Zinkworks
Cloud Consulting & Migration · IT Consulting & Digital Transformation

Zinkworks tech stack

Zinkworks builds mostly with Python, SQL, Java, JavaScript. Its stack also includes GCP, Kubernetes, Google BigQuery, Google Cloud Spanner. GCP is named in 20 of the 23 job postings Zinkworks published in the last 12 months (87%). Counted by Alion from the job postings of Zinkworks, updated Nov 13, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 13, 2026
Technologies in use
117
Postings analysed
23
Open now
13
Modernity
85 /100
New in 6 months
8

What programming languages does Zinkworks use?

Python is named in 61% of job postings at Zinkworks, followed by SQL (30%), Java (22%), JavaScript (13%).

Python 14 61% required in 100% · 8 open now · since Jan 2026
SQL 7 30% required in 100% · 3 open now · since Jun 2026
Java 5 22% required in 60% · 3 open now · since May 2026
JavaScript 3 13% required in 67% · 2 open now · since Jan 2026
Bash 2 9% required in 100% · 1 open now · since May 2026
TypeScript 1 4% required in 100% · 1 open now · since Jul 2026

What frameworks and libraries does Zinkworks use?

JUnit is named in 13% of job postings at Zinkworks, followed by Spring Boot (13%), Cucumber (9%), FastAPI (9%).

JUnit 3 13% required in 100% · 1 open now · since Jun 2026
Spring Boot 3 13% required in 100% · 1 open now · since Jun 2026
Cucumber 2 9% required in 100% · 1 open now · since Jun 2026
FastAPI 2 9% required in 100% · 2 open now · since Jan 2026
Flask 2 9% required in 100% · 2 open now · since Jan 2026
React.js 2 9% required in 100% · 2 open now · since Jan 2026
LangChain 2 9% required in 50% · 2 open now · since Jan 2026
LangGraph 2 9% required in 50% · 2 open now · since Jan 2026
Show all (20)
DeepEval1
Django1
LlamaIndex1
Next.js1
NumPy1
OpenTelemetry1
Pytest1
Ragas1
Scikit-learn1
Spring Cloud1
pgvector1
CrewAI1

What databases does Zinkworks use?

Google BigQuery is named in 22% of job postings at Zinkworks, followed by Google Cloud Spanner (13%), Redis (13%), Neo4j (9%).

Google BigQuery 5 22% required in 60% · 3 open now · since Jul 2026
Google Cloud Spanner 3 13% required in 100% · 1 open now · since Jun 2026
Redis 3 13% required in 100% · 2 open now · since Jun 2026
Neo4j 2 9% required in 100% · 1 open now · since Aug 2026
Milvus 1 4% required in 100% · 1 open now · since Jan 2026
Oracle 1 4% required in 100% · 1 open now · since Jun 2026
Pinecone 1 4% required in 100% · 1 open now · since Jan 2026
Weaviate 1 4% required in 100% · 1 open now · since Jan 2026
Show all (9)
PostgreSQL1

What cloud and platforms does Zinkworks use?

GCP is named in 87% of job postings at Zinkworks, followed by Kubernetes (48%), Vertex AI (30%), Azure (26%).

GCP 20 87% required in 80% · 12 open now · since Dec 2025
Kubernetes 11 48% required in 73% · 6 open now · since Dec 2025
Vertex AI 7 30% required in 43% · 4 open now · since Jan 2026
Azure 6 26% required in 50% · 4 open now · since Dec 2025
AWS 6 26% required in 33% · 4 open now · since Dec 2025
OpenShift 5 22% required in 100% · 3 open now · since May 2026
Google Cloud Run 5 22% required in 60% · 4 open now · since Dec 2025
Apache Kafka 4 17% required in 100% · 3 open now · since Jun 2026
Show all (27)
Linux4
GitLab4
Google GKE3
Unix2
Anthropic2
OpenAI2
AWS Lambda1
ActiveMQ1
Airflow1
Databricks1
GitHub Actions1
GitLab CI1
Grafana1
Istio1
LangSmith1
Langfuse1
Snyk1
SonarQube1
Vertex AI Agent Builder1

What developer tools does Zinkworks use?

Git is named in 26% of job postings at Zinkworks, followed by Docker (26%), Gradle (13%), Jenkins (13%).

Git 6 26% required in 100% · 3 open now · since Jun 2026
Docker 6 26% required in 50% · 3 open now · since May 2026
Gradle 3 13% required in 100% · 2 open now · since Jun 2026
Jenkins 3 13% required in 100% · 2 open now · since Jun 2026
Maven 3 13% required in 100% · 2 open now · since Jun 2026
Rest API 3 13% required in 100% · 3 open now · since Jan 2026
Copilot 3 13% required in 33% · 2 open now · since Jul 2026
Google ADK 3 13% required in 33% · 2 open now · since Jun 2026
Show all (24)
Terraform3
dbt3
Gatling3
JMeter3
Helm2
Ansible2
Model Context Protocol2
AWS Glue1
ArgoCD1
Azure Data Factory1
Cursor1
Docker Compose1
Keycloak1
Prometheus1
Promptfoo1
Swagger1

What AI and ML technologies does Zinkworks use?

LLM is named in 17% of job postings at Zinkworks, followed by Claude (13%), Gemini (13%).

LLM 4 17% required in 50% · 3 open now · since Jul 2026
Claude 3 13% required in 33% · 2 open now · since Jul 2026
Gemini 3 13% required in 33% · 1 open now · since Jun 2026

Which engineering practices does Zinkworks ask for?

CI/CD is named in 70% of job postings at Zinkworks, followed by AI Agents (43%), RAG (30%), Machine Learning (22%).

CI/CD 16 70% required in 94% · 8 open now · since Jan 2026
AI Agents 10 43% required in 80% · 6 open now · since Dec 2025
RAG 7 30% required in 71% · 5 open now · since Dec 2025
Machine Learning 5 22% required in 80% · 3 open now · since Dec 2025
Digital Twin 4 17% required in 100% · 2 open now · since Jun 2026
Human-in-the-Loop 3 13% required in 100% · 3 open now · since Jul 2026
Platform Engineering 3 13% required in 100% · 1 open now · since Sep 2026
Knowledge Graph 3 13% required in 67% · 2 open now · since Sep 2026
Show all (28)
Configuration Management2
Function Calling2
LLM Evaluation2
LLM Guardrails2
Time Series2
Multi-Agent Systems2
AIOps2
Agentic Workflows1
Anomaly Detection1
Dimensional Modeling1
ETL/ELT1
Embeddings1
GitOps1
Hallucination1
IAM1
Pipeline as Code1
Prompt Engineering1
Reinforcement Learning1
Service Mesh1
Master Data Management1

What does each Zinkworks team work with?

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

AI/ML

5 postings
GCP5
Python5
Vertex AI3
Kubernetes2

Backend

4 postings
GCP3
Python3
Docker2
Git2
JavaScript2
SQL2

DevOps

4 postings
Kubernetes3
Python3
Bash2
GCP2
Linux2
OpenShift2

QA

3 postings
Apache Kafka3
Cucumber2
Gradle2
JUnit2
Java2
Jenkins2

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How is the Zinkworks 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
Function CallingOct 2026
LLM EvaluationOct 2026
LLM GuardrailsOct 2026
Platform EngineeringSep 2026
Knowledge GraphSep 2026
AnthropicSep 2026
OpenAISep 2026
dbtAug 2026

How modern is the Zinkworks stack?

Cutting-edge AI adopter 85/100

Zinkworks scores 85 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 Zinkworks stack in its industry?

Share of the 5,547 companies in the same industries, whose stack Alion knows, that use each technology.

GCP38%
Python60%
Kubernetes43%
SQL60%
Vertex AI8%
AWS54%
Azure58%
Google BigQuery11%
Google Cloud Run4%
Java41%

What sets Zinkworks apart

Google Cloud Run4%
Google Cloud Spanner1%

Questions about the Zinkworks tech stack

What programming languages does Zinkworks use?

The languages named in Zinkworks job postings are Python (61%), SQL (30%), Java (22%), JavaScript (13%), Bash (9%), as a share of the 23 postings of the last 12 months.

Does Zinkworks use JUnit?

Yes. JUnit is named in 3 of 23 job postings (13%) and required in 3 of them.

What cloud and platforms does Zinkworks use?

The cloud and platforms named in Zinkworks job postings are GCP (20), Kubernetes (11), Vertex AI (7) (postings in brackets).

What skills do you need for a AI/ML job at Zinkworks?

AI/ML postings at Zinkworks most often require GCP (5), Python (5), Vertex AI (3), Kubernetes (2), out of 5 postings in the last 12 months.

Is the Zinkworks tech stack changing?

Yes. Function Calling, LLM Evaluation, LLM Guardrails, Platform Engineering first appeared in Zinkworks job postings in the last six months.

How modern is the Zinkworks tech stack?

Zinkworks scores 85 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 Zinkworks tech stack?

Alion reads every job posting Zinkworks publishes and tags the technologies each one names. The figures on this page count the 23 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, "Zinkworks tech stack: 117 technologies from 23 job postings", as of Nov 13, 2026. https://alion.io/company/zinkworks/technologies

Licence: CC BY-SA 4.0JSON