Analytica tech stack
Analytica builds mostly with Python, SQL, Java, PHP. Its stack also includes AWS, Databricks, PyTorch, Scikit-learn. Python is named in 10 of the 22 job postings Analytica published in the last 12 months (45%). Counted by Alion from the job postings of Analytica, updated Oct 13, 2026.
What programming languages does Analytica use?
Python is named in 45% of job postings at Analytica, followed by SQL (36%), Java (5%), PHP (5%).
SAS What frameworks and libraries does Analytica use?
PyTorch is named in 18% of job postings at Analytica, followed by Scikit-learn (18%), TensorFlow (18%), Pandas (9%).
What databases does Analytica use?
Delta Lake is named in 14% of job postings at Analytica, followed by Amazon Redshift (9%), Azure SQL Database (9%), BigQuery (5%).
BigQuery 
What cloud and platforms does Analytica use?
AWS is named in 45% of job postings at Analytica, followed by Databricks (45%), Azure (41%), Spark (36%).
AWS
10 45%
Databricks
10 45%
Azure
9 41%
Spark
8 36%
Kubernetes
4 18%
Tableau
3 14%
Azure DevOps
2 9%
Show all (23)
What developer tools does Analytica use?
Git is named in 18% of job postings at Analytica, followed by Terraform (18%), Docker (14%), Azure Data Factory (9%).
Git
4 18%
Terraform
4 18%
Docker
3 14%
CloudFormation
2 9%
pySpark
2 9%
Bicep
1 5%
Show all (11)
What AI and ML technologies does Analytica use?
LLM is named in 5% of job postings at Analytica.
LLM
1 5%
Which engineering practices does Analytica ask for?
CI/CD is named in 50% of job postings at Analytica, followed by Machine Learning (50%), ETL/ELT (27%), NLP (14%).
CI/CD
11 50%
NLP
3 14%
RAG
2 9%
Anomaly Detection
1 5%
Show all (14)
What does each Analytica team work with?
The technologies each team's postings require most often, with the number of postings that require them.
Data Science
6 postingsAI/ML
3 postingsHow does your stack fit Analytica?
How modern is the Analytica stack?
Analytica scores 75 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.
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Questions about the Analytica tech stack
What programming languages does Analytica use?
The languages named in Analytica job postings are Python (45%), SQL (36%), Java (5%), PHP (5%), PowerShell (5%), as a share of the 22 postings of the last 12 months.
Does Analytica use PyTorch?
Yes. PyTorch is named in 4 of 22 job postings (18%) and required in 4 of them.
What cloud and platforms does Analytica use?
The cloud and platforms named in Analytica job postings are AWS (10), Databricks (10), Azure (9) (postings in brackets).
What skills do you need for a Data Science job at Analytica?
Data Science postings at Analytica most often require Python (5), SQL (5), AWS (4), Databricks (4), out of 6 postings in the last 12 months.
Is the Analytica tech stack changing?
No new technology has appeared in Analytica job postings in the last six months.
How modern is the Analytica tech stack?
Analytica scores 75 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 Analytica tech stack?
Alion reads every job posting Analytica publishes and tags the technologies each one names. The figures on this page count the 22 postings of the last 12 months and were updated on Oct 13, 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, "Analytica tech stack: 66 technologies from 22 job postings", as of Oct 13, 2026. https://alion.io/company/analytica-4/technologies