Sfors tech stack

Sfors builds mostly with Python, SQL, LookML. Its stack also includes Azure, Vertex AI, BigQuery, Google BigQuery. Python is named in 2 of the 7 job postings Sfors published in the last 12 months (29%). Counted by Alion from the job postings of Sfors, updated Oct 11, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 11, 2026
Technologies in use
42
Postings analysed
7
Open now
6
Modernity
81 /100
New in 6 months
1

What programming languages does Sfors use?

Python is named in 29% of job postings at Sfors, followed by SQL (29%), LookML (14%).

Python 2 29% required in 100% · 2 open now · since Apr 2026
SQL 2 29% required in 100% · 2 open now · since Apr 2026
LookML 1 14% optional · 1 open now · since Apr 2026

What frameworks and libraries does Sfors use?

PyTorch is named in 14% of job postings at Sfors, followed by TensorFlow (14%), Hypothesis (14%).

PyTorch 1 14% required in 100% · 1 open now · since Sep 2026
TensorFlow 1 14% required in 100% · 1 open now · since Sep 2026
Hypothesis 1 14% optional · 1 open now · since Apr 2026

What databases does Sfors use?

BigQuery is named in 29% of job postings at Sfors, followed by Google BigQuery (29%).

BigQuery 2 29% required in 50% · 2 open now · since Apr 2026
Google BigQuery 2 29% required in 50% · 2 open now · since Apr 2026

What cloud and platforms does Sfors use?

Azure is named in 29% of job postings at Sfors, followed by Vertex AI (29%), Anthropic (14%), GCP (14%).

Azure 2 29% required in 50% · 2 open now · since Apr 2026
Vertex AI 2 29% required in 50% · 2 open now · since Apr 2026
Anthropic 1 14% required in 100% · 1 open now · since Sep 2026
GCP 1 14% required in 100% · 1 open now · since Sep 2026
Grafana 1 14% required in 100% · 1 open now · since Sep 2026
Kubernetes 1 14% required in 100% · 1 open now · since Sep 2026
LDAP 1 14% required in 100% · 1 open now · since Sep 2026
MLFlow 1 14% required in 100% · 1 open now · since Sep 2026
Show all (13)
OpenAI1
Looker1
Microsoft Fabric1
Power BI1
Tableau1

What developer tools does Sfors use?

Microsoft Excel is named in 43% of job postings at Sfors, followed by Ansible (14%), Docker (14%), FortiGate (14%).

Microsoft Excel 3 43% required in 100% · 2 open now · since Jul 2026
Ansible 1 14% required in 100% · 1 open now · since Sep 2026
Docker 1 14% required in 100% · 1 open now · since Sep 2026
FortiGate 1 14% required in 100% · 1 open now · since Sep 2026
Google ADK 1 14% required in 100% · 1 open now · since Sep 2026
Terraform 1 14% required in 100% · 1 open now · since Sep 2026
Zabbix 1 14% required in 100% · 1 open now · since Sep 2026

What AI and ML technologies does Sfors use?

Gemini is named in 14% of job postings at Sfors, followed by LLM (14%).

Gemini 1 14% required in 100% · 1 open now · since Sep 2026
LLM 1 14% required in 100% · 1 open now · since Sep 2026

Which engineering practices does Sfors ask for?

Machine Learning is named in 29% of job postings at Sfors, followed by Agentic Workflows (14%), CI/CD (14%), DNS (14%).

Machine Learning 2 29% required in 50% · 2 open now · since Apr 2026
Agentic Workflows 1 14% required in 100% · 1 open now · since Sep 2026
CI/CD 1 14% required in 100% · 1 open now · since Sep 2026
DNS 1 14% required in 100% · 1 open now · since Sep 2026
Incident Management 1 14% required in 100% · 1 open now · since Sep 2026
Prompt Engineering 1 14% required in 100% · 1 open now · since Sep 2026
RAG 1 14% required in 100% · 1 open now · since Sep 2026
SLI/SLO/SLA 1 14% required in 100% · 1 open now · since Jul 2026
Show all (12)
VLAN1
A/B Testing1
Fine-tuning1
Multi-Agent Systems1

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How is the Sfors 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
Microsoft ExcelJul 2026

How modern is the Sfors stack?

Cutting-edge AI adopter 81/100

Sfors scores 81 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 Sfors stack in its industry?

Share of the 219 companies in the same industries, whose stack Alion knows, that use each technology.

Azure44%
BigQuery14%
Google BigQuery15%
Python82%
SQL74%
Vertex AI5%
Anthropic11%
GCP35%
Gemini9%
Grafana37%

Questions about the Sfors tech stack

What programming languages does Sfors use?

The languages named in Sfors job postings are Python (29%), SQL (29%), LookML (14%), as a share of the 7 postings of the last 12 months.

Does Sfors use Azure?

Yes. Azure is named in 2 of 7 job postings (29%) and required in 1 of them.

What cloud and platforms does Sfors use?

The cloud and platforms named in Sfors job postings are Azure (2), Vertex AI (2), Anthropic (1) (postings in brackets).

Is the Sfors tech stack changing?

Yes. Microsoft Excel first appeared in Sfors job postings in the last six months.

How modern is the Sfors tech stack?

Sfors scores 81 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 Sfors tech stack?

Alion reads every job posting Sfors publishes and tags the technologies each one names. The figures on this page count the 7 postings of the last 12 months and were updated on Oct 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, "Sfors tech stack: 42 technologies from 7 job postings", as of Oct 11, 2026. https://alion.io/company/sfors/technologies

Licence: CC BY-SA 4.0JSON