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.
What programming languages does LigaData use?
Python is named in 67% of job postings at LigaData, followed by SQL (50%), Bash (33%), Scala (33%).
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%).
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What databases does LigaData use?
Presto is named in 50% of job postings at LigaData, followed by Trino (50%), HBase (33%), MariaDB (17%).
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%).
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What developer tools does LigaData use?
Copilot is named in 67% of job postings at LigaData, followed by Git (33%), Docker (33%), Ansible (17%).
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What AI and ML technologies does LigaData use?
ChatGPT is named in 67% of job postings at LigaData, followed by Claude (17%), LLM (17%).
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%).
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How does your stack fit LigaData?
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.
How modern is the LigaData 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 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.
What sets LigaData apart
Companies with a stack like LigaData
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
