ZT Systems tech stack

ZT Systems builds mostly with Python, SQL, Bash, PowerShell. Its stack also includes Linux, Power BI, PyTorch, TensorFlow. Python is named in 33 of the 64 job postings ZT Systems published in the last 12 months (52%). Counted by Alion from the job postings of ZT Systems, updated Oct 4, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 4, 2026
Technologies in use
92
Postings analysed
64
Open now
64
Modernity
69 /100
New in 6 months
8

What programming languages does ZT Systems use?

Python is named in 52% of job postings at ZT Systems, followed by SQL (28%), Bash (9%), PowerShell (9%).

Python 33 52% required in 94% · 33 open now · since Feb 2026
SQL 18 28% required in 100% · 18 open now · since Feb 2026
Bash 6 9% required in 100% · 6 open now · since Aug 2026
PowerShell 6 9% required in 83% · 6 open now · since Aug 2026
JavaScript 4 6% required in 50% · 4 open now · since Feb 2026
C++ 3 5% required in 100% · 3 open now · since Aug 2026
TypeScript 3 5% optional · 3 open now · since Feb 2026
Assembly 2 3% required in 100% · 2 open now · since Aug 2026
Show all (16)
Java2
MATLAB2
SAS2
ABAP1
Node JS1
PHP1
Perl1
Structured Text1

What frameworks and libraries does ZT Systems use?

PyTorch is named in 5% of job postings at ZT Systems, followed by TensorFlow (5%), React.js (5%), FastAPI (3%).

PyTorch 3 5% required in 100% · 3 open now · since Aug 2026
TensorFlow 3 5% required in 100% · 3 open now · since Aug 2026
React.js 3 5% required in 33% · 3 open now · since Feb 2026
FastAPI 2 3% required in 100% · 2 open now · since Sep 2026
OpenCV 2 3% required in 100% · 2 open now · since Aug 2026
Scikit-learn 2 3% required in 100% · 2 open now · since Sep 2026
Next.js 2 3% optional · 2 open now · since Sep 2026
Angular 1 2% required in 100% · 1 open now · since Feb 2026
Show all (11)
CUDA1
ROCm1
Vue.js1

What databases does ZT Systems use?

Qdrant is named in 3% of job postings at ZT Systems.

Qdrant 2 3% optional · 2 open now · since Sep 2026

What cloud and platforms does ZT Systems use?

Linux is named in 19% of job postings at ZT Systems, followed by Power BI (19%), Tableau (14%), VMWare (11%).

Linux 12 19% required in 92% · 12 open now · since Feb 2026
Power BI 12 19% required in 75% · 12 open now · since Feb 2026
Tableau 9 14% required in 89% · 9 open now · since Feb 2026
VMWare 7 11% required in 100% · 7 open now · since Feb 2026
Windows 7 11% required in 100% · 7 open now · since Aug 2026
GitLab 3 5% required in 100% · 3 open now · since Feb 2026
Active Directory 2 3% required in 100% · 2 open now · since Sep 2026
CentOS Stream 2 3% required in 100% · 2 open now · since Sep 2026
Show all (23)
Kubernetes2
Ubuntu2
Unix2
Windows Server2
Kubeflow2
Ollama2
vLLM2
CUDA Toolkit1
Fedora1
GitHub1
Grafana1
Microsoft Entra ID1
Okta1
Red Hat1
Amazon S31

What developer tools does ZT Systems use?

Microsoft Excel is named in 16% of job postings at ZT Systems, followed by AutoCAD (14%), SolidWorks (11%), CAPA (9%).

Microsoft Excel 10 16% required in 90% · 10 open now · since Feb 2026
AutoCAD 9 14% required in 89% · 9 open now · since Jun 2026
SolidWorks 7 11% required in 86% · 7 open now · since Aug 2026
CAPA 6 9% required in 100% · 6 open now · since Jul 2026
Ansible 4 6% required in 100% · 4 open now · since Sep 2026
Git 4 6% required in 100% · 4 open now · since Sep 2026
InfiniBand 4 6% required in 50% · 4 open now · since Aug 2026
Nginx 3 5% required in 100% · 3 open now · since Feb 2026
Show all (21)
NVLink3
Docker2
EtherCAT2
Hyper-V2
Simulink2
Terraform2
Chef1
Consul1
KVM1
Nomad1
Puppet1
Vault1
Wireshark1

What AI and ML technologies does ZT Systems use?

LLM is named in 3% of job postings at ZT Systems.

LLM 2 3% optional · 2 open now · since Sep 2026

Which engineering practices does ZT Systems ask for?

DHCP is named in 9% of job postings at ZT Systems, followed by Anomaly Detection (9%), CI/CD (8%), BGP (5%).

DHCP 6 9% required in 100% · 6 open now · since Feb 2026
Anomaly Detection 6 9% required in 17% · 6 open now · since Aug 2026
CI/CD 5 8% required in 100% · 5 open now · since Feb 2026
BGP 3 5% required in 100% · 3 open now · since Feb 2026
Configuration Management 3 5% required in 100% · 3 open now · since Sep 2026
DNS 3 5% required in 100% · 3 open now · since Sep 2026
TCP/IP 3 5% required in 67% · 3 open now · since Aug 2026
Machine Learning 2 3% required in 100% · 2 open now · since Sep 2026
Show all (19)
Wi-Fi2
Prompt Engineering2
RAG2
Reranking2
Digital Twin1
Incident Management1
PKI1
Platform Engineering1
Post-training1
SLI/SLO/SLA1
VLAN1

What does each ZT Systems team work with?

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

Industrial Engineering

14 postings
Python5
AutoCAD3
SQL3
CAPA2
InfiniBand2
Tableau2

Hardware

8 postings
Python3
Assembly2
Bash2
CAPA2
Linux2
PowerShell2

Analytics

6 postings
SQL5
Python4
Power BI3
Git2
Tableau2

DevOps

4 postings
Python3
SQL3
Ansible2
AutoCAD2
SolidWorks2
VMWare2

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How much does ZT Systems pay by technology?

Median stated pay of the postings that name each technology, against the median of all ZT Systems postings with stated pay: $154k across 36 postings.

TechnologyPostings with payMedianvs company median
Python24$155k+1%
SQL15$155k+1%
Power BI11$140k−9%
Linux9$155k+1%
Tableau7$128k−17%
VMWare6$183k+19%

How is the ZT Systems 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
GitSep 2026
DockerSep 2026
FastAPISep 2026
KubernetesSep 2026
Machine LearningSep 2026
Scikit-learnSep 2026
KubeflowSep 2026
LLMSep 2026

How modern is the ZT Systems stack?

Modern AI adopter 69/100

ZT Systems scores 69 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 ZT Systems stack in its industry?

Share of the 71 companies in the same industries, whose stack Alion knows, that use each technology.

Python37%
SQL35%
Linux14%
Power BI7%
Tableau4%
VMWare1%
Windows11%
Bash6%
PowerShell6%
JavaScript39%

What sets ZT Systems apart

Tableau4%
VMWare1%

Questions about the ZT Systems tech stack

What programming languages does ZT Systems use?

The languages named in ZT Systems job postings are Python (52%), SQL (28%), Bash (9%), PowerShell (9%), JavaScript (6%), as a share of the 64 postings of the last 12 months.

Does ZT Systems use PyTorch?

Yes. PyTorch is named in 3 of 64 job postings (5%) and required in 3 of them.

What cloud and platforms does ZT Systems use?

The cloud and platforms named in ZT Systems job postings are Linux (12), Power BI (12), Tableau (9) (postings in brackets).

What skills do you need for a Industrial Engineering job at ZT Systems?

Industrial Engineering postings at ZT Systems most often require Python (5), AutoCAD (3), SQL (3), CAPA (2), out of 14 postings in the last 12 months.

Is the ZT Systems tech stack changing?

Yes. Git, Docker, FastAPI, Kubernetes first appeared in ZT Systems job postings in the last six months.

How modern is the ZT Systems tech stack?

ZT Systems scores 69 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 ZT Systems tech stack?

Alion reads every job posting ZT Systems publishes and tags the technologies each one names. The figures on this page count the 64 postings of the last 12 months and were updated on Oct 4, 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, "ZT Systems tech stack: 92 technologies from 64 job postings", as of Oct 4, 2026. https://alion.io/company/ztsystems/technologies

Licence: CC BY-SA 4.0JSON