DeepHealth
Medical Imaging Systems · Medical AI

DeepHealth tech stack

DeepHealth builds mostly with Python, SQL, PowerShell, Bash. Its stack also includes GCP, Linux, MS SQL, Google BigQuery. GCP is named in 17 of the 44 job postings DeepHealth published in the last 12 months (39%). Counted by Alion from the job postings of DeepHealth, updated Nov 14, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 14, 2026
Technologies in use
111
Postings analysed
44
Open now
27
Modernity
81 /100
New in 6 months
8

What programming languages does DeepHealth use?

Python is named in 27% of job postings at DeepHealth, followed by SQL (14%), PowerShell (9%), Bash (7%).

Python 12 27% required in 100% · 8 open now · since Jun 2026
SQL 6 14% required in 100% · 5 open now · since Sep 2026
PowerShell 4 9% required in 100% · 3 open now · since Jun 2026
Bash 3 7% required in 100% · 2 open now · since Jun 2026
JavaScript 2 5% required in 100% · 1 open now · since Sep 2026
C# 1 2% required in 100% · 1 open now · since Oct 2026
Java 1 2% required in 100% · 1 open now · since Oct 2026
Node JS 1 2% required in 100% · 1 open now · since Sep 2026
Show all (11)
Ruby1
Apex1
TypeScript1

What frameworks and libraries does DeepHealth use?

PyTorch is named in 7% of job postings at DeepHealth, followed by Angular (2%), JUnit (2%), React.js (2%).

PyTorch 3 7% required in 100% · 2 open now · since Sep 2026
Angular 1 2% required in 100% · 1 open now · since Sep 2026
JUnit 1 2% required in 100% · 1 open now · since Oct 2026
React.js 1 2% required in 100% · 1 open now · since Sep 2026
Ruby on Rails 1 2% required in 100% · 1 open now · since Sep 2026
Spring Boot 1 2% required in 100% · 1 open now · since Oct 2026
Vue.js 1 2% required in 100% · 1 open now · since Sep 2026

What databases does DeepHealth use?

MS SQL is named in 14% of job postings at DeepHealth, followed by Google BigQuery (7%), MySQL (5%), DynamoDB (2%).

MS SQL 6 14% required in 100% · 4 open now · since Jun 2026
Google BigQuery 3 7% required in 100% · 2 open now · since Sep 2026
MySQL 2 5% required in 100% · 1 open now · since Aug 2026
DynamoDB 1 2% required in 100% · 1 open now · since Sep 2026
PostgreSQL 1 2% required in 100% · 1 open now · since Sep 2026

What cloud and platforms does DeepHealth use?

GCP is named in 39% of job postings at DeepHealth, followed by Linux (34%), AWS (32%), Azure (23%).

GCP 17 39% required in 100% · 11 open now · since Jun 2026
Linux 15 34% required in 100% · 10 open now · since Jun 2026
AWS 14 32% required in 100% · 7 open now · since Jun 2026
Azure 10 23% required in 100% · 5 open now · since Jun 2026
Windows 9 20% required in 100% · 6 open now · since Jun 2026
Kubernetes 8 18% required in 100% · 6 open now · since Jun 2026
Windows Server 4 9% required in 100% · 2 open now · since Jun 2026
Datadog 2 5% required in 100% · 1 open now · since Jul 2026
Show all (27)
GitHub Actions2
Grafana2
.NET1
Active Directory1
Amazon EC21
Amazon EKS1
Amazon S31
DLP1
GitHub1
GitLab CI1
Istio1
Microsoft Entra ID1
PagerDuty1
Power BI1
SIEM1
Unix1
VMWare1
Vertex AI1
MuleSoft1

What developer tools does DeepHealth use?

DICOM is named in 45% of job postings at DeepHealth, followed by HL7 (36%), Terraform (14%), Ansible (11%).

DICOM 20 45% required in 100% · 15 open now · since Jun 2026
HL7 16 36% required in 100% · 11 open now · since Jun 2026
Terraform 6 14% required in 100% · 4 open now · since Jun 2026
Ansible 5 11% required in 100% · 4 open now · since Jun 2026
ArgoCD 5 11% required in 100% · 3 open now · since Jun 2026
Docker 5 11% required in 100% · 4 open now · since Jun 2026
FHIR 4 9% required in 100% · 3 open now · since Aug 2026
Claude Code 3 7% required in 100% · 2 open now · since Aug 2026
Show all (20)
Git3
Jenkins2
Microsoft Excel2
OpenAI Codex2
Prometheus2
Rest API2
Cursor1
Hyper-V1
KEDA1
KVM1
SLURM1
dbt1

What AI and ML technologies does DeepHealth use?

ChatGPT is named in 5% of job postings at DeepHealth, followed by Claude (5%), LLM (5%).

ChatGPT 2 5% required in 100% · 1 open now · since Aug 2026
Claude 2 5% required in 100% · 1 open now · since Aug 2026
LLM 2 5% required in 100% · since Oct 2026

Which engineering practices does DeepHealth ask for?

CI/CD is named in 25% of job postings at DeepHealth, followed by Machine Learning (23%), 21 CFR Part 820 (11%), DNS (11%).

CI/CD 11 25% required in 91% · 9 open now · since Jun 2026
Machine Learning 10 23% required in 100% · 6 open now · since Aug 2026
21 CFR Part 820 5 11% required in 100% · since Oct 2026
DNS 5 11% required in 100% · 2 open now · since Jun 2026
ISO 13485 5 11% required in 100% · since Oct 2026
Platform Engineering 5 11% required in 100% · 3 open now · since Jun 2026
IEC 62304 4 9% required in 100% · since Oct 2026
TCP/IP 4 9% required in 100% · 2 open now · since Jun 2026
Show all (38)
AI Agents3
DHCP3
IAM3
VPN3
CAPA2
Computer Vision2
EU AI Act2
EU MDR2
GitOps2
HPC2
LLM Guardrails2
Multimodal AI2
NIST AI RMF2
Self-Supervised Learning2
Speech Recognition2
21 CFR Part 111
Design Controls1
FDA 510(k)1
FinOps1
Hallucination1
ISO 149711
ISO 420011
Incident Management1
Master Data Management1
Post-training1
Pre-training1
Prompt Engineering1
SLI/SLO/SLA1
Transfer Learning1
SOAP1

What does each DeepHealth team work with?

The technologies each team's postings require most often, with the number of postings that require them.

Industrial Engineering

7 postings
DICOM5
AWS4
Azure4
GCP4
Linux4
Ansible3

DevOps

5 postings
AWS4
GCP3
Kubernetes3
Linux3
ArgoCD2
Azure2

Product

5 postings
ChatGPT2
Claude Code2
DICOM2
HL72

AI/ML

5 postings
Python3
GCP2
PyTorch2

Solutions

4 postings
DICOM4
HL74
GCP3
AWS2
Azure2

Support

4 postings
DICOM4
HL74
Linux4
Windows4
MS SQL3
Windows Server3

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How much does DeepHealth pay by technology?

Median stated pay of the postings that name each technology, against the median of all DeepHealth postings with stated pay: $80k across 23 postings.

TechnologyPostings with payMedianvs company median
GCP9$80k0%
Python9$75k−7%
Linux9$63k−21%
AWS8$79k−1%
Kubernetes5$79k−2%

How is the DeepHealth 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.

First appeared
EU MDROct 2026
HPCOct 2026
IEC 62304Oct 2026
Speech RecognitionOct 2026
21 CFR Part 820Oct 2026
ISO 13485Oct 2026
CAPAOct 2026
AI AgentsOct 2026
Rising
Machine Learning0% → 29%
SQL0% → 18%
21 CFR Part 8200% → 15%
ISO 134850% → 15%
IEC 623040% → 12%
AI Agents0% → 9%
Claude Code0% → 9%
Google BigQuery0% → 9%
Falling
Linux80% → 21%
DNS50% → 0%
AWS70% → 21%
TCP/IP40% → 0%
ArgoCD40% → 3%
Platform Engineering40% → 3%
Azure50% → 15%
Terraform40% → 6%

How modern is the DeepHealth stack?

Cutting-edge AI adopter 81/100

DeepHealth scores 81 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 DeepHealth stack in its industry?

Share of the 519 companies in the same industries, whose stack Alion knows, that use each technology.

GCP34%
Linux24%
AWS49%
Python65%
Azure34%
Windows18%
Kubernetes36%
MS SQL5%
SQL46%
PowerShell8%

Questions about the DeepHealth tech stack

What programming languages does DeepHealth use?

The languages named in DeepHealth job postings are Python (27%), SQL (14%), PowerShell (9%), Bash (7%), JavaScript (5%), as a share of the 44 postings of the last 12 months.

Does DeepHealth use PyTorch?

Yes. PyTorch is named in 3 of 44 job postings (7%) and required in 3 of them.

What cloud and platforms does DeepHealth use?

The cloud and platforms named in DeepHealth job postings are GCP (17), Linux (15), AWS (14) (postings in brackets).

What skills do you need for a Industrial Engineering job at DeepHealth?

Industrial Engineering postings at DeepHealth most often require DICOM (5), AWS (4), Azure (4), GCP (4), out of 7 postings in the last 12 months.

Is the DeepHealth tech stack changing?

Yes. EU MDR, HPC, IEC 62304, Speech Recognition first appeared in DeepHealth job postings in the last six months.

How modern is the DeepHealth tech stack?

DeepHealth scores 81 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 DeepHealth tech stack?

Alion reads every job posting DeepHealth publishes and tags the technologies each one names. The figures on this page count the 44 postings of the last 12 months and were updated on Nov 14, 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, "DeepHealth tech stack: 111 technologies from 44 job postings", as of Nov 14, 2026. https://alion.io/company/deephealth/technologies

Licence: CC BY-SA 4.0JSON