Ignite tech stack

Ignite builds mostly with Python, SAS, SQL, Java. Its stack also includes AWS, PyTorch, PostgreSQL, AWS Lambda. Python is named in 14 of the 28 job postings Ignite published in the last 12 months (50%). Counted by Alion from the job postings of Ignite, updated Sep 30, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 30, 2026
Technologies in use
90
Postings analysed
28
Open now
25
Modernity
70 /100
New in 6 months
8

What programming languages does Ignite use?

Python is named in 50% of job postings at Ignite, followed by SAS (21%), SQL (18%), Java (14%).

Python 14 50% required in 93% · 13 open now · since Jan 2026
SAS 6 21% required in 83% · 6 open now · since Jan 2026
SQL 5 18% required in 80% · 5 open now · since Jan 2026
Java 4 14% required in 25% · 3 open now · since Jan 2026
JavaScript 2 7% required in 100% · 2 open now · since Jan 2026
Mojo 2 7% required in 100% · 1 open now · since Feb 2026
R 2 7% required in 100% · 2 open now · since Jan 2026
TypeScript 2 7% required in 50% · 2 open now · since Jan 2026
Show all (10)
Bash1
PowerShell1

What frameworks and libraries does Ignite use?

PyTorch is named in 43% of job postings at Ignite, followed by Angular (7%), NumPy (7%), Pandas (7%).

PyTorch 12 43% optional · 10 open now · since Jan 2026
Angular 2 7% required in 100% · 2 open now · since Jan 2026
NumPy 2 7% required in 100% · 2 open now · since Jan 2026
Pandas 2 7% required in 100% · 2 open now · since Jan 2026
SciPy 2 7% required in 100% · 2 open now · since Jan 2026
Spring Boot 2 7% required in 100% · 2 open now · since Jan 2026
data.table 2 7% required in 100% · 2 open now · since Jan 2026
Scikit-learn 2 7% required in 50% · 2 open now · since Jul 2026
Show all (13)
Angular Material1
React.js1
Statsmodels1
Hibernate1
NgRx1

What databases does Ignite use?

PostgreSQL is named in 25% of job postings at Ignite, followed by Amazon Aurora (18%).

PostgreSQL 7 25% required in 86% · 7 open now · since Dec 2025
Amazon Aurora 5 18% required in 100% · 5 open now · since Dec 2025

What cloud and platforms does Ignite use?

AWS is named in 43% of job postings at Ignite, followed by AWS Lambda (18%), Amazon S3 (18%), AWS Fargate (14%).

AWS 12 43% required in 75% · 12 open now · since Dec 2025
AWS Lambda 5 18% required in 100% · 5 open now · since Dec 2025
Amazon S3 5 18% required in 100% · 5 open now · since Dec 2025
AWS Fargate 4 14% required in 100% · 4 open now · since Dec 2025
Amazon ECS 3 11% required in 100% · 3 open now · since Dec 2025
Amazon EKS 3 11% required in 100% · 3 open now · since Dec 2025
Linux 3 11% required in 100% · 3 open now · since Feb 2026
Active Directory 3 11% required in 67% · 3 open now · since Feb 2026
Show all (30)
Azure3
GitLab3
SIEM3
Kubernetes3
Amazon CloudWatch2
Amazon EventBridge2
LDAP2
AWS Step Functions1
Cloudflare1
Figma1
InVision1
Microsoft Entra ID1
Palo Alto NGFW1
Red Hat1
Unix1
Windows1
Apache Kafka1
Bamboo1
GCP1
Hugging Face1
Microsoft Defender1
Okta1

What developer tools does Ignite use?

Git is named in 14% of job postings at Ignite, followed by CloudFormation (11%), Terraform (11%), Rest API (11%).

Git 4 14% required in 75% · 4 open now · since Jan 2026
CloudFormation 3 11% required in 100% · 3 open now · since Jan 2026
Terraform 3 11% required in 100% · 3 open now · since Jan 2026
Rest API 3 11% required in 67% · 2 open now · since Apr 2026
Microsoft Excel 2 7% required in 100% · since Jul 2026
Adobe XD 1 4% required in 100% · 1 open now · since Jan 2026
Ansible 1 4% required in 100% · 1 open now · since Feb 2026
Axure RP 1 4% required in 100% · 1 open now · since Jan 2026
Show all (11)
Sketch1
Jenkins1
Langflow1

What AI and ML technologies does Ignite use?

LLM is named in 14% of job postings at Ignite.

LLM 4 14% required in 100% · 4 open now · since Sep 2026

Which engineering practices does Ignite ask for?

CI/CD is named in 43% of job postings at Ignite, followed by IAM (21%), DNS (11%), NLP (11%).

CI/CD 12 43% required in 67% · 11 open now · since Dec 2025
IAM 6 21% required in 100% · 6 open now · since Dec 2025
DNS 3 11% required in 100% · 3 open now · since Feb 2026
NLP 3 11% required in 100% · 3 open now · since Sep 2026
TCP/IP 3 11% required in 100% · 3 open now · since Feb 2026
Configuration Management 2 7% required in 100% · 2 open now · since Feb 2026
DHCP 2 7% required in 100% · 2 open now · since Jun 2026
SLI/SLO/SLA 2 7% required in 100% · 1 open now · since Jul 2026
Show all (23)
VPN2
ETL/ELT2
Platform Engineering2
AI Agents1
BGP1
Incident Management1
Machine Learning1
Mixture of Experts1
PKI1
RAG1
Structured Outputs1
HPC1
SOAP1
State Management1
Wi-Fi1

What does each Ignite team work with?

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

Backend

4 postings
Python4
NumPy2
Pandas2
R2
SAS2
SQL2

AI/ML

3 postings
AWS2
Git2
LLM2
Python2

DevOps

3 postings
AWS2
AWS Fargate2
AWS Lambda2
Amazon Aurora2
Amazon ECS2
Amazon EKS2

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How is the Ignite 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
LLMSep 2026
NLPSep 2026
Platform EngineeringAug 2026
Microsoft ExcelJul 2026
Scikit-learnJul 2026
SLI/SLO/SLAJul 2026
AzureJun 2026
SIEMJun 2026
Not named for 6 months
AWS LambdaFeb 2026
Amazon AuroraFeb 2026
Amazon S3Feb 2026
AWS FargateFeb 2026
Amazon ECSFeb 2026
Amazon EKSFeb 2026
CloudFormationFeb 2026
TerraformFeb 2026

How modern is the Ignite stack?

Modern AI adopter 70/100

Ignite scores 70 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 Ignite stack in its industry?

Share of the 1,010 companies in the same industries, whose stack Alion knows, that use each technology.

Python63%
AWS56%
PyTorch20%
PostgreSQL42%
SAS4%
AWS Lambda17%
Amazon Aurora7%
Amazon S324%
SQL67%
AWS Fargate4%

What sets Ignite apart

SAS4%
AWS Fargate4%

Ignite products in its job postings

Postings at Ignite name its own products. They describe what the company makes, so they are left out of the stack above.

Ignite12

Questions about the Ignite tech stack

What programming languages does Ignite use?

The languages named in Ignite job postings are Python (50%), SAS (21%), SQL (18%), Java (14%), JavaScript (7%), as a share of the 28 postings of the last 12 months.

Does Ignite use Angular?

Yes. Angular is named in 2 of 28 job postings (7%) and required in 2 of them.

What cloud and platforms does Ignite use?

The cloud and platforms named in Ignite job postings are AWS (12), AWS Lambda (5), Amazon S3 (5) (postings in brackets).

What skills do you need for a Backend job at Ignite?

Backend postings at Ignite most often require Python (4), NumPy (2), Pandas (2), R (2), out of 4 postings in the last 12 months.

Is the Ignite tech stack changing?

Yes. LLM, NLP, Platform Engineering, Microsoft Excel first appeared in Ignite job postings in the last six months.

How modern is the Ignite tech stack?

Ignite scores 70 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 Ignite tech stack?

Alion reads every job posting Ignite publishes and tags the technologies each one names. The figures on this page count the 28 postings of the last 12 months and were updated on Sep 30, 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, "Ignite tech stack: 90 technologies from 28 job postings", as of Sep 30, 2026. https://alion.io/company/igniteitservices/technologies

Licence: CC BY-SA 4.0JSON