opta data tech stack

opta data builds mostly with Python, Apex, C#, Java. Its stack also includes MuleSoft, MS SQL, MySQL, LangChain. Python is named in 2 of the 10 job postings opta data published in the last 12 months (20%). Counted by Alion from the job postings of opta data, updated Oct 1, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 1, 2026
Technologies in use
33
Postings analysed
10
Open now
10
Modernity
79 /100
New in 6 months
3

What programming languages does opta data use?

Python is named in 20% of job postings at opta data, followed by Apex (20%), C# (10%), Java (10%).

Python 2 20% required in 100% · 2 open now · since Mar 2026
Apex 2 20% optional · 2 open now · since Feb 2026
C# 1 10% required in 100% · 1 open now · since Aug 2026
Java 1 10% required in 100% · 1 open now · since Mar 2026
PHP 1 10% required in 100% · 1 open now · since Aug 2026

What frameworks and libraries does opta data use?

LangChain is named in 20% of job postings at opta data, followed by Keras (10%), MAUI (10%), PyTorch (10%).

LangChain 2 20% required in 100% · 2 open now · since Jun 2026
Keras 1 10% required in 100% · 1 open now · since Mar 2026
MAUI 1 10% required in 100% · 1 open now · since Aug 2026
PyTorch 1 10% required in 100% · 1 open now · since Mar 2026
TensorFlow 1 10% required in 100% · 1 open now · since Mar 2026

What databases does opta data use?

MS SQL is named in 20% of job postings at opta data, followed by MySQL (20%), MariaDB (10%), PostgreSQL (10%).

MS SQL 2 20% required in 100% · 2 open now · since Aug 2026
MySQL 2 20% required in 100% · 2 open now · since Aug 2026
MariaDB 1 10% required in 100% · 1 open now · since Aug 2026
PostgreSQL 1 10% required in 100% · 1 open now · since Aug 2026
Qdrant 1 10% required in 100% · 1 open now · since Aug 2026
Redis 1 10% required in 100% · 1 open now · since Aug 2026

What cloud and platforms does opta data use?

MuleSoft is named in 20% of job postings at opta data, followed by Airflow (10%), Anthropic (10%), Kubernetes (10%).

MuleSoft 2 20% required in 100% · 2 open now · since Feb 2026
Airflow 1 10% required in 100% · 1 open now · since Aug 2026
Anthropic 1 10% required in 100% · 1 open now · since Jun 2026
Kubernetes 1 10% required in 100% · 1 open now · since Aug 2026
Linux 1 10% required in 100% · 1 open now · since Feb 2026
OpenAI 1 10% required in 100% · 1 open now · since Jun 2026
Power BI 1 10% required in 100% · 1 open now · since Sep 2026
VMWare 1 10% required in 100% · 1 open now · since Feb 2026
Show all (9)
Windows1

What developer tools does opta data use?

Docker is named in 10% of job postings at opta data, followed by Hyper-V (10%).

Docker 1 10% required in 100% · 1 open now · since Aug 2026
Hyper-V 1 10% required in 100% · 1 open now · since Feb 2026

What AI and ML technologies does opta data use?

LLM is named in 10% of job postings at opta data.

LLM 1 10% required in 100% · 1 open now · since Jun 2026

Which engineering practices does opta data ask for?

Machine Learning is named in 10% of job postings at opta data, followed by Prompt Engineering (10%), RAG (10%), VPN (10%).

Machine Learning 1 10% required in 100% · 1 open now · since Mar 2026
Prompt Engineering 1 10% required in 100% · 1 open now · since Jun 2026
RAG 1 10% required in 100% · 1 open now · since Jun 2026
VPN 1 10% required in 100% · 1 open now · since Feb 2026
OCR 1 10% optional · 1 open now · since Mar 2026

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How is the opta data 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
MS SQLAug 2026
MySQLAug 2026
LangChainJun 2026

How modern is the opta data stack?

Cutting-edge AI adopter 79/100

opta data scores 79 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 opta data stack in its industry?

Share of the 1,120 companies in the same industries, whose stack Alion knows, that use each technology.

Apex6%
LangChain9%
MS SQL10%
MuleSoft4%
MySQL9%
Python39%
Airflow3%
Anthropic5%
C#14%
Java14%

Questions about the opta data tech stack

What programming languages does opta data use?

The languages named in opta data job postings are Python (20%), Apex (20%), C# (10%), Java (10%), PHP (10%), as a share of the 10 postings of the last 12 months.

Does opta data use LangChain?

Yes. LangChain is named in 2 of 10 job postings (20%) and required in 2 of them.

What cloud and platforms does opta data use?

The cloud and platforms named in opta data job postings are MuleSoft (2), Airflow (1), Anthropic (1) (postings in brackets).

Is the opta data tech stack changing?

Yes. MS SQL, MySQL, LangChain first appeared in opta data job postings in the last six months.

How modern is the opta data tech stack?

opta data scores 79 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 opta data tech stack?

Alion reads every job posting opta data publishes and tags the technologies each one names. The figures on this page count the 10 postings of the last 12 months and were updated on Oct 1, 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, "opta data tech stack: 33 technologies from 10 job postings", as of Oct 1, 2026. https://alion.io/company/optadata/technologies

Licence: CC BY-SA 4.0JSON