LigaData tech stack

LigaData builds mostly with Python, SQL, Bash, Scala. Its stack also includes Linux, Apache Kafka, Presto, Trino. Python is named in 4 of the 6 job postings LigaData published in the last 12 months (67%). Counted by Alion from the job postings of LigaData, updated Oct 16, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 16, 2026
Technologies in use
63
Postings analysed
6
Open now
6
Modernity
89 /100
New in 6 months
8

What programming languages does LigaData use?

Python is named in 67% of job postings at LigaData, followed by SQL (50%), Bash (33%), Scala (33%).

Python 4 67% required in 100% · 4 open now · since Jun 2026
SQL 3 50% required in 100% · 3 open now · since Jun 2026
Bash 2 33% required in 100% · 2 open now · since Sep 2026
Scala 2 33% required in 50% · 2 open now · since Aug 2026
Java 1 17% required in 100% · 1 open now · since Sep 2026
JavaScript 1 17% required in 100% · 1 open now · since Aug 2026
TypeScript 1 17% required in 100% · 1 open now · since Aug 2026

What frameworks and libraries does LigaData use?

Hadoop is named in 33% of job postings at LigaData, followed by NumPy (33%), FastAPI (17%), Pandas (17%).

Hadoop 2 33% required in 100% · 2 open now · since Sep 2026
NumPy 2 33% required in 50% · 2 open now · since Jun 2026
FastAPI 1 17% required in 100% · 1 open now · since Aug 2026
Pandas 1 17% required in 100% · 1 open now · since Jun 2026
React.js 1 17% required in 100% · 1 open now · since Aug 2026
ApexCharts 1 17% optional · 1 open now · since Aug 2026
Jest 1 17% optional · 1 open now · since Aug 2026
Material UI 1 17% optional · 1 open now · since Aug 2026
Show all (14)
Next.js1
Playwright1
Plotly1
Pydantic1
Pytest1
Redux1

What databases does LigaData use?

Presto is named in 50% of job postings at LigaData, followed by Trino (50%), HBase (33%), MariaDB (17%).

Presto 3 50% required in 100% · 3 open now · since Jun 2026
Trino 3 50% required in 100% · 3 open now · since Jun 2026
HBase 2 33% required in 100% · 2 open now · since Sep 2026
MariaDB 1 17% required in 100% · 1 open now · since Sep 2026
MySQL 1 17% required in 100% · 1 open now · since Sep 2026
PostgreSQL 1 17% required in 100% · 1 open now · since Sep 2026
Redis 1 17% required in 100% · 1 open now · since Sep 2026

What cloud and platforms does LigaData use?

Linux is named in 50% of job postings at LigaData, followed by Apache Kafka (50%), Kubernetes (50%), Spark (50%).

Linux 3 50% required in 100% · 3 open now · since Aug 2026
Apache Kafka 3 50% required in 67% · 3 open now · since Aug 2026
Kubernetes 3 50% required in 67% · 3 open now · since Aug 2026
Spark 3 50% required in 67% · 3 open now · since Aug 2026
Airflow 1 17% required in 100% · 1 open now · since Sep 2026
Grafana 1 17% required in 100% · 1 open now · since Sep 2026
LDAP 1 17% required in 100% · 1 open now · since Sep 2026
Power BI 1 17% required in 100% · 1 open now · since Jun 2026
Show all (13)
Superset1
AWS1
Azure1
Red Hat1
VMWare1

What developer tools does LigaData use?

Copilot is named in 67% of job postings at LigaData, followed by Git (33%), Docker (33%), Ansible (17%).

Copilot 4 67% required in 100% · 4 open now · since Jun 2026
Git 2 33% required in 100% · 2 open now · since Aug 2026
Docker 2 33% required in 50% · 2 open now · since Aug 2026
Ansible 1 17% required in 100% · 1 open now · since Sep 2026
Claude Code 1 17% required in 100% · 1 open now · since Aug 2026
Cursor 1 17% required in 100% · 1 open now · since Aug 2026
Model Context Protocol 1 17% required in 100% · 1 open now · since Aug 2026
Rest API 1 17% required in 100% · 1 open now · since Aug 2026
Show all (9)
Zabbix1

What AI and ML technologies does LigaData use?

ChatGPT is named in 67% of job postings at LigaData, followed by Claude (17%), LLM (17%).

ChatGPT 4 67% required in 100% · 4 open now · since Jun 2026
Claude 1 17% required in 100% · 1 open now · since Jul 2026
LLM 1 17% required in 100% · 1 open now · since Aug 2026

Which engineering practices does LigaData ask for?

AI Agents is named in 17% of job postings at LigaData, followed by Anomaly Detection (17%), ETL/ELT (17%), Function Calling (17%).

AI Agents 1 17% required in 100% · 1 open now · since Aug 2026
Anomaly Detection 1 17% required in 100% · 1 open now · since Jun 2026
ETL/ELT 1 17% required in 100% · 1 open now · since Sep 2026
Function Calling 1 17% required in 100% · 1 open now · since Aug 2026
Tool Use 1 17% required in 100% · 1 open now · since Aug 2026
CI/CD 1 17% optional · 1 open now · since Sep 2026
DNS 1 17% optional · 1 open now · since Sep 2026
Prompt Engineering 1 17% optional · 1 open now · since Aug 2026
Show all (10)
RAG1
TCP/IP1

How does your stack fit LigaData?

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How is the LigaData 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
BashSep 2026
HBaseSep 2026
HadoopSep 2026
LinuxAug 2026
Apache KafkaAug 2026
KubernetesAug 2026
SparkAug 2026
GitAug 2026

How modern is the LigaData stack?

Cutting-edge AI adopter 89/100

LigaData scores 89 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: 3; legacy ones: 0.

How common is the LigaData stack in its industry?

Share of the 1,230 companies in the same industries, whose stack Alion knows, that use each technology.

ChatGPT12%
Python59%
Apache Kafka16%
Kubernetes37%
Linux27%
Presto0%
SQL45%
Spark9%
Trino1%
Bash11%

What sets LigaData apart

Presto0%
Trino1%

Questions about the LigaData tech stack

What programming languages does LigaData use?

The languages named in LigaData job postings are Python (67%), SQL (50%), Bash (33%), Scala (33%), Java (17%), as a share of the 6 postings of the last 12 months.

Does LigaData use Hadoop?

Yes. Hadoop is named in 2 of 6 job postings (33%) and required in 2 of them.

What cloud and platforms does LigaData use?

The cloud and platforms named in LigaData job postings are Linux (3), Apache Kafka (3), Kubernetes (3) (postings in brackets).

Is the LigaData tech stack changing?

Yes. Bash, HBase, Hadoop, Linux first appeared in LigaData job postings in the last six months.

How modern is the LigaData tech stack?

LigaData scores 89 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: 3; legacy ones: 0.

How does Alion know the LigaData tech stack?

Alion reads every job posting LigaData 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 16, 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, "LigaData tech stack: 63 technologies from 6 job postings", as of Oct 16, 2026. https://alion.io/company/ligadata/technologies

Licence: CC BY-SA 4.0JSON