H1
Pharma Marketing & Medical Communications · Clinical Trial Sites & Recruitment

H1 tech stack

H1 builds mostly with Python, SQL, Scala, JavaScript. Its stack also includes AWS, Spark, ElasticSearch, PostgreSQL. Python is named in 20 of the 31 job postings H1 published in the last 12 months (65%). Counted by Alion from the job postings of H1, updated Nov 13, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 13, 2026
Technologies in use
77
Postings analysed
31
Open now
7
Modernity
84 /100
New in 6 months
8

What programming languages does H1 use?

Python is named in 65% of job postings at H1, followed by SQL (58%), Scala (16%), JavaScript (16%).

Python 20 65% required in 95% · 5 open now · since Nov 2025
SQL 18 58% required in 100% · 5 open now · since Nov 2025
Scala 5 16% required in 100% · 2 open now · since Jun 2026
JavaScript 5 16% required in 60% · since May 2026
Java 4 13% required in 100% · 1 open now · since Jun 2026
Node JS 4 13% required in 100% · since Jul 2026
Go 4 13% required in 75% · since Jul 2026
TypeScript 3 10% required in 100% · since May 2026
Show all (12)
C++2
Apex1
C#1
SPSS1

What frameworks and libraries does H1 use?

Nest.JS is named in 6% of job postings at H1, followed by React.js (6%), LangChain (6%), Entity Framework Core (3%).

Nest.JS 2 6% required in 100% · since Aug 2026
React.js 2 6% required in 100% · since Aug 2026
LangChain 2 6% required in 50% · since Aug 2026
Entity Framework Core 1 3% required in 100% · since May 2026
Hadoop 1 3% required in 100% · since Jun 2026
NumPy 1 3% required in 100% · 1 open now · since Sep 2026
PyTorch 1 3% required in 100% · since May 2026
TensorFlow 1 3% required in 100% · since May 2026
Show all (10)
Vue.js1
Vercel AI SDK1

What databases does H1 use?

ElasticSearch is named in 19% of job postings at H1, followed by PostgreSQL (16%), Amazon Redshift (13%), Snowflake (6%).

ElasticSearch 6 19% required in 100% · since Jul 2026
PostgreSQL 5 16% required in 100% · since Jun 2026
Amazon Redshift 4 13% required in 75% · 2 open now · since Jun 2026
Snowflake 2 6% required in 50% · 1 open now · since Sep 2026
Apache Hudi 1 3% required in 100% · since Jun 2026
Delta Lake 1 3% required in 100% · since May 2026
Google BigQuery 1 3% required in 100% · 1 open now · since Sep 2026

What cloud and platforms does H1 use?

AWS is named in 45% of job postings at H1, followed by Spark (39%), Kubernetes (32%), Amazon S3 (29%).

AWS 14 45% required in 100% · 4 open now · since Jun 2026
Spark 12 39% required in 92% · 2 open now · since Nov 2025
Kubernetes 10 32% required in 100% · 2 open now · since May 2026
Amazon S3 9 29% required in 100% · 2 open now · since Jun 2026
Apache Kafka 6 19% required in 83% · since Nov 2025
Databricks 4 13% required in 100% · since May 2026
AWS Lambda 3 10% required in 100% · since Jul 2026
Airflow 3 10% required in 100% · 1 open now · since Jun 2026
Show all (23)
Amazon ECS3
Azure3
OpenAI3
Figma2
Anthropic2
.NET1
Amazon EKS1
GCP1
PubMed1
Vercel1
Amazon Kinesis1
GitHub1
Looker1
Power BI1
Tableau1

What developer tools does H1 use?

pySpark is named in 26% of job postings at H1, followed by Docker (16%), Git (13%), Terraform (13%).

pySpark 8 26% required in 88% · 2 open now · since Nov 2025
Docker 5 16% required in 100% · 2 open now · since Jun 2026
Git 4 13% required in 100% · since May 2026
Terraform 4 13% required in 100% · 1 open now · since Jun 2026
Copilot 4 13% required in 50% · 1 open now · since Nov 2025
CircleCI 3 10% required in 100% · 1 open now · since Jul 2026
dbt 2 6% required in 100% · since Aug 2026
Claude Code 2 6% optional · 1 open now · since Nov 2025
Show all (14)
Apache HTTP Server1
FHIR1
Fivetran1
HL71
Helm1
Microsoft Excel1

What AI and ML technologies does H1 use?

Claude is named in 23% of job postings at H1, followed by LLM (6%).

Claude 7 23% required in 86% · 1 open now · since Nov 2025
LLM 2 6% required in 50% · since Aug 2026

Which engineering practices does H1 ask for?

CI/CD is named in 23% of job postings at H1, followed by ETL/ELT (23%), AI Agents (6%), Knowledge Graph (6%).

CI/CD 7 23% required in 100% · 1 open now · since May 2026
ETL/ELT 7 23% required in 100% · 2 open now · since May 2026
AI Agents 2 6% required in 100% · since Sep 2026
Knowledge Graph 2 6% required in 100% · since Jul 2026
Machine Learning 2 6% required in 100% · since May 2026
Master Data Management 2 6% required in 100% · 2 open now · since Oct 2026
RAG 2 6% required in 50% · since Aug 2026
IAM 1 3% required in 100% · 1 open now · since Oct 2026
Show all (9)
NLP1

What does each H1 team work with?

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

Backend

10 postings
Python8
AWS7
Spark7
ElasticSearch6
Kubernetes6
Apache Kafka4

Data Science

4 postings
Python4
pySpark4
AWS3
Amazon S33
SQL3
Spark3

Analytics

3 postings
SQL3
AWS2

Product

3 postings
SQL3
Python2

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How much does H1 pay by technology?

Median stated pay of the postings that name each technology, against the median of all H1 postings with stated pay: $180k across 22 postings.

TechnologyPostings with payMedianvs company median
Python14$188k+4%
SQL13$185k+3%
AWS10$168k−7%
Spark8$220k+22%
Amazon S36$183k+1%
Apache Kafka5$220k+22%
Scala5$220k+22%

How is the H1 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
Master Data ManagementOct 2026
AI AgentsSep 2026
SnowflakeSep 2026
dbtAug 2026
OpenAIAug 2026
Nest.JSAug 2026
React.jsAug 2026
AnthropicAug 2026
Rising
OpenAI0% → 19%
Claude14% → 25%
Falling
Kubernetes50% → 19%
Python79% → 50%
Git29% → 0%
Java29% → 0%
Spark50% → 25%
ETL/ELT36% → 13%
Docker29% → 6%
Scala29% → 6%

How modern is the H1 stack?

Cutting-edge AI adopter 84/100

H1 scores 84 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: 2; legacy ones: 0.

How common is the H1 stack in its industry?

Share of the 330 companies in the same industries, whose stack Alion knows, that use each technology.

Python52%
SQL56%
AWS42%
Spark18%
Kubernetes31%
Amazon S318%
Claude22%
Apache Kafka13%
ElasticSearch6%
JavaScript41%

Questions about the H1 tech stack

What programming languages does H1 use?

The languages named in H1 job postings are Python (65%), SQL (58%), Scala (16%), JavaScript (16%), Java (13%), as a share of the 31 postings of the last 12 months.

Does H1 use Nest.JS?

Yes. Nest.JS is named in 2 of 31 job postings (6%) and required in 2 of them.

What cloud and platforms does H1 use?

The cloud and platforms named in H1 job postings are AWS (14), Spark (12), Kubernetes (10) (postings in brackets).

What skills do you need for a Backend job at H1?

Backend postings at H1 most often require Python (8), AWS (7), Spark (7), ElasticSearch (6), out of 10 postings in the last 12 months.

Is the H1 tech stack changing?

Yes. Master Data Management, AI Agents, Snowflake, dbt first appeared in H1 job postings in the last six months.

How modern is the H1 tech stack?

H1 scores 84 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: 2; legacy ones: 0.

How does Alion know the H1 tech stack?

Alion reads every job posting H1 publishes and tags the technologies each one names. The figures on this page count the 31 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, "H1 tech stack: 77 technologies from 31 job postings", as of Nov 13, 2026. https://alion.io/company/h1/technologies

Licence: CC BY-SA 4.0JSON