Zifo
Bioinformatics · Healthcare & Life Sciences Consulting

Zifo tech stack

Zifo builds mostly with Python, Java, SQL, JavaScript. Its stack also includes AWS, Windows, Scikit-learn, PostgreSQL. AWS is named in 12 of the 41 job postings Zifo published in the last 12 months (29%). Counted by Alion from the job postings of Zifo, updated Nov 12, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 12, 2026
Technologies in use
103
Postings analysed
41
Open now
22
Modernity
73 /100
New in 6 months
8

What programming languages does Zifo use?

Python is named in 27% of job postings at Zifo, followed by Java (24%), SQL (20%), JavaScript (12%).

Python 11 27% required in 91% · 9 open now · since May 2026
Java 10 24% required in 100% · 4 open now · since Apr 2026
SQL 8 20% required in 100% · 5 open now · since Sep 2026
JavaScript 5 12% optional · 3 open now · since Sep 2026
C# 3 7% required in 100% · 3 open now · since Sep 2026
TypeScript 3 7% required in 67% · 2 open now · since Sep 2026
Scala 2 5% required in 100% · 1 open now · since Oct 2026
R 1 2% optional · since May 2026

What frameworks and libraries does Zifo use?

Scikit-learn is named in 10% of job postings at Zifo, followed by Angular (7%), FastAPI (7%), PyTorch (7%).

Scikit-learn 4 10% required in 100% · 3 open now · since Oct 2026
Angular 3 7% required in 100% · 2 open now · since Sep 2026
FastAPI 3 7% required in 100% · 3 open now · since Sep 2026
PyTorch 3 7% required in 100% · 2 open now · since Oct 2026
TensorFlow 3 7% required in 100% · 2 open now · since Oct 2026
D3.js 2 5% required in 100% · 1 open now · since Oct 2026
RxJS 2 5% required in 100% · 1 open now · since Sep 2026
LangChain 1 2% required in 100% · 1 open now · since Oct 2026
Show all (19)
LangGraph1
NumPy1
Pandas1
Pydantic1
Pytest1
React.js1
SQLAlchemy1
Spring Boot1
Spring Framework1
pgvector1
Shiny1

What databases does Zifo use?

PostgreSQL is named in 7% of job postings at Zifo, followed by Snowflake (7%), Amazon Aurora (5%), Cassandra (5%).

PostgreSQL 3 7% required in 100% · 3 open now · since Sep 2026
Snowflake 3 7% required in 100% · 2 open now · since Oct 2026
Amazon Aurora 2 5% required in 100% · 2 open now · since Oct 2026
Cassandra 2 5% required in 100% · 1 open now · since Oct 2026
HBase 2 5% required in 100% · 1 open now · since Oct 2026
Amazon Neptune 1 2% required in 100% · 1 open now · since Oct 2026
Amazon Redshift 1 2% required in 100% · 1 open now · since Oct 2026
GraphDB 1 2% required in 100% · 1 open now · since Oct 2026
Show all (11)
Neo4j1
OpenSearch1
Pinecone1

What cloud and platforms does Zifo use?

AWS is named in 29% of job postings at Zifo, followed by Windows (24%), Amazon S3 (12%), Tableau (10%).

AWS 12 29% required in 92% · 7 open now · since May 2026
Windows 10 24% required in 100% · 2 open now · since Aug 2026
Amazon S3 5 12% required in 80% · 3 open now · since May 2026
Tableau 4 10% required in 100% · 1 open now · since Sep 2026
Kubernetes 4 10% required in 75% · 1 open now · since Sep 2026
Spark 4 10% required in 75% · 3 open now · since Oct 2026
.NET 3 7% required in 100% · 3 open now · since Sep 2026
Airflow 3 7% required in 100% · 3 open now · since Oct 2026
Show all (24)
Azure3
GCP3
Amazon EC23
Databricks3
AWS Lambda2
AWS Step Functions2
Amazon EKS2
Apache Kafka2
Hugging Face2
Power BI2
Prefect2
GitHub1
GitLab1
PubMed1
SonarQube1
Amazon SageMaker1

What developer tools does Zifo use?

LIMS is named in 27% of job postings at Zifo, followed by Git (15%), Docker (12%), Rest API (10%).

LIMS 11 27% required in 82% · 8 open now · since Apr 2026
Git 6 15% required in 100% · 4 open now · since Sep 2026
Docker 5 12% required in 80% · 3 open now · since May 2026
Rest API 4 10% required in 100% · 3 open now · since Sep 2026
Mandiant capa 3 7% required in 100% · 3 open now · since Apr 2026
Benchling 2 5% required in 100% · 2 open now · since Oct 2026
AWS CDK 1 2% required in 100% · 1 open now · since Oct 2026
ArgoCD 1 2% required in 100% · since Sep 2026
Show all (14)
Gradle1
Maven1
Terraform1
WebSockets1
Veeva1
dbt1

What AI and ML technologies does Zifo use?

LLM is named in 2% of job postings at Zifo.

LLM 1 2% required in 100% · 1 open now · since Nov 2026

Which engineering practices does Zifo ask for?

21 CFR Part 11 is named in 15% of job postings at Zifo, followed by CI/CD (12%), Machine Learning (10%), CAPA (7%).

21 CFR Part 11 6 15% required in 100% · 5 open now · since Jul 2026
CI/CD 5 12% required in 100% · 3 open now · since Sep 2026
Machine Learning 4 10% required in 75% · 2 open now · since May 2026
CAPA 3 7% required in 100% · 3 open now · since Apr 2026
ETL/ELT 3 7% required in 100% · 3 open now · since Oct 2026
GLP 3 7% required in 100% · 2 open now · since Aug 2026
GMP 3 7% required in 100% · 2 open now · since Aug 2026
CDISC 2 5% required in 100% · 2 open now · since Sep 2026
Show all (26)
IAM2
HPC2
Master Data Management2
AI Agents1
Agentic Workflows1
Anomaly Detection1
Chromatography1
Digital Twin1
GitOps1
ICH Guidelines1
Knowledge Graph1
Multimodal AI1
NER1
RAG1
Reranking1
Single-Cell Sequencing1
Flow Cytometry1
Next-Generation Sequencing1

What does each Zifo team work with?

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

Analytics

13 postings
Windows7
LIMS3
.NET2
C#2
Java2
Python2

Data Science

6 postings
AWS5
Python5
Git4
SQL4
Scikit-learn3
Snowflake3

Backend

6 postings
Java5
AWS2
Angular2
Kubernetes2
Rest API2
RxJS2

Sales

4 postings
LIMS3
Mandiant capa2

DevOps

4 postings
AWS3
Amazon EC22
Amazon S32
Python2
Tableau2

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How does your stack fit Zifo?

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How is the Zifo 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 ManagementNov 2026
DatabricksOct 2026
Apache KafkaOct 2026
CassandraOct 2026
D3.jsOct 2026
HBaseOct 2026
Hugging FaceOct 2026
Power BIOct 2026

How modern is the Zifo stack?

Modern AI adopter 73/100

Zifo scores 73 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 Zifo stack in its industry?

Share of the 6,205 companies in the same industries, whose stack Alion knows, that use each technology.

AWS46%
Python53%
Java36%
Windows29%
SQL53%
Amazon S316%
JavaScript48%
Kubernetes37%
Scikit-learn8%
Spark17%

Questions about the Zifo tech stack

What programming languages does Zifo use?

The languages named in Zifo job postings are Python (27%), Java (24%), SQL (20%), JavaScript (12%), C# (7%), as a share of the 41 postings of the last 12 months.

Does Zifo use Scikit-learn?

Yes. Scikit-learn is named in 4 of 41 job postings (10%) and required in 4 of them.

What cloud and platforms does Zifo use?

The cloud and platforms named in Zifo job postings are AWS (12), Windows (10), Amazon S3 (5) (postings in brackets).

What skills do you need for a Analytics job at Zifo?

Analytics postings at Zifo most often require Windows (7), LIMS (3), .NET (2), C# (2), out of 13 postings in the last 12 months.

Is the Zifo tech stack changing?

Yes. Master Data Management, Databricks, Apache Kafka, Cassandra first appeared in Zifo job postings in the last six months.

How modern is the Zifo tech stack?

Zifo scores 73 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 Zifo tech stack?

Alion reads every job posting Zifo publishes and tags the technologies each one names. The figures on this page count the 41 postings of the last 12 months and were updated on Nov 12, 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, "Zifo tech stack: 103 technologies from 41 job postings", as of Nov 12, 2026. https://alion.io/company/zifo/technologies

Licence: CC BY-SA 4.0JSON