ZS tech stack

ZS builds mostly with Python, JavaScript. Its stack also includes AWS, Azure, FastAPI, PostgreSQL. AWS is named in 5 of the 6 job postings ZS published in the last 12 months (83%). Counted by Alion from the job postings of ZS, updated Oct 17, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 17, 2026
Technologies in use
58
Postings analysed
6
Open now
3
Modernity
83 /100

What programming languages does ZS use?

Python is named in 50% of job postings at ZS, followed by JavaScript (33%).

Python 3 50% required in 100% · 1 open now · since Jul 2026
JavaScript 2 33% required in 100% · since Jul 2026

What frameworks and libraries does ZS use?

FastAPI is named in 50% of job postings at ZS, followed by Celery (33%), Socket.IO (33%), Asyncio (17%).

FastAPI 3 50% required in 100% · 1 open now · since Jul 2026
Celery 2 33% required in 100% · since Jul 2026
Socket.IO 2 33% required in 100% · since Jul 2026
Asyncio 1 17% required in 100% · since Jul 2026
Django 1 17% required in 100% · since Jul 2026
Flask 1 17% required in 100% · since Jul 2026
LangChain 1 17% required in 100% · 1 open now · since Sep 2026
LangGraph 1 17% required in 100% · 1 open now · since Sep 2026
Show all (9)
Volatility1

What databases does ZS use?

PostgreSQL is named in 33% of job postings at ZS, followed by Amazon Redshift (17%), Snowflake (17%), Neo4j (17%).

PostgreSQL 2 33% required in 100% · since Jul 2026
Amazon Redshift 1 17% required in 100% · since Oct 2026
Snowflake 1 17% required in 100% · since Oct 2026
Neo4j 1 17% optional · 1 open now · since Sep 2026

What cloud and platforms does ZS use?

AWS is named in 83% of job postings at ZS, followed by Azure (50%), Databricks (50%), GCP (50%).

AWS 5 83% required in 100% · 2 open now · since Jul 2026
Azure 3 50% required in 100% · 2 open now · since Sep 2026
Databricks 3 50% required in 100% · since Jul 2026
GCP 3 50% required in 100% · 2 open now · since Sep 2026
Kubernetes 3 50% required in 67% · 1 open now · since Jul 2026
RabbitMQ 2 33% required in 100% · since Jul 2026
Power BI 2 33% required in 50% · 1 open now · since Sep 2026
Arize Phoenix 1 17% required in 100% · 1 open now · since Sep 2026
Show all (17)
Autopsy1
DLP1
LangSmith1
Langfuse1
Linux1
Microsoft Entra ID1
Microsoft Sentinel1
Windows1
MLFlow1

What developer tools does ZS use?

Docker is named in 33% of job postings at ZS, followed by WebSockets (33%), FTK (17%), KAPE (17%).

Docker 2 33% required in 100% · 1 open now · since Jul 2026
WebSockets 2 33% required in 100% · since Jul 2026
FTK 1 17% required in 100% · 1 open now · since Oct 2026
KAPE 1 17% required in 100% · 1 open now · since Oct 2026
Model Context Protocol 1 17% required in 100% · 1 open now · since Sep 2026
Velociraptor 1 17% required in 100% · 1 open now · since Oct 2026
Magnet AXIOM 1 17% optional · 1 open now · since Oct 2026
Terraform 1 17% optional · 1 open now · since Sep 2026

What AI and ML technologies does ZS use?

LLM is named in 17% of job postings at ZS, followed by LoRA (17%), PEFT (17%), QLoRA (17%).

LLM 1 17% required in 100% · 1 open now · since Sep 2026
LoRA 1 17% optional · 1 open now · since Sep 2026
PEFT 1 17% optional · 1 open now · since Sep 2026
QLoRA 1 17% optional · 1 open now · since Sep 2026

Which engineering practices does ZS ask for?

AI Agents is named in 17% of job postings at ZS, followed by CI/CD (17%), Function Calling (17%), Human-in-the-Loop (17%).

AI Agents 1 17% required in 100% · 1 open now · since Sep 2026
CI/CD 1 17% required in 100% · 1 open now · since Sep 2026
Function Calling 1 17% required in 100% · 1 open now · since Sep 2026
Human-in-the-Loop 1 17% required in 100% · 1 open now · since Sep 2026
Hybrid Search 1 17% required in 100% · 1 open now · since Sep 2026
Incident Management 1 17% required in 100% · 1 open now · since Oct 2026
LLM Guardrails 1 17% required in 100% · 1 open now · since Sep 2026
Multi-Agent Systems 1 17% required in 100% · 1 open now · since Sep 2026
Show all (14)
RAG1
Reranking1
Tool Use1
Fine-tuning1
GraphRAG1
Knowledge Graph1

How does your stack fit ZS?

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How modern is the ZS stack?

Cutting-edge AI adopter 83/100

ZS scores 83 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: 4; legacy ones: 0.

How common is the ZS stack in its industry?

Share of the 1,796 companies in the same industries, whose stack Alion knows, that use each technology.

AWS26%
Azure28%
Databricks12%
FastAPI6%
GCP18%
Kubernetes17%
Python36%
Celery1%
JavaScript27%
PostgreSQL15%

Questions about the ZS tech stack

What programming languages does ZS use?

The languages named in ZS job postings are Python (50%), JavaScript (33%), as a share of the 6 postings of the last 12 months.

Does ZS use FastAPI?

Yes. FastAPI is named in 3 of 6 job postings (50%) and required in 3 of them.

What cloud and platforms does ZS use?

The cloud and platforms named in ZS job postings are AWS (5), Azure (3), Databricks (3) (postings in brackets).

Is the ZS tech stack changing?

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

How modern is the ZS tech stack?

ZS scores 83 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: 4; legacy ones: 0.

How does Alion know the ZS tech stack?

Alion reads every job posting ZS publishes and tags the technologies each one names. The figures on this page count the 6 postings of the last 12 months and were updated on Oct 17, 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, "ZS tech stack: 58 technologies from 6 job postings", as of Oct 17, 2026. https://alion.io/company/zs/technologies

Licence: CC BY-SA 4.0JSON