Oyster tech stack
Oyster builds mostly with Python, SQL, JavaScript, Ruby. Its stack also includes Ruby on Rails, AWS, AWS Bedrock, Snowflake. LLM is named in 5 of the 17 job postings Oyster published in the last 12 months (29%). Counted by Alion from the job postings of Oyster, updated Nov 6, 2026.
What programming languages does Oyster use?
Python is named in 24% of job postings at Oyster, followed by SQL (24%), JavaScript (24%), Ruby (18%).
What frameworks and libraries does Oyster use?
Ruby on Rails is named in 18% of job postings at Oyster, followed by LangChain (6%), LangGraph (6%), React.js (6%).
What cloud and platforms does Oyster use?
AWS is named in 12% of job postings at Oyster, followed by AWS Bedrock (6%), Databricks (6%), Datadog (6%).
AWS
2 12%
AWS Bedrock
1 6%
Databricks
1 6%
Datadog
1 6%
LocalAI
1 6%
Sentry
1 6%
Heroku
1 6%
Show all (9)
What developer tools does Oyster use?
Model Context Protocol is named in 24% of job postings at Oyster, followed by Microsoft Excel (18%), Alteryx (6%), Git (6%).
What AI and ML technologies does Oyster use?
LLM is named in 29% of job postings at Oyster.
LLM
5 29%
Which engineering practices does Oyster ask for?
RAG is named in 35% of job postings at Oyster, followed by AI Agents (29%), Agentic Workflows (12%), CI/CD (12%).
RAG
6 35%
AI Agents
5 29%
CI/CD
2 12%
Platform Engineering
2 12%
Function Calling
2 12%
Show all (16)
How does your stack fit Oyster?
How is the Oyster 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 Oyster stack?
Oyster scores 78 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 Oyster stack in its industry?
Share of the 626 companies in the same industries, whose stack Alion knows, that use each technology.
Companies with a stack like Oyster
Questions about the Oyster tech stack
What programming languages does Oyster use?
The languages named in Oyster job postings are Python (24%), SQL (24%), JavaScript (24%), Ruby (18%), TypeScript (6%), as a share of the 17 postings of the last 12 months.
Does Oyster use Ruby on Rails?
Yes. Ruby on Rails is named in 3 of 17 job postings (18%) and required in 2 of them.
What cloud and platforms does Oyster use?
The cloud and platforms named in Oyster job postings are AWS (2), AWS Bedrock (1), Databricks (1) (postings in brackets).
Is the Oyster tech stack changing?
Yes. Microsoft Excel, JavaScript, Agentic Workflows, Model Context Protocol first appeared in Oyster job postings in the last six months.
How modern is the Oyster tech stack?
Oyster scores 78 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 Oyster tech stack?
Alion reads every job posting Oyster publishes and tags the technologies each one names. The figures on this page count the 17 postings of the last 12 months and were updated on Nov 6, 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, "Oyster tech stack: 42 technologies from 17 job postings", as of Nov 6, 2026. https://alion.io/company/oyster/technologies