Practice Numbers tech stack

Practice Numbers builds mostly with Python, TypeScript, JavaScript, Node JS. Its stack also includes AWS, PostgreSQL, Django, Redis. Python is named in 13 of the 18 job postings Practice Numbers published in the last 12 months (72%). Counted by Alion from the job postings of Practice Numbers, updated Oct 14, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 14, 2026
Technologies in use
107
Postings analysed
18
Open now
18
Modernity
83 /100
New in 6 months
8

What programming languages does Practice Numbers use?

Python is named in 72% of job postings at Practice Numbers, followed by TypeScript (44%), JavaScript (39%), Node JS (33%).

Python 13 72% required in 92% · 13 open now · since Mar 2026
TypeScript 8 44% required in 63% · 8 open now · since Mar 2026
JavaScript 7 39% required in 71% · 7 open now · since Jun 2026
Node JS 6 33% required in 83% · 6 open now · since Jun 2026
SQL 3 17% required in 100% · 3 open now · since Mar 2026
Go 3 17% required in 33% · 3 open now · since Mar 2026
Java 2 11% required in 100% · 2 open now · since Mar 2026
Bash 1 6% required in 100% · 1 open now · since Sep 2026

What frameworks and libraries does Practice Numbers use?

Django is named in 61% of job postings at Practice Numbers, followed by React.js (33%), FastAPI (28%), Django REST Framework (22%).

Django 11 61% required in 91% · 11 open now · since Mar 2026
React.js 6 33% required in 83% · 6 open now · since Jun 2026
FastAPI 5 28% required in 80% · 5 open now · since Jul 2026
Django REST Framework 4 22% required in 75% · 4 open now · since Jun 2026
OpenTelemetry 4 22% required in 50% · 4 open now · since Mar 2026
Celery 3 17% required in 33% · 3 open now · since Mar 2026
Asyncio 2 11% required in 100% · 2 open now · since Aug 2026
Next.js 2 11% required in 50% · 2 open now · since Jul 2026
Show all (15)
LangChain2
LlamaIndex2
Alembic1
Cypress1
Playwright1
SQLAlchemy1
Selenium1

What databases does Practice Numbers use?

PostgreSQL is named in 61% of job postings at Practice Numbers, followed by Redis (56%), ElasticSearch (17%), OpenSearch (17%).

PostgreSQL 11 61% required in 91% · 11 open now · since Mar 2026
Redis 10 56% required in 90% · 10 open now · since Mar 2026
ElasticSearch 3 17% required in 100% · 3 open now · since Jun 2026
OpenSearch 3 17% required in 100% · 3 open now · since Jun 2026
MariaDB 1 6% required in 100% · 1 open now · since Jul 2026
MySQL 1 6% required in 100% · 1 open now · since Jul 2026

What cloud and platforms does Practice Numbers use?

AWS is named in 67% of job postings at Practice Numbers, followed by Kubernetes (50%), Amazon S3 (33%), GCP (33%).

AWS 12 67% required in 83% · 12 open now · since Mar 2026
Kubernetes 9 50% required in 33% · 9 open now · since Mar 2026
Amazon S3 6 33% required in 83% · 6 open now · since Jun 2026
GCP 6 33% required in 83% · 6 open now · since Mar 2026
Amazon ECS 5 28% required in 100% · 5 open now · since Jun 2026
Amazon EKS 5 28% required in 100% · 5 open now · since Jun 2026
Azure 5 28% required in 100% · 5 open now · since Mar 2026
AWS Lambda 4 22% required in 100% · 4 open now · since Jun 2026
Show all (30)
Amazon CloudWatch4
Linux4
GitHub Actions4
Grafana4
API Gateway3
AWS Fargate3
Apache Kafka3
Redpanda3
New Relic3
Datadog3
GitLab CI2
Databricks2
Deepgram2
ElevenLabs2
Twilio2
Amazon EC21
Burp Suite1
Figma1
NATS1
RabbitMQ1
SIEM1
Sentry1

What developer tools does Practice Numbers use?

Docker is named in 56% of job postings at Practice Numbers, followed by Rest API (39%), WebSockets (28%), Terraform (28%).

Docker 10 56% required in 70% · 10 open now · since Mar 2026
Rest API 7 39% required in 100% · 7 open now · since Mar 2026
WebSockets 5 28% required in 80% · 5 open now · since Jul 2026
Terraform 5 28% required in 60% · 5 open now · since Mar 2026
Git 4 22% required in 75% · 4 open now · since Mar 2026
Prometheus 4 22% required in 25% · 4 open now · since Mar 2026
Jenkins 2 11% required in 100% · 2 open now · since Sep 2026
SOPS 2 11% required in 100% · 2 open now · since Sep 2026
Show all (20)
Tcpdump2
Wireshark2
WebRTC2
Checkov1
CircleCI1
Cursor1
OWASP ZAP1
Semgrep1
Trivy1
Vault1
Windsurf1
tfsec1

What AI and ML technologies does Practice Numbers use?

LLM is named in 28% of job postings at Practice Numbers, followed by Claude (11%), GPT-4 (11%).

LLM 5 28% required in 40% · 5 open now · since Mar 2026
Claude 2 11% required in 100% · 2 open now · since Aug 2026
GPT-4 2 11% required in 100% · 2 open now · since Aug 2026

Which engineering practices does Practice Numbers ask for?

CI/CD is named in 72% of job postings at Practice Numbers, followed by IAM (22%), Incident Management (22%), LLM Guardrails (22%).

CI/CD 13 72% required in 77% · 13 open now · since Mar 2026
IAM 4 22% required in 100% · 4 open now · since Jun 2026
Incident Management 4 22% required in 100% · 4 open now · since Jun 2026
LLM Guardrails 4 22% required in 100% · 4 open now · since Mar 2026
Platform Engineering 4 22% required in 100% · 4 open now · since Mar 2026
AI Agents 2 11% required in 100% · 2 open now · since Jul 2026
DNS 2 11% required in 100% · 2 open now · since Sep 2026
Function Calling 2 11% required in 100% · 2 open now · since Aug 2026
Show all (25)
Progressive Delivery2
SLI/SLO/SLA2
Tool Use2
ETL/ELT2
Text-to-Speech2
Blue-Green Deployment1
DHCP1
Hallucination1
Prompt Engineering1
RAG1
TCP/IP1
Trunk-Based Development1
Wi-Fi1
BGP1
Human-in-the-Loop1
OSPF1
Red Teaming1

What does each Practice Numbers team work with?

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

Backend

7 postings
Django6
Python6
Rest API6
Docker5
PostgreSQL5
Redis5

DevOps

3 postings
AWS3
Python3
Azure2
GCP2
Java2

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How is the Practice Numbers 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
GitLab CISep 2026
JenkinsSep 2026
SOPSSep 2026
DNSSep 2026
DatadogAug 2026
AsyncioAug 2026
ClaudeAug 2026
Function CallingAug 2026

How modern is the Practice Numbers stack?

Cutting-edge AI adopter 83/100

Practice Numbers scores 83 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.

Questions about the Practice Numbers tech stack

What programming languages does Practice Numbers use?

The languages named in Practice Numbers job postings are Python (72%), TypeScript (44%), JavaScript (39%), Node JS (33%), SQL (17%), as a share of the 18 postings of the last 12 months.

Does Practice Numbers use Django?

Yes. Django is named in 11 of 18 job postings (61%) and required in 10 of them.

What cloud and platforms does Practice Numbers use?

The cloud and platforms named in Practice Numbers job postings are AWS (12), Kubernetes (9), Amazon S3 (6) (postings in brackets).

What skills do you need for a Backend job at Practice Numbers?

Backend postings at Practice Numbers most often require Django (6), Python (6), Rest API (6), Docker (5), out of 7 postings in the last 12 months.

Is the Practice Numbers tech stack changing?

Yes. GitLab CI, Jenkins, SOPS, DNS first appeared in Practice Numbers job postings in the last six months.

How modern is the Practice Numbers tech stack?

Practice Numbers scores 83 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 Practice Numbers tech stack?

Alion reads every job posting Practice Numbers publishes and tags the technologies each one names. The figures on this page count the 18 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, "Practice Numbers tech stack: 107 technologies from 18 job postings", as of Oct 14, 2026. https://alion.io/company/practicenumbers/technologies

Licence: CC BY-SA 4.0JSON