Otsuka US tech stack
Otsuka US builds mostly with Python, SQL, SAS. Its stack also includes AWS, GCP, Snowflake, OpenSearch. LLM is named in 8 of the 35 job postings Otsuka US published in the last 12 months (23%). Counted by Alion from the job postings of Otsuka US, updated Nov 13, 2026.
What programming languages does Otsuka US use?
Python is named in 6% of job postings at Otsuka US, followed by SQL (6%), SAS (3%).
SAS What frameworks and libraries does Otsuka US use?
AutoGen is named in 3% of job postings at Otsuka US, followed by FastAPI (3%), Flask (3%), LangChain (3%).
What databases does Otsuka US use?
Snowflake is named in 17% of job postings at Otsuka US, followed by OpenSearch (3%), Pinecone (3%).
What cloud and platforms does Otsuka US use?
AWS is named in 20% of job postings at Otsuka US, followed by GCP (17%), Azure (14%), Amazon SageMaker (11%).
AWS
7 20%
GCP
6 17%
Azure
5 14%
Power BI
3 9%
AWS Bedrock
1 3%
Show all (14)
What developer tools does Otsuka US use?
Veeva is named in 14% of job postings at Otsuka US, followed by Microsoft Excel (11%), Informatica (6%), A2A (3%).
Cortex
1 3%
Docker
1 3%
Show all (16)
What AI and ML technologies does Otsuka US use?
LLM is named in 23% of job postings at Otsuka US.
LLM
8 23%
Which engineering practices does Otsuka US ask for?
CAPA is named in 20% of job postings at Otsuka US, followed by Machine Learning (20%), AI Agents (11%), GMP (11%).
AI Agents
4 11%
RAG
4 11%
Show all (31)
What does each Otsuka US team work with?
The technologies each team's postings require most often, with the number of postings that require them.
AI/ML
5 postingsLeadership
4 postingsHow does your stack fit Otsuka US?
How much does Otsuka US pay by technology?
Median stated pay of the postings that name each technology, against the median of all Otsuka US postings with stated pay: $253k across 34 postings.
| Technology | Postings with pay | Median | vs company median |
|---|---|---|---|
| LLM | 8 | $253k | 0% |
| AWS | 7 | $253k | 0% |
| Snowflake | 6 | $253k | 0% |
| GCP | 6 | $239k | −6% |
| Azure | 5 | $253k | 0% |
How is the Otsuka US 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 Otsuka US stack?
Otsuka US scores 69 out of 100 (Modern). 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 Otsuka US stack in its industry?
Share of the 679 companies in the same industries, whose stack Alion knows, that use each technology.
What sets Otsuka US apart
Companies with a stack like Otsuka US
Regeneron Pharmaceuticals
65 shared technologies
BeOne Medicines
53 shared technologies
Pfizer
68 shared technologies
Gilead Sciences
58 shared technologies
Novartis
64 shared technologies
Vertex Pharmaceuticals
47 shared technologies
Genentech
52 shared technologies
Merck Group
66 shared technologies
Questions about the Otsuka US tech stack
What programming languages does Otsuka US use?
The languages named in Otsuka US job postings are Python (6%), SQL (6%), SAS (3%), as a share of the 35 postings of the last 12 months.
Does Otsuka US use AWS?
Yes. AWS is named in 7 of 35 job postings (20%) and required in 6 of them.
What cloud and platforms does Otsuka US use?
The cloud and platforms named in Otsuka US job postings are AWS (7), GCP (6), Azure (5) (postings in brackets).
What skills do you need for a AI/ML job at Otsuka US?
AI/ML postings at Otsuka US most often require AWS (3), Amazon SageMaker (3), LLM (3), Snowflake (3), out of 5 postings in the last 12 months.
Is the Otsuka US tech stack changing?
Yes. Embeddings, Fine-tuning, Microsoft Excel, CAPA first appeared in Otsuka US job postings in the last six months.
How modern is the Otsuka US tech stack?
Otsuka US scores 69 out of 100 (Modern). 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 Otsuka US tech stack?
Alion reads every job posting Otsuka US publishes and tags the technologies each one names. The figures on this page count the 35 postings of the last 12 months and were updated on Nov 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, "Otsuka US tech stack: 75 technologies from 35 job postings", as of Nov 13, 2026. https://alion.io/company/otsuka-us/technologies