IFS
Manufacturing & Industrial Software · Field Service Management Software

IFS tech stack

IFS builds mostly with Python, JavaScript, SQL, TypeScript. Its stack also includes Azure, Kubernetes, PostgreSQL, LangChain. Azure is named in 106 of the 329 job postings IFS published in the last 12 months (32%). Counted by Alion from the job postings of IFS, updated Nov 11, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 11, 2026
Technologies in use
279
Postings analysed
329
Open now
134
Modernity
79 /100
New in 6 months
8

What programming languages does IFS use?

Python is named in 29% of job postings at IFS, followed by JavaScript (16%), SQL (15%), TypeScript (14%).

Python 94 29% required in 91% · 33 open now · since Mar 2026
JavaScript 54 16% required in 56% · 14 open now · since Apr 2026
SQL 48 15% required in 94% · 17 open now · since Apr 2026
TypeScript 45 14% required in 78% · 17 open now · since Apr 2026
Go 41 12% required in 100% · 17 open now · since Apr 2026
PowerShell 31 9% required in 90% · 7 open now · since Mar 2026
C# 29 9% required in 79% · 8 open now · since Apr 2026
Java 22 7% required in 95% · 7 open now · since Apr 2026
Show all (13)
Bash10
Apex8
Node JS7
PHP3
C++2

What frameworks and libraries does IFS use?

LangChain is named in 9% of job postings at IFS, followed by React.js (8%), Angular (5%), Pydantic AI (5%).

LangChain 31 9% required in 77% · 16 open now · since Apr 2026
React.js 27 8% required in 70% · 7 open now · since Apr 2026
Angular 18 5% required in 100% · 5 open now · since Jun 2026
Pydantic AI 16 5% required in 69% · 6 open now · since Aug 2026
LangGraph 16 5% required in 56% · 7 open now · since Apr 2026
Next.js 12 4% required in 42% · 2 open now · since Jul 2026
AutoGen 11 3% required in 36% · 5 open now · since Apr 2026
Apache Camel 8 2% required in 100% · 4 open now · since Aug 2026
Show all (39)
Django8
FastAPI6
OpenTelemetry6
PyTorch6
NumPy5
Scikit-learn5
CrewAI5
Pandas4
OpenAI Agents SDK4
TensorFlow4
Pydantic3
Selenium3
Flink3
ROS2
ASP.NET Core2
Cucumber1
Cypress1
Entity Framework Core1
LlamaIndex1
NVIDIA NeMo1
NeMo Guardrails1
Playwright1
Rest-Assured1
Spring Boot1
Tailwind CSS1
pgvector1
Cohere SDK1
DeepEval1
LiteLLM1
Ragas1
Transformers1

What databases does IFS use?

PostgreSQL is named in 11% of job postings at IFS, followed by Oracle (6%), MS SQL (2%), Pinecone (2%).

PostgreSQL 35 11% required in 63% · 11 open now · since Apr 2026
Oracle 20 6% required in 90% · 7 open now · since Apr 2026
MS SQL 7 2% required in 100% · 3 open now · since Jun 2026
Pinecone 7 2% required in 100% · 5 open now · since Jun 2026
Weaviate 7 2% required in 100% · 5 open now · since Jun 2026
Google BigQuery 6 2% required in 50% · 6 open now · since Oct 2026
Azure SQL Database 5 2% required in 100% · 1 open now · since Jul 2026
ElasticSearch 3 1% required in 100% · 1 open now · since Aug 2026
Show all (11)
Redis2
OpenSearch1
Snowflake1

What cloud and platforms does IFS use?

Azure is named in 32% of job postings at IFS, followed by Kubernetes (29%), AWS (22%), GCP (18%).

Azure 106 32% required in 60% · 37 open now · since Mar 2026
Kubernetes 97 29% required in 78% · 39 open now · since Mar 2026
AWS 71 22% required in 62% · 21 open now · since Apr 2026
GCP 58 18% required in 47% · 24 open now · since Mar 2026
Apache Kafka 34 10% required in 79% · 13 open now · since Apr 2026
Azure AKS 31 9% required in 74% · 11 open now · since Mar 2026
Power BI 28 9% required in 93% · 7 open now · since Jun 2026
Redpanda 24 7% required in 75% · 10 open now · since Jun 2026
Show all (78)
Windows22
GitHub19
OpenAI18
Linux16
GitLab12
Bitbucket11
Figma11
Grafana11
.NET10
GitHub Actions10
Azure DevOps10
MuleSoft8
Hugging Face8
Windows Server7
Datadog7
API Gateway6
Microsoft Fabric6
GitLab CI6
Superset6
Unix5
Databricks5
Microsoft Entra ID5
SIEM5
Active Directory4
Amazon CloudWatch4
RabbitMQ4
Replit4
AWS Lambda3
Anthropic3
LDAP3
NATS3
SAP BusinessObjects3

And 38 more, each named in fewer postings.

What developer tools does IFS use?

Copilot is named in 15% of job postings at IFS, followed by Docker (15%), Terraform (14%), Cursor (12%).

Copilot 50 15% required in 92% · 24 open now · since May 2026
Docker 49 15% required in 71% · 17 open now · since Apr 2026
Terraform 45 14% required in 62% · 19 open now · since Mar 2026
Cursor 41 12% required in 90% · 28 open now · since Jun 2026
Model Context Protocol 32 10% required in 88% · 16 open now · since Jun 2026
Claude Code 27 8% required in 85% · 11 open now · since Jun 2026
Rest API 22 7% required in 82% · 15 open now · since Mar 2026
Prometheus 22 7% required in 50% · 4 open now · since Mar 2026
Show all (60)
Microsoft Excel16
Backstage14
Helm13
Git13
Ansible11
Keycloak11
ArgoCD11
Jenkins9
Crossplane9
CloudFormation8
Kong8
Cortex7
dbt6
Semantic Kernel6
Bicep5
GraphQL5
KServe5
Canva4
Cline4
Lovable4
Windsurf4
Kaspersky3
WordPress3
Apache HTTP Server3
Nagios3
Promptfoo3
Fabric AI2
Gazebo2
Isaac Sim2
MQTT2
Nginx2
OPC UA2

And 20 more, each named in fewer postings.

What AI and ML technologies does IFS use?

LLM is named in 17% of job postings at IFS, followed by Claude (15%), ChatGPT (7%), Midjourney (1%).

LLM 57 17% required in 93% · 30 open now · since Apr 2026
Claude 48 15% required in 98% · 21 open now · since Jun 2026
ChatGPT 24 7% required in 100% · 15 open now · since Jul 2026
Midjourney 2 1% required in 100% · since Jul 2026
DeepSeek 1 <1% optional · since Sep 2026
Llama 1 <1% optional · since Sep 2026
LoRA 1 <1% optional · since Sep 2026
Mistral 1 <1% optional · since Sep 2026
Show all (9)
PEFT1

Which engineering practices does IFS ask for?

AI Agents is named in 48% of job postings at IFS, followed by CI/CD (37%), RAG (18%), GitOps (11%).

AI Agents 157 48% required in 99% · 72 open now · since Apr 2026
CI/CD 122 37% required in 89% · 37 open now · since Apr 2026
RAG 58 18% required in 93% · 26 open now · since Apr 2026
GitOps 36 11% required in 83% · 15 open now · since Jun 2026
Platform Engineering 34 10% required in 94% · 11 open now · since Jun 2026
Embeddings 26 8% required in 100% · 14 open now · since Apr 2026
Function Calling 24 7% required in 96% · 10 open now · since Apr 2026
Prompt Engineering 24 7% required in 88% · 7 open now · since Jun 2026
Show all (69)
IAM23
Machine Learning23
LLM Evaluation22
Incident Management22
LLM Guardrails21
Human-in-the-Loop20
Context Engineering17
Agentic Workflows16
Multi-Agent Systems16
Anomaly Detection10
Digital Twin10
SLI/SLO/SLA8
Knowledge Graph6
Configuration Management5
DNS5
VPN5
FinOps5
Fine-tuning5
Computer Vision4
Master Data Management4
Time Series4
A/B Testing3
Dimensional Modeling3
Hybrid Search3
Synthetic Data3
Blue-Green Deployment2
CAPA2
ETL/ELT2
EU AI Act2
Explainable AI2
Teleoperation2
Vision-Language-Action2

And 29 more, each named in fewer postings.

What does each IFS team work with?

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

AI/ML

62 postings
Python31
Kubernetes22
LLM20
LangChain17
Go15
Model Context Protocol14

DevOps

43 postings
Kubernetes33
Azure26
AWS22
Apache Kafka16
Terraform16
Azure AKS15

Product

37 postings
Backstage6
LLM6
LangChain6
OpenAI5
Python5
AWS3

Backend

34 postings
TypeScript15
Claude Code12
Claude11
Copilot11
JavaScript10
Angular8

Solutions

27 postings
LLM10
Python10
Rest API8
Azure6
ChatGPT6
Claude6

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How much does IFS pay by technology?

Median stated pay of the postings that name each technology, against the median of all IFS postings with stated pay: $170k across 57 postings.

TechnologyPostings with payMedianvs company median
LLM22$180k+6%
Python21$160k−6%
SQL15$180k+6%
TypeScript12$180k+6%
Azure11$120k−29%
Power BI10$190k+12%
JavaScript10$180k+6%
LangChain9$185k+9%
Angular8$204k+20%
Claude7$227k+34%

How is the IFS 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
Google BigQueryOct 2026
dbtOct 2026
SupersetOct 2026
ETL/ELTOct 2026
Web ComponentsOct 2026
API GatewaySep 2026
ASP.NET CoreSep 2026
LangfuseSep 2026
Rising
AI Agents34% → 57%
TypeScript7% → 18%
RAG12% → 22%
LLM11% → 21%
Power BI3% → 12%
Go8% → 16%
Cursor9% → 16%
Model Context Protocol6% → 13%
Falling
AWS30% → 17%
Incident Management14% → 3%
Docker20% → 12%
GitHub11% → 3%
PowerShell13% → 7%
C#13% → 7%
PyTorch5% → 0%
Windows9% → 5%

How modern is the IFS stack?

Cutting-edge AI adopter 79/100

IFS scores 79 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: 9; legacy ones: 0.

How common is the IFS stack in its industry?

Share of the 1,244 companies in the same industries, whose stack Alion knows, that use each technology.

Azure25%
Kubernetes21%
Python36%
AWS24%
GCP13%
LLM17%
JavaScript41%
Claude16%
SQL43%
TypeScript31%

What sets IFS apart

Azure AKS3%
Redpanda0%
LangGraph4%
Pydantic AI1%
AutoGen2%
Bitbucket2%
Apache Camel0%
Apex4%
Django4%
Hugging Face2%

Questions about the IFS tech stack

What programming languages does IFS use?

The languages named in IFS job postings are Python (29%), JavaScript (16%), SQL (15%), TypeScript (14%), Go (12%), as a share of the 329 postings of the last 12 months.

Does IFS use LangChain?

Yes. LangChain is named in 31 of 329 job postings (9%) and required in 24 of them.

What cloud and platforms does IFS use?

The cloud and platforms named in IFS job postings are Azure (106), Kubernetes (97), AWS (71) (postings in brackets).

What skills do you need for a AI/ML job at IFS?

AI/ML postings at IFS most often require Python (31), Kubernetes (22), LLM (20), LangChain (17), out of 62 postings in the last 12 months.

Is the IFS tech stack changing?

Yes. Google BigQuery, dbt, Superset, ETL/ELT first appeared in IFS job postings in the last six months.

How modern is the IFS tech stack?

IFS scores 79 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: 9; legacy ones: 0.

How does Alion know the IFS tech stack?

Alion reads every job posting IFS publishes and tags the technologies each one names. The figures on this page count the 329 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, "IFS tech stack: 279 technologies from 329 job postings", as of Nov 11, 2026. https://alion.io/company/ifs/technologies

Licence: CC BY-SA 4.0JSON