GRAIL
Molecular Diagnostics · Precision Medicine

GRAIL tech stack

GRAIL builds mostly with Python, SQL, C++, TypeScript. Its stack also includes AWS, Kubernetes, Snowflake, PostgreSQL. Python is named in 20 of the 33 job postings GRAIL published in the last 12 months (61%). Counted by Alion from the job postings of GRAIL, updated Nov 11, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 11, 2026
Technologies in use
111
Postings analysed
33
Open now
7
Modernity
81 /100

What programming languages does GRAIL use?

Python is named in 61% of job postings at GRAIL, followed by SQL (24%), C++ (21%), TypeScript (21%).

Python 20 61% required in 100% · 1 open now · since Jul 2026
SQL 8 24% required in 100% · since Jul 2026
C++ 7 21% required in 86% · 1 open now · since Jul 2026
TypeScript 7 21% required in 86% · 1 open now · since Jul 2026
Go 6 18% required in 100% · 1 open now · since Jul 2026
JavaScript 5 15% required in 100% · since Jul 2026
Java 4 12% required in 75% · 1 open now · since Jul 2026
C# 2 6% required in 100% · since Jul 2026
Show all (10)
PowerShell2
Rust2

What frameworks and libraries does GRAIL use?

LangChain is named in 9% of job postings at GRAIL, followed by React.js (9%), PyTorch (6%), Scikit-learn (6%).

LangChain 3 9% required in 100% · since Jul 2026
React.js 3 9% required in 100% · since Jul 2026
PyTorch 2 6% required in 100% · since Jul 2026
Scikit-learn 2 6% required in 100% · since Jul 2026
Spring Boot 2 6% required in 100% · since Jul 2026
TensorFlow 2 6% required in 100% · since Jul 2026
TensorFlow C++ 2 6% required in 100% · since Jul 2026
Angular 1 3% required in 100% · since Jul 2026
Show all (15)
AutoGen1
FAISS1
LangGraph1
OpenAI Agents SDK1
OpenTelemetry1
pgvector1
Spring MVC1

What databases does GRAIL use?

Snowflake is named in 12% of job postings at GRAIL, followed by PostgreSQL (9%), Amazon Redshift (9%), MySQL (6%).

Snowflake 4 12% required in 50% · since Jul 2026
PostgreSQL 3 9% required in 67% · since Jul 2026
Amazon Redshift 3 9% required in 33% · since Jul 2026
MySQL 2 6% required in 50% · since Jul 2026
Redis 2 6% required in 50% · since Jul 2026
Apache Iceberg 1 3% required in 100% · since Jul 2026
OpenSearch 1 3% required in 100% · since Jul 2026
ElasticSearch 1 3% optional · since Jul 2026

What cloud and platforms does GRAIL use?

AWS is named in 48% of job postings at GRAIL, followed by Kubernetes (24%), GCP (21%), Tableau (18%).

AWS 16 48% required in 81% · 1 open now · since Jun 2026
Kubernetes 8 24% required in 88% · 1 open now · since Jun 2026
GCP 7 21% required in 86% · 2 open now · since Jul 2026
Tableau 6 18% required in 100% · since Jul 2026
Power BI 5 15% required in 100% · since Jul 2026
Azure 4 12% required in 100% · since Jul 2026
AWS Bedrock 3 9% required in 100% · since Jul 2026
Windows 3 9% required in 100% · since Jul 2026
Show all (27)
Amazon S33
Amazon EKS2
Datadog2
Grafana2
Hugging Face2
New Relic2
OpenAI2
Linux2
Okta2
Active Directory2
VMWare2
API Gateway1
Amazon CloudWatch1
Auth01
Databricks1
GitHub Actions1
GitLab CI1
SAP BusinessObjects1
Spark1

What developer tools does GRAIL use?

Terraform is named in 18% of job postings at GRAIL, followed by Git (15%), gRPC (12%), Ansible (9%).

Terraform 6 18% required in 83% · since Jul 2026
Git 5 15% optional · since Jul 2026
gRPC 4 12% required in 75% · since Jul 2026
Ansible 3 9% required in 100% · since Jul 2026
Rest API 3 9% required in 100% · since Jul 2026
Docker 3 9% required in 33% · since Jul 2026
Jenkins 2 6% required in 100% · 1 open now · since Jul 2026
Prometheus 2 6% required in 100% · since Jul 2026
Show all (19)
LIMS2
dbt2
AWS CDK1
AWS Glue1
Bazel1
CMake1
Gradle1
Helm1
Microsoft Excel1
Model Context Protocol1
Veeva1

What AI and ML technologies does GRAIL use?

LLM is named in 6% of job postings at GRAIL, followed by Claude (3%).

LLM 2 6% required in 100% · since Jul 2026
Claude 1 3% required in 100% · since Jul 2026

Which engineering practices does GRAIL ask for?

CI/CD is named in 30% of job postings at GRAIL, followed by 21 CFR Part 11 (15%), IVDR (15%), GMP (15%).

CI/CD 10 30% required in 80% · 1 open now · since Jun 2026
21 CFR Part 11 5 15% required in 100% · 3 open now · since Jul 2026
IVDR 5 15% required in 100% · 3 open now · since Jul 2026
GMP 5 15% required in 80% · 3 open now · since Jul 2026
ISO 13485 5 15% required in 80% · 3 open now · since Jul 2026
ETL/ELT 4 12% required in 100% · since Jul 2026
RAG 4 12% required in 100% · since Jul 2026
DNS 3 9% required in 100% · since Jul 2026
Show all (30)
Machine Learning3
VPN3
AI Agents3
BGP2
CAPA2
Configuration Management2
DHCP2
IAM2
ICH Guidelines2
OSPF2
Platform Engineering2
Prompt Engineering2
PKI2
Agentic Workflows1
Function Calling1
Human-in-the-Loop1
ISO 149711
Multi-Agent Systems1
Next-Generation Sequencing1
Semantic Search1
TCP/IP1
Wi-Fi1

What does each GRAIL team work with?

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

Backend

10 postings
Python10
AWS8
Go6
Kubernetes6
TypeScript6
JavaScript5

Industrial Engineering

5 postings
Power BI3
Python3
SQL3
Tableau3

Data Science

4 postings
Python4
SQL3
C++2
Rust2

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How is the GRAIL 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.

Rising
21 CFR Part 115% → 36%
IVDR5% → 36%
GMP5% → 36%
ISO 134855% → 36%
GCP18% → 27%
Falling
Python82% → 18%
AWS64% → 18%
CI/CD41% → 9%
TypeScript32% → 0%
Tableau27% → 0%
SQL32% → 9%
Kubernetes32% → 9%
JavaScript23% → 0%

How modern is the GRAIL stack?

Cutting-edge AI adopter 81/100

GRAIL 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: 2; legacy ones: 0.

How common is the GRAIL stack in its industry?

Share of the 224 companies in the same industries, whose stack Alion knows, that use each technology.

Python51%
AWS33%
Kubernetes18%
SQL36%
C++19%
GCP27%
TypeScript21%
Go7%
Tableau14%
JavaScript25%

Questions about the GRAIL tech stack

What programming languages does GRAIL use?

The languages named in GRAIL job postings are Python (61%), SQL (24%), C++ (21%), TypeScript (21%), Go (18%), as a share of the 33 postings of the last 12 months.

Does GRAIL use LangChain?

Yes. LangChain is named in 3 of 33 job postings (9%) and required in 3 of them.

What cloud and platforms does GRAIL use?

The cloud and platforms named in GRAIL job postings are AWS (16), Kubernetes (8), GCP (7) (postings in brackets).

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

Backend postings at GRAIL most often require Python (10), AWS (8), Go (6), Kubernetes (6), out of 10 postings in the last 12 months.

Is the GRAIL tech stack changing?

No new technology has appeared in GRAIL job postings in the last six months.

How modern is the GRAIL tech stack?

GRAIL 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: 2; legacy ones: 0.

How does Alion know the GRAIL tech stack?

Alion reads every job posting GRAIL publishes and tags the technologies each one names. The figures on this page count the 33 postings of the last 12 months and were updated on Nov 11, 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, "GRAIL tech stack: 111 technologies from 33 job postings", as of Nov 11, 2026. https://alion.io/company/grail/technologies

Licence: CC BY-SA 4.0JSON