Numlabs tech stack

Numlabs builds mostly with Python, SQL, LookML. Its stack also includes Azure, GCP, FastAPI, Delta Lake. Azure is named in 3 of the 4 job postings Numlabs published in the last 12 months (75%). Counted by Alion from the job postings of Numlabs, updated Sep 29, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 29, 2026
Technologies in use
74
Postings analysed
4
Open now
1
Modernity
87 /100

What programming languages does Numlabs use?

Python is named in 50% of job postings at Numlabs, followed by SQL (50%), LookML (25%).

Python 2 50% required in 100% · since Jul 2026
SQL 2 50% required in 100% · 1 open now · since Jul 2026
LookML 1 25% required in 100% · 1 open now · since Aug 2026

What frameworks and libraries does Numlabs use?

FastAPI is named in 50% of job postings at Numlabs, followed by CatBoost (25%), Celery (25%), CrewAI (25%).

FastAPI 2 50% required in 100% · since Jul 2026
CatBoost 1 25% required in 100% · since Jul 2026
Celery 1 25% required in 100% · since Jul 2026
CrewAI 1 25% required in 100% · since Jul 2026
LangChain 1 25% required in 100% · since Jul 2026
LangGraph 1 25% required in 100% · since Jul 2026
LightGBM 1 25% required in 100% · since Jul 2026
OpenTelemetry 1 25% required in 100% · since Jul 2026
Show all (11)
Streamlit1
XGBoost1
pgvector1

What databases does Numlabs use?

Delta Lake is named in 25% of job postings at Numlabs, followed by Google BigQuery (25%), PostgreSQL (25%), Qdrant (25%).

Delta Lake 1 25% required in 100% · since Jul 2026
Google BigQuery 1 25% required in 100% · 1 open now · since Aug 2026
PostgreSQL 1 25% required in 100% · since Jul 2026
Qdrant 1 25% required in 100% · since Jul 2026
Weaviate 1 25% required in 100% · since Jul 2026

What cloud and platforms does Numlabs use?

Azure is named in 75% of job postings at Numlabs, followed by GCP (75%), GitHub (50%), Kubernetes (50%).

Azure 3 75% required in 100% · since Jul 2026
GCP 3 75% required in 100% · 1 open now · since Jul 2026
GitHub 2 50% required in 100% · since Jul 2026
Kubernetes 2 50% required in 100% · since Jul 2026
AWS 1 25% required in 100% · since Jul 2026
Arize Phoenix 1 25% required in 100% · since Jul 2026
Databricks 1 25% required in 100% · since Jul 2026
GitHub Actions 1 25% required in 100% · since Jul 2026
Show all (24)
Google AI Studio1
Grafana1
Istio1
Kubeflow1
Langfuse1
Linux1
MLFlow1
Microsoft Fabric1
OpenAI1
Power BI1
Prefect1
Seldon Core1
Tableau1
Ubuntu1
Vertex AI1
vLLM1

What developer tools does Numlabs use?

Docker is named in 50% of job postings at Numlabs, followed by Git (50%), Terraform (50%), ArgoCD (25%).

Docker 2 50% required in 100% · since Jul 2026
Git 2 50% required in 100% · 1 open now · since Jul 2026
Terraform 2 50% required in 100% · since Jul 2026
ArgoCD 1 25% required in 100% · since Jul 2026
Claude Code 1 25% required in 100% · since Jul 2026
Copilot 1 25% required in 100% · since Jul 2026
Crossplane 1 25% required in 100% · since Jul 2026
Helm 1 25% required in 100% · since Jul 2026
Show all (14)
KServe1
OpenAI Codex1
Prometheus1
Rest API1
dbt1
kubectl1

What AI and ML technologies does Numlabs use?

LLM is named in 75% of job postings at Numlabs, followed by Claude (25%), Gemini (25%).

LLM 3 75% required in 100% · since Jul 2026
Claude 1 25% required in 100% · since Jul 2026
Gemini 1 25% required in 100% · since Jul 2026

Which engineering practices does Numlabs ask for?

CI/CD is named in 75% of job postings at Numlabs, followed by RAG (50%), AI Agents (25%), Computer Vision (25%).

CI/CD 3 75% required in 100% · since Jul 2026
RAG 2 50% required in 100% · since Jul 2026
AI Agents 1 25% required in 100% · since Jul 2026
Computer Vision 1 25% required in 100% · since Jul 2026
ETL/ELT 1 25% required in 100% · 1 open now · since Aug 2026
Feature Store 1 25% required in 100% · since Jul 2026
Fine-tuning 1 25% required in 100% · since Jul 2026
GitOps 1 25% required in 100% · since Jul 2026
Show all (14)
Hybrid Search1
IAM1
Machine Learning1
Platform Engineering1
Prompt Engineering1
Service Mesh1

What does each Numlabs team work with?

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

AI/ML

3 postings
Azure3
LLM3
Docker2
FastAPI2
GCP2
GitHub2

How does your stack fit Numlabs?

Sign in to compare your skills with this stack and see which open roles fit you.
Sign In

How modern is the Numlabs stack?

Cutting-edge AI adopter 87/100

Numlabs scores 87 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: 3; legacy ones: 0.

How common is the Numlabs stack in its industry?

Share of the 749 companies in the same industries, whose stack Alion knows, that use each technology.

Azure48%
GCP44%
LLM47%
FastAPI23%
GitHub31%
Kubernetes50%
Python73%
SQL53%
AWS58%
Arize Phoenix1%

Questions about the Numlabs tech stack

What programming languages does Numlabs use?

The languages named in Numlabs job postings are Python (50%), SQL (50%), LookML (25%), as a share of the 4 postings of the last 12 months.

Does Numlabs use FastAPI?

Yes. FastAPI is named in 2 of 4 job postings (50%) and required in 2 of them.

What cloud and platforms does Numlabs use?

The cloud and platforms named in Numlabs job postings are Azure (3), GCP (3), GitHub (2) (postings in brackets).

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

AI/ML postings at Numlabs most often require Azure (3), LLM (3), Docker (2), FastAPI (2), out of 3 postings in the last 12 months.

Is the Numlabs tech stack changing?

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

How modern is the Numlabs tech stack?

Numlabs scores 87 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: 3; legacy ones: 0.

How does Alion know the Numlabs tech stack?

Alion reads every job posting Numlabs publishes and tags the technologies each one names. The figures on this page count the 4 postings of the last 12 months and were updated on Sep 29, 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, "Numlabs tech stack: 74 technologies from 4 job postings", as of Sep 29, 2026. https://alion.io/company/numlabs/technologies

Licence: CC BY-SA 4.0JSON