AIS tech stack

AIS builds mostly with SQL, Python, JavaScript, Bash. Its stack also includes Azure, Power BI, LightGBM, Matplotlib. SQL is named in 15 of the 37 job postings AIS published in the last 12 months (41%). Counted by Alion from the job postings of AIS, updated Sep 28, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 28, 2026
Technologies in use
83
Postings analysed
37
Open now
36
Modernity
72 /100
New in 6 months
8

What programming languages does AIS use?

SQL is named in 41% of job postings at AIS, followed by Python (38%), JavaScript (8%), Bash (5%).

SQL 15 41% required in 87% · 15 open now · since Jul 2026
Python 14 38% required in 79% · 14 open now · since Apr 2026
JavaScript 3 8% required in 33% · 2 open now · since Apr 2026
Bash 2 5% required in 50% · 2 open now · since Apr 2026
Node JS 2 5% required in 50% · 1 open now · since Apr 2026
Scala 2 5% required in 50% · 2 open now · since Jul 2026
PowerShell 1 3% required in 100% · 1 open now · since Aug 2026
Solidity 1 3% required in 100% · since May 2026
Show all (10)
Java1
Perl1

What frameworks and libraries does AIS use?

LightGBM is named in 5% of job postings at AIS, followed by Matplotlib (5%), Pandas (5%), Plotly (5%).

LightGBM 2 5% required in 100% · 2 open now · since Jul 2026
Matplotlib 2 5% required in 100% · 2 open now · since Jul 2026
Pandas 2 5% required in 100% · 2 open now · since Jul 2026
Plotly 2 5% required in 100% · 2 open now · since Jul 2026
Scikit-learn 2 5% required in 100% · 2 open now · since Jul 2026
Seaborn 2 5% required in 100% · 2 open now · since Jul 2026
XGBoost 2 5% required in 100% · 2 open now · since Jul 2026
CrewAI 1 3% required in 100% · 1 open now · since Sep 2026
Show all (13)
Hadoop1
LangChain1
LangGraph1
React.js1
Nest.JS1

What databases does AIS use?

Oracle is named in 3% of job postings at AIS, followed by PostgreSQL (3%), Teradata (3%), Snowflake (3%).

Oracle 1 3% required in 100% · 1 open now · since Aug 2026
PostgreSQL 1 3% required in 100% · since May 2026
Teradata 1 3% required in 100% · 1 open now · since Sep 2026
Snowflake 1 3% optional · 1 open now · since Sep 2026

What cloud and platforms does AIS use?

Azure is named in 24% of job postings at AIS, followed by Power BI (22%), AWS (22%), Tableau (19%).

Azure 9 24% required in 78% · 9 open now · since Apr 2026
Power BI 8 22% required in 88% · 8 open now · since Oct 2024
AWS 8 22% required in 75% · 8 open now · since Apr 2026
Tableau 7 19% required in 86% · 7 open now · since Jul 2026
GCP 6 16% required in 67% · 6 open now · since Apr 2026
Databricks 6 16% required in 50% · 6 open now · since Jul 2026
Linux 3 8% required in 100% · 3 open now · since Apr 2026
Spark 3 8% required in 67% · 3 open now · since Jul 2026
Show all (20)
Google Colab2
Looker2
Superset2
Unix2
Windows2
Amazon EKS1
Apache Kafka1
Azure AKS1
Kubernetes1
Windows Server1
Alation1
Collibra1

What developer tools does AIS use?

pySpark is named in 8% of job postings at AIS, followed by Git (8%), dbt (8%), CloudFormation (5%).

pySpark 3 8% required in 67% · 3 open now · since Jul 2026
Git 3 8% required in 33% · 3 open now · since Aug 2026
dbt 3 8% optional · 3 open now · since Sep 2026
CloudFormation 2 5% required in 100% · 2 open now · since Apr 2026
Terraform 2 5% required in 100% · 2 open now · since Apr 2026
Rest API 2 5% required in 50% · 1 open now · since Apr 2026
Bicep 1 3% required in 100% · 1 open now · since Aug 2026
Docker 1 3% required in 100% · 1 open now · since Aug 2026
Show all (13)
Google ADK1
Microsoft Excel1
Apache NiFi1
Informatica1
Talend1

What AI and ML technologies does AIS use?

LLM is named in 3% of job postings at AIS.

LLM 1 3% required in 100% · 1 open now · since Sep 2026

Which engineering practices does AIS ask for?

SLI/SLO/SLA is named in 24% of job postings at AIS, followed by CI/CD (11%), ETL/ELT (8%), IAM (8%).

SLI/SLO/SLA 9 24% required in 100% · 9 open now · since Jun 2026
CI/CD 4 11% required in 50% · 4 open now · since Aug 2026
ETL/ELT 3 8% required in 100% · 3 open now · since Apr 2026
IAM 3 8% required in 100% · 3 open now · since Apr 2026
Machine Learning 3 8% required in 100% · 3 open now · since Jul 2026
Wi-Fi 3 8% required in 100% · 3 open now · since Apr 2026
A/B Testing 2 5% required in 100% · 2 open now · since Jul 2026
Dimensional Modeling 2 5% required in 100% · 2 open now · since Sep 2026
Show all (22)
Incident Management2
TCP/IP2
VPN2
BGP2
MPLS2
OSPF2
AI Agents1
Anomaly Detection1
DNS1
FinOps1
Multi-Agent Systems1
RAG1
Smart Contracts1
VLAN1

What does each AIS team work with?

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

Analytics

6 postings
SQL4
Power BI3
Tableau3
Looker2
Python2
Superset2

Data Science

6 postings
Python5
SQL5
Databricks3
Azure2
Google Colab2
LightGBM2

DevOps

5 postings
AWS3
Azure3
Linux3
CloudFormation2
GCP2
Terraform2

Finance

3 postings
Power BI3
SQL3
Tableau3

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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
Incident ManagementSep 2026
dbtSep 2026
Dimensional ModelingSep 2026
LookerSep 2026
SupersetSep 2026
GitAug 2026
TCP/IPAug 2026
CI/CDAug 2026

How modern is the AIS stack?

Modern AI adopter 72/100

AIS scores 72 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 AIS stack in its industry?

Share of the 152 companies in the same industries, whose stack Alion knows, that use each technology.

SQL49%
Python59%
Azure31%
AWS36%
Power BI23%
Tableau12%
Databricks7%
GCP27%
JavaScript40%
Linux47%

Questions about the AIS tech stack

What programming languages does AIS use?

The languages named in AIS job postings are SQL (41%), Python (38%), JavaScript (8%), Bash (5%), Node JS (5%), as a share of the 37 postings of the last 12 months.

Does AIS use LightGBM?

Yes. LightGBM is named in 2 of 37 job postings (5%) and required in 2 of them.

What cloud and platforms does AIS use?

The cloud and platforms named in AIS job postings are Azure (9), Power BI (8), AWS (8) (postings in brackets).

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

Analytics postings at AIS most often require SQL (4), Power BI (3), Tableau (3), Looker (2), out of 6 postings in the last 12 months.

Is the AIS tech stack changing?

Yes. Incident Management, dbt, Dimensional Modeling, Looker first appeared in AIS job postings in the last six months.

How modern is the AIS tech stack?

AIS scores 72 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 AIS tech stack?

Alion reads every job posting AIS publishes and tags the technologies each one names. The figures on this page count the 37 postings of the last 12 months and were updated on Sep 28, 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: 83 technologies from 37 job postings", as of Sep 28, 2026. https://alion.io/company/ais/technologies

Licence: CC BY-SA 4.0JSON