C the Signs tech stack

C the Signs builds mostly with Python, Java, Scala. Its stack also includes GCP, AWS, Accelerate, DeepSpeed. Python is named in 3 of the 5 job postings C the Signs published in the last 12 months (60%). Counted by Alion from the job postings of C the Signs, updated Nov 1, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 1, 2026
Technologies in use
39
Postings analysed
5
Open now
4
Modernity
79 /100

What programming languages does C the Signs use?

Python is named in 60% of job postings at C the Signs, followed by Java (20%), Scala (20%).

Python 3 60% required in 67% · 3 open now · since Mar 2026
Java 1 20% required in 100% · 1 open now · since Apr 2026
Scala 1 20% required in 100% · 1 open now · since Apr 2026

What frameworks and libraries does C the Signs use?

Accelerate is named in 20% of job postings at C the Signs, followed by DeepSpeed (20%), PyTorch (20%), Ray (20%).

Accelerate 1 20% required in 100% · 1 open now · since Apr 2026
DeepSpeed 1 20% required in 100% · 1 open now · since Apr 2026
PyTorch 1 20% required in 100% · 1 open now · since Apr 2026
Ray 1 20% required in 100% · 1 open now · since Apr 2026
NumPy 1 20% optional · 1 open now · since Apr 2026
Pandas 1 20% optional · 1 open now · since Apr 2026
Scikit-learn 1 20% optional · 1 open now · since Apr 2026
TensorFlow 1 20% optional · 1 open now · since Apr 2026

What cloud and platforms does C the Signs use?

GCP is named in 60% of job postings at C the Signs, followed by AWS (40%), Spark (40%), Airflow (20%).

GCP 3 60% required in 67% · 3 open now · since Mar 2026
AWS 2 40% required in 50% · 2 open now · since Apr 2026
Spark 2 40% required in 50% · 2 open now · since Apr 2026
Airflow 1 20% required in 100% · 1 open now · since Apr 2026
Azure 1 20% required in 100% · 1 open now · since Apr 2026
Figma 1 20% required in 100% · 1 open now · since Jun 2026
Google Cloud Run 1 20% required in 100% · 1 open now · since Mar 2026
Google GKE 1 20% required in 100% · 1 open now · since Mar 2026
Show all (11)
Hugging Face1
Kubernetes1
Vertex AI1

What developer tools does C the Signs use?

Docker is named in 20% of job postings at C the Signs, followed by TPU (20%).

Docker 1 20% required in 100% · 1 open now · since Mar 2026
TPU 1 20% required in 100% · 1 open now · since Apr 2026

What AI and ML technologies does C the Signs use?

LLM is named in 60% of job postings at C the Signs.

LLM 3 60% required in 100% · 3 open now · since Mar 2026

Which engineering practices does C the Signs ask for?

Machine Learning is named in 80% of job postings at C the Signs, followed by Fine-tuning (40%), CI/CD (20%), ETL/ELT (20%).

Machine Learning 4 80% required in 75% · 3 open now · since Mar 2026
Fine-tuning 2 40% required in 100% · 2 open now · since Apr 2026
CI/CD 1 20% required in 100% · 1 open now · since Mar 2026
ETL/ELT 1 20% required in 100% · 1 open now · since Apr 2026
Feature Store 1 20% required in 100% · 1 open now · since Mar 2026
Hallucination 1 20% required in 100% · 1 open now · since Mar 2026
Human-in-the-Loop 1 20% required in 100% · 1 open now · since Mar 2026
IAM 1 20% required in 100% · 1 open now · since Mar 2026
Show all (14)
LLM Evaluation1
LLM Guardrails1
Multimodal AI1
Platform Engineering1
RAG1
Structured Outputs1

How does your stack fit C the Signs?

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How is the C the Signs 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.

Not named for 6 months
Machine LearningApr 2026
LLMApr 2026
GCPApr 2026
PythonApr 2026
Fine-tuningApr 2026
AWSApr 2026
SparkApr 2026

How modern is the C the Signs stack?

Cutting-edge AI adopter 79/100

C the Signs 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: 1; legacy ones: 0.

How common is the C the Signs stack in its industry?

Share of the 140 companies in the same industries, whose stack Alion knows, that use each technology.

GCP32%
LLM39%
Python47%
AWS42%
Spark7%
Accelerate1%
Airflow2%
Azure26%
DeepSpeed1%
Figma23%

Questions about the C the Signs tech stack

What programming languages does C the Signs use?

The languages named in C the Signs job postings are Python (60%), Java (20%), Scala (20%), as a share of the 5 postings of the last 12 months.

Does C the Signs use GCP?

Yes. GCP is named in 3 of 5 job postings (60%) and required in 2 of them.

What cloud and platforms does C the Signs use?

The cloud and platforms named in C the Signs job postings are GCP (3), AWS (2), Spark (2) (postings in brackets).

Is the C the Signs tech stack changing?

No new technology has appeared in C the Signs job postings in the last six months.

How modern is the C the Signs tech stack?

C the Signs 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: 1; legacy ones: 0.

How does Alion know the C the Signs tech stack?

Alion reads every job posting C the Signs publishes and tags the technologies each one names. The figures on this page count the 5 postings of the last 12 months and were updated on Nov 1, 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, "C the Signs tech stack: 39 technologies from 5 job postings", as of Nov 1, 2026. https://alion.io/company/cthesigns/technologies

Licence: CC BY-SA 4.0JSON