Qualified Health tech stack
Qualified Health builds mostly with Python, Java, Rust, SQL. Its stack also includes Azure, Databricks, Snowflake, Delta Lake. Python is named in 12 of the 17 job postings Qualified Health published in the last 12 months (71%). Counted by Alion from the job postings of Qualified Health, updated Oct 15, 2026.
What programming languages does Qualified Health use?
Python is named in 71% of job postings at Qualified Health, followed by Java (12%), Rust (12%), SQL (12%).
What frameworks and libraries does Qualified Health use?
Angular is named in 12% of job postings at Qualified Health, followed by PyTorch (12%), React.js (12%), TensorFlow (12%).
What databases does Qualified Health use?
Snowflake is named in 29% of job postings at Qualified Health, followed by Delta Lake (12%).
Snowflake
5 29%
Delta Lake
2 12%
What cloud and platforms does Qualified Health use?
Azure is named in 53% of job postings at Qualified Health, followed by Databricks (29%), GCP (29%), Spark (29%).
Azure
9 53%
Databricks
5 29%
GCP
5 29%
Spark
5 29%
AWS
4 24%
Kubernetes
4 24%
GitHub Actions
4 24%
Show all (12)
What developer tools does Qualified Health use?
Terraform is named in 53% of job postings at Qualified Health, followed by pySpark (29%), Azure Data Factory (24%), Bicep (12%).
Terraform
9 53%
pySpark
5 29%
Bicep
2 12%
Docker
2 12%
Rest API
2 12%
dbt
1 6%
ArgoCD
1 6%
Show all (11)
What AI and ML technologies does Qualified Health use?
LLM is named in 41% of job postings at Qualified Health, followed by Mistral (12%), ChatGPT (6%), Claude (6%).
Which engineering practices does Qualified Health ask for?
LLM Guardrails is named in 71% of job postings at Qualified Health, followed by CI/CD (41%), AI Agents (35%), Agentic Workflows (24%).
CI/CD
7 41%
AI Agents
6 35%
Prompt Engineering
1 6%
Chaos Engineering
1 6%
GitOps
1 6%
Show all (11)
What does each Qualified Health team work with?
The technologies each team's postings require most often, with the number of postings that require them.
Solutions
4 postingsAI/ML
3 postingsHow does your stack fit Qualified Health?
How much does Qualified Health pay by technology?
Median stated pay of the postings that name each technology, against the median of all Qualified Health postings with stated pay: $245k across 16 postings.
| Technology | Postings with pay | Median | vs company median |
|---|---|---|---|
| Python | 12 | $245k | 0% |
| Azure | 9 | $230k | −6% |
| LLM | 7 | $280k | +14% |
| GCP | 5 | $260k | +6% |
| Databricks | 5 | $230k | −6% |
| Snowflake | 5 | $230k | −6% |
| Spark | 5 | $230k | −6% |
How is the Qualified Health 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 Qualified Health stack?
Qualified Health scores 90 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: 4; legacy ones: 0.
How common is the Qualified Health stack in its industry?
Share of the 369 companies in the same industries, whose stack Alion knows, that use each technology.
Companies with a stack like Qualified Health
Questions about the Qualified Health tech stack
What programming languages does Qualified Health use?
The languages named in Qualified Health job postings are Python (71%), Java (12%), Rust (12%), SQL (12%), TypeScript (12%), as a share of the 17 postings of the last 12 months.
Does Qualified Health use Azure?
Yes. Azure is named in 9 of 17 job postings (53%) and required in 9 of them.
What cloud and platforms does Qualified Health use?
The cloud and platforms named in Qualified Health job postings are Azure (9), Databricks (5), GCP (5) (postings in brackets).
What skills do you need for a Solutions job at Qualified Health?
Solutions postings at Qualified Health most often require Azure (3), Databricks (3), out of 4 postings in the last 12 months.
Is the Qualified Health tech stack changing?
Yes. Mistral, Edge AI, LLM, Bicep first appeared in Qualified Health job postings in the last six months.
How modern is the Qualified Health tech stack?
Qualified Health scores 90 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: 4; legacy ones: 0.
How does Alion know the Qualified Health tech stack?
Alion reads every job posting Qualified Health 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 Oct 15, 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, "Qualified Health tech stack: 53 technologies from 17 job postings", as of Oct 15, 2026. https://alion.io/company/qualifiedhealthai/technologies