (33%), Windsurf (33%).

Cursor 1 33% required in 100% · 1 open now · since Oct 2026
Git 1 33% required in 100% · 1 open now · since Oct 2026
Model Context Protocol 1 33% required in 100% · 1 open now · since Oct 2026
Windsurf 1 33% required in 100% · 1 open now · since Oct 2026
Docker 1 33% optional · since Sep 2026

What AI and ML technologies does Aptino use?

LLM is named in 33% of job postings at Aptino, followed by LoRA (33%), QLoRA (33%), PEFT (33%).

LLM 1 33% required in 100% · 1 open now · since Oct 2026
LoRA 1 33% required in 100% · 1 open now · since Oct 2026
QLoRA 1 33% required in 100% · 1 open now · since Oct 2026
PEFT 1 33% optional · 1 open now · since Oct 2026

Which engineering practices does Aptino ask for?

Machine Learning is named in 100% of job postings at Aptino, followed by RAG (67%), AI Agents (33%), Fine-tuning (33%).

Machine Learning 3 100% required in 100% · 2 open now · since Sep 2026
RAG 2 67% required in 50% · 1 open now · since Sep 2026
AI Agents 1 33% required in 100% · 1 open now · since Oct 2026
Fine-tuning 1 33% required in 100% · 1 open now · since Oct 2026
Multi-Agent Systems 1 33% required in 100% · 1 open now · since Oct 2026
PPO 1 33% required in 100% · since Sep 2026
Prompt Engineering 1 33% required in 100% · 1 open now · since Oct 2026
Reinforcement Learning 1 33% required in 100% · since Sep 2026
Show all (12)
Reinforcement Learning1
Semantic Search1
Semantic Search1
Tool Use1

What does each Aptino team work with?

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

AI/ML

3 postings
Python3
NumPy2
Pandas2
PyTorch2
Spark2
TensorFlow2

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How modern is the Aptino stack?

Cutting-edge AI adopter 88/100

Aptino scores 88 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: 4; legacy ones: 0.

Questions about the Aptino tech stack

What programming languages does Aptino use?

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

Does Aptino use NumPy?

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

What cloud and platforms does Aptino use?

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

What skills do you need for a AI/ML job at Aptino?

AI/ML postings at Aptino most often require Python (3), NumPy (2), Pandas (2), PyTorch (2), out of 3 postings in the last 12 months.

Is the Aptino tech stack changing?

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

How modern is the Aptino tech stack?

Aptino scores 88 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: 4; legacy ones: 0.

How does Alion know the Aptino tech stack?

Alion reads every job posting Aptino 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 6, 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, "Aptino tech stack: 40 technologies from 3 job postings", as of Oct 6, 2026. https://alion.io/company/aptino/technologies

Licence: CC BY-SA 4.0JSON