AIS
Broadband · Mobile Networks

AIS tech stack

AIS builds mostly with SQL, Python, JavaScript, Java. Its stack also includes Azure, Linux, PostgreSQL, Angular. SQL is named in 31 of the 73 job postings AIS published in the last 12 months (42%). Counted by Alion from the job postings of AIS, updated Nov 11, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 11, 2026
Technologies in use
158
Postings analysed
73
Open now
49
Modernity
76 /100
New in 6 months
8

What programming languages does AIS use?

SQL is named in 42% of job postings at AIS, followed by Python (36%), JavaScript (15%), Java (12%).

SQL 31 42% required in 94% · 22 open now · since Jun 2026
Python 26 36% required in 88% · 22 open now · since Apr 2026
JavaScript 11 15% required in 18% · 8 open now · since Apr 2026
Java 9 12% required in 78% · 7 open now · since Jul 2026
Bash 6 8% required in 83% · 6 open now · since Apr 2026
TypeScript 6 8% required in 17% · 4 open now · since Jun 2026
Node JS 5 7% required in 60% · 3 open now · since Apr 2026
Scala 3 4% required in 67% · 2 open now · since Jul 2026
Show all (15)
PowerShell2
PHP2
C#1
Go1
Groovy1
Solidity1
Perl1

What frameworks and libraries does AIS use?

Angular is named in 8% of job postings at AIS, followed by Nest.JS (4%), Hadoop (3%), LightGBM (3%).

Angular 6 8% required in 100% · 4 open now · since Jun 2026
Nest.JS 3 4% required in 33% · 2 open now · since Apr 2026
Hadoop 2 3% required in 100% · 2 open now · since Sep 2026
LightGBM 2 3% required in 100% · 2 open now · since Jul 2026
Matplotlib 2 3% required in 100% · 2 open now · since Jul 2026
Pandas 2 3% required in 100% · 2 open now · since Jul 2026
Plotly 2 3% required in 100% · 2 open now · since Jul 2026
Scikit-learn 2 3% required in 100% · 2 open now · since Jul 2026
Show all (22)
Seaborn2
Spring Boot2
XGBoost2
Angular Material1
CrewAI1
LangChain1
LangGraph1
NgRx1
React.js1
RxJS1
Spring Data JPA1
Spring MVC1
Spring Security1
Laravel1

What databases does AIS use?

PostgreSQL is named in 15% of job postings at AIS, followed by Oracle (7%), MySQL (5%), MS SQL (4%).

PostgreSQL 11 15% required in 100% · 6 open now · since May 2026
Oracle 5 7% required in 100% · 2 open now · since Jun 2026
MySQL 4 5% required in 100% · 3 open now · since Sep 2026
MS SQL 3 4% required in 100% · 1 open now · since Jun 2026
ElasticSearch 2 3% required in 100% · 2 open now · since Oct 2026
Redis 2 3% required in 50% · 2 open now · since Oct 2026
Snowflake 2 3% optional · 2 open now · since Sep 2026
Cassandra 1 1% required in 100% · 1 open now · since Oct 2026
Show all (13)
MariaDB1
MongoDB1
OpenSearch1
SAP HANA1
Teradata1

What cloud and platforms does AIS use?

Azure is named in 23% of job postings at AIS, followed by Linux (21%), Kubernetes (18%), AWS (18%).

Azure 17 23% required in 82% · 11 open now · since Apr 2026
Linux 15 21% required in 100% · 13 open now · since Apr 2026
Kubernetes 13 18% required in 92% · 10 open now · since Jun 2026
AWS 13 18% required in 77% · 9 open now · since Apr 2026
Power BI 9 12% required in 89% · 5 open now · since Oct 2024
GCP 9 12% required in 67% · 7 open now · since Apr 2026
Tableau 8 11% required in 88% · 5 open now · since Jul 2026
Grafana 7 10% required in 100% · 3 open now · since Jun 2026
Show all (40)
Spark7
Databricks7
Apache Kafka6
GitLab CI6
Unix6
VMWare6
Windows6
GitLab4
Windows Server4
Dynatrace3
Kibana3
Red Hat3
Active Directory2
CentOS Stream2
Debian2
Google Colab2
Looker2
OpenShift2
SonarQube2
Superset2
Ubuntu2
Postman2
Alation2
Collibra2
.NET1
API Gateway1
Amazon EKS1
Azure AKS1
GitHub1
GitHub Actions1
Google GKE1
Figma1

What developer tools does AIS use?

Docker is named in 15% of job postings at AIS, followed by Git (14%), Ansible (11%), Rest API (10%).

Docker 11 15% required in 91% · 10 open now · since Jun 2026
Git 10 14% required in 70% · 8 open now · since Aug 2026
Ansible 8 11% required in 100% · 7 open now · since Sep 2026
Rest API 7 10% required in 86% · 5 open now · since Apr 2026
Terraform 6 8% required in 100% · 5 open now · since Apr 2026
Prometheus 5 7% required in 100% · 3 open now · since Sep 2026
Helm 4 5% required in 100% · 3 open now · since Sep 2026
Jenkins 4 5% required in 100% · 3 open now · since Oct 2026
Show all (39)
pySpark4
dbt4
Maven3
Microsoft Excel3
Nginx3
Talend3
Apache HTTP Server2
Apache Tomcat2
CloudFormation2
Gradle2
Informatica2
Swagger2
Apache NiFi2
Great Expectations2
Alertmanager1
Backstage1
Bicep1
Concourse1
FortiGate1
Google ADK1
HAProxy1
HashiCorp Vault1
Hyper-V1
KVM1
Liquibase1
Logstash1
OpenSSH1
OpenTofu1
Podman1
Proxmox VE1
Zabbix1

What AI and ML technologies does AIS use?

Claude is named in 1% of job postings at AIS, followed by LLM (1%).

Claude 1 1% required in 100% · since Oct 2026
LLM 1 1% required in 100% · 1 open now · since Sep 2026

Which engineering practices does AIS ask for?

CI/CD is named in 23% of job postings at AIS, followed by ETL/ELT (8%), IAM (7%), VPN (7%).

CI/CD 17 23% required in 82% · 11 open now · since Jun 2026
ETL/ELT 6 8% required in 100% · 5 open now · since Apr 2026
IAM 5 7% required in 100% · 4 open now · since Apr 2026
VPN 5 7% required in 100% · 3 open now · since Aug 2026
DNS 4 5% required in 100% · 4 open now · since Aug 2026
TCP/IP 4 5% required in 100% · 4 open now · since Aug 2026
Wi-Fi 4 5% required in 100% · 2 open now · since Apr 2026
Incident Management 3 4% required in 100% · 2 open now · since Sep 2026
Show all (27)
Machine Learning3
BGP3
A/B Testing2
Anomaly Detection2
CAPA2
DHCP2
Dimensional Modeling2
FinOps2
Platform Engineering2
MPLS2
OSPF2
VLAN2
AI Agents1
GitOps1
Multi-Agent Systems1
PKI1
RAG1
SOAP1
Smart Contracts1

What does each AIS team work with?

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

DevOps

12 postings
Kubernetes8
Linux7
Docker6
Terraform5
Ansible4
Bash4

Backend

12 postings
SQL7
Python6
Java4
Linux4
Angular3
Ansible2

Data Science

10 postings
SQL8
Python7
Spark4
pySpark4
Azure3
Databricks3

Analytics

8 postings
SQL4
Power BI3
Tableau3
Looker2
MySQL2
Python2

Support

7 postings
AWS3
Azure3
MS SQL3
Oracle3
PostgreSQL3
SQL3

Finance

6 postings
Power BI3
SQL3
Tableau3
Microsoft Excel2

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How much does AIS pay by technology?

Median stated pay of the postings that name each technology, against the median of all AIS postings with stated pay: $50k across 20 postings.

TechnologyPostings with payMedianvs company median
Kubernetes9$56k+12%
Linux8$49k−3%
SQL7$46k−9%
Java7$46k−9%
GitLab CI6$54k+7%
PostgreSQL6$52k+4%
JavaScript5$50k0%
Angular5$50k0%
TypeScript5$50k0%

How is the AIS 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
DHCPNov 2026
Apache TomcatNov 2026
CentOS StreamOct 2026
SonarQubeOct 2026
Spring BootOct 2026
Active DirectoryOct 2026
MavenOct 2026
GradleOct 2026
Rising
Linux0% → 26%
Git0% → 19%
CI/CD12% → 28%
Ansible0% → 15%
Apache Kafka0% → 11%
GitLab CI0% → 11%
Kubernetes12% → 21%
Java6% → 15%
Falling
Azure35% → 17%
AWS29% → 11%
GCP24% → 6%
Tableau18% → 9%
Power BI18% → 11%
Windows12% → 8%

How modern is the AIS stack?

Cutting-edge AI adopter 76/100

AIS scores 76 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 AIS stack in its industry?

Share of the 656 companies in the same industries, whose stack Alion knows, that use each technology.

SQL45%
Python49%
Azure31%
Linux46%
AWS32%
Kubernetes32%
JavaScript30%
PostgreSQL25%
GCP24%
Java27%

What sets AIS apart

Dynatrace4%
Nest.JS2%

Questions about the AIS tech stack

What programming languages does AIS use?

The languages named in AIS job postings are SQL (42%), Python (36%), JavaScript (15%), Java (12%), Bash (8%), as a share of the 73 postings of the last 12 months.

Does AIS use Angular?

Yes. Angular is named in 6 of 73 job postings (8%) and required in 6 of them.

What cloud and platforms does AIS use?

The cloud and platforms named in AIS job postings are Azure (17), Linux (15), Kubernetes (13) (postings in brackets).

What skills do you need for a DevOps job at AIS?

DevOps postings at AIS most often require Kubernetes (8), Linux (7), Docker (6), Terraform (5), out of 12 postings in the last 12 months.

Is the AIS tech stack changing?

Yes. DHCP, Apache Tomcat, CentOS Stream, SonarQube first appeared in AIS job postings in the last six months.

How modern is the AIS tech stack?

AIS scores 76 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 AIS tech stack?

Alion reads every job posting AIS publishes and tags the technologies each one names. The figures on this page count the 73 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, "AIS tech stack: 158 technologies from 73 job postings", as of Nov 11, 2026. https://alion.io/company/ais/technologies

Licence: CC BY-SA 4.0JSON