4M Analytics tech stack

4M Analytics builds mostly with Python, SQL. Its stack also includes AWS, Kubernetes, PyTorch, PostgreSQL. Python is named in 5 of the 9 job postings 4M Analytics published in the last 12 months (56%). Counted by Alion from the job postings of 4M Analytics, updated Oct 14, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 14, 2026
Technologies in use
39
Postings analysed
9
Open now
9
Modernity
73 /100

What programming languages does 4M Analytics use?

Python is named in 56% of job postings at 4M Analytics, followed by SQL (11%).

Python 5 56% required in 100% · 5 open now · since Oct 2026
SQL 1 11% required in 100% · 1 open now · since Oct 2026

What frameworks and libraries does 4M Analytics use?

PyTorch is named in 22% of job postings at 4M Analytics, followed by Hadoop (11%).

PyTorch 2 22% required in 100% · 2 open now · since Oct 2026
Hadoop 1 11% required in 100% · 1 open now · since Oct 2026

What databases does 4M Analytics use?

PostgreSQL is named in 11% of job postings at 4M Analytics.

PostgreSQL 1 11% required in 100% · 1 open now · since Oct 2026

What cloud and platforms does 4M Analytics use?

AWS is named in 56% of job postings at 4M Analytics, followed by Kubernetes (22%), Amazon EC2 (22%), Amazon S3 (22%).

AWS 5 56% required in 60% · 5 open now · since Oct 2026
Kubernetes 2 22% required in 100% · 2 open now · since Oct 2026
Amazon EC2 2 22% optional · 2 open now · since Oct 2026
Amazon S3 2 22% optional · 2 open now · since Oct 2026
Amazon SageMaker 2 22% optional · 2 open now · since Oct 2026
Amazon EKS 1 11% required in 100% · 1 open now · since Oct 2026
Apache Kafka 1 11% required in 100% · 1 open now · since Oct 2026
Azure 1 11% required in 100% · 1 open now · since Oct 2026
Show all (12)
GCP1
Grafana1
Linux1
Spark1

What developer tools does 4M Analytics use?

ArgoCD is named in 22% of job postings at 4M Analytics, followed by Claude Code (11%), Crossplane (11%), Cursor (11%).

ArgoCD 2 22% required in 50% · 2 open now · since Oct 2026
Claude Code 1 11% required in 100% · 1 open now · since Oct 2026
Crossplane 1 11% required in 100% · 1 open now · since Oct 2026
Cursor 1 11% required in 100% · 1 open now · since Oct 2026
Docker 1 11% required in 100% · 1 open now · since Oct 2026
Karpenter 1 11% required in 100% · 1 open now · since Oct 2026
Loki 1 11% required in 100% · 1 open now · since Oct 2026
Mimir 1 11% required in 100% · 1 open now · since Oct 2026
Show all (12)
Terraform1
Helm1
KEDA1
Prometheus1

What AI and ML technologies does 4M Analytics use?

Claude is named in 22% of job postings at 4M Analytics.

Claude 2 22% required in 100% · 2 open now · since Oct 2026

Which engineering practices does 4M Analytics ask for?

AI Agents is named in 44% of job postings at 4M Analytics, followed by CI/CD (22%), Computer Vision (22%), ETL/ELT (22%).

AI Agents 4 44% required in 100% · 4 open now · since Oct 2026
CI/CD 2 22% required in 100% · 2 open now · since Oct 2026
Computer Vision 2 22% required in 100% · 2 open now · since Oct 2026
ETL/ELT 2 22% required in 100% · 2 open now · since Oct 2026
GNN 2 22% optional · 2 open now · since Oct 2026
GitOps 1 11% required in 100% · 1 open now · since Oct 2026
Self-Healing 1 11% required in 100% · 1 open now · since Oct 2026
World Models 1 11% required in 100% · 1 open now · since Oct 2026
Show all (9)
Shift-Left1

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How modern is the 4M Analytics stack?

Modern AI adopter 73/100

4M Analytics scores 73 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.

Questions about the 4M Analytics tech stack

What programming languages does 4M Analytics use?

The languages named in 4M Analytics job postings are Python (56%), SQL (11%), as a share of the 9 postings of the last 12 months.

Does 4M Analytics use PyTorch?

Yes. PyTorch is named in 2 of 9 job postings (22%) and required in 2 of them.

What cloud and platforms does 4M Analytics use?

The cloud and platforms named in 4M Analytics job postings are AWS (5), Kubernetes (2), Amazon EC2 (2) (postings in brackets).

Is the 4M Analytics tech stack changing?

No new technology has appeared in 4M Analytics job postings in the last six months.

How modern is the 4M Analytics tech stack?

4M Analytics scores 73 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 4M Analytics tech stack?

Alion reads every job posting 4M Analytics publishes and tags the technologies each one names. The figures on this page count the 9 postings of the last 12 months and were updated on Oct 14, 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, "4M Analytics tech stack: 39 technologies from 9 job postings", as of Oct 14, 2026. https://alion.io/company/4manalytics/technologies

Licence: CC BY-SA 4.0JSON