Overview
Technologies
Salaries
Products
People
Growth
Offices
Jobs
Financials

Tech stack

Technologies named in job postings at Practice Numbers over the last 12 months, by layer, with the share of postings for each.
Technologies in use
107
Postings analysed
18
Stack modernity
83/100AI adopter
Languages
Python72%
TypeScript44%
JavaScript39%
Node JS33%
Frameworks & libraries
Django61%
React.js33%
FastAPI28%
Django REST Framework22%
Databases
PostgreSQL61%
Redis56%
ElasticSearch17%
OpenSearch17%
Cloud & platforms
AWS67%
Kubernetes50%
Amazon S333%
GCP33%
AI & ML
LLM28%
Claude11%
GPT-411%
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Full Practice Numbers tech stack 107 technologies · by team · pay by technology · changes · similar stacks

Salary insights

Compensation ranges based on this company's open jobs
Median
$180k
Typical range
$16k – $200k
Open positions
3
3 Jobs
Junior 33.3%
Senior 33.3%
Architect 33.3%
Level Jobs Median Typical range
Junior 1 $16k $16k
Senior 1 $200k $200k
Architect 1 $180k $180k
Highest paying role Channel Account Manager $200k
Normalized to USD per year

Growth

Hiring Momentum
22/100
Hiring freeze
Open positions
19
0 opened / 0 closed in 30 days
Median time-to-fill
104 days
faster than 13% of the market
ATS activity
Every ~4 hours
Today
Hiring Focus
The percentage next to each role is its share of the company's job openings over the last 90 days; the arrow shows the shift versus the previous period.
Marketing
27% ▲
Backend
20% ▼
AI/ML
13% ▼
DevOps
7% ▲
Security
7% ▲
Networking
7% ▲

Offices

Where the company hires and what each office is for
Cities
2
Hiring now
2
Countries
1
Busiest office
Gurgaon
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Headquarters Builds here Office with open vacancies Tap a pin for the office
Gurgaon India
HQ
12 open roles 8 posted in 90 days 58% engineering $16k Avg Salary
hires for Backend, AI/ML, Marketing
seen since Mar 2026 job postings
Kolkata India
Engineering / R&D
4 open roles 4 posted in 90 days 100% engineering
hires for Backend, DevOps
seen since Jul 2026 job postings
Earlier presence
Bellevue, United States 3 open roles · last posting Jul 2026

Jobs

≈ $20k – $42k per year (Estimated) • In office • Full-Time • 6+ years exp • Kolkata
Python
JavaScript
Node JS
Bash
Django
Celery
Databases
PostgreSQL
Redis
NATS
RabbitMQ
Apache Kafka
Redpanda
Frontend
React.js
DevOps
Terraform
GitHub Actions
New Relic
OpenTelemetry
CircleCI
Datadog
Prometheus
GitLab CI
CI/CD
Jenkins
Git
AWS
Docker
Kubernetes
Grafana
Blue-Green Deployment
Trunk-Based Development
SOPS
Amazon EKS
AWS Fargate
AWS Lambda
Amazon EC2
Incident Management
Amazon S3
IAM
Amazon ECS
Amazon CloudWatch
Linux
DNS
Cybersecurity
SOC 2
HIPAA
Least Privilege
Apply
≈ $17k – $41k per year (Estimated) • In office • Full-Time • 7+ years exp • Gurgaon
WebRTC
Datadog
Prometheus
WebSockets
Grafana
Linux
TCP/IP
DNS
DHCP
Wi-Fi
BGP
OSPF
Cybersecurity
Wireshark
Tcpdump
Apply
In office • Full-Time • 3+ years exp • Gurgaon
Python
SQL
Django
Celery
Databases
PostgreSQL
Redis
DevOps
Rest API
Git
Docker
Apply
≈ $17k – $40k per year (Estimated) • In office • Full-Time • 7+ years exp • Gurgaon
Python
Django
Databases
PostgreSQL
Redis
DevOps
Rest API
CI/CD
Git
Docker
Kubernetes
Cybersecurity
PCI DSS
Management
Stripe
Apply
≈ $8.5k – $23k per year (Estimated) • In office • Full-Time • 2+ years exp • Gurgaon
Figma
Apply
≈ $19k – $41k per year (Estimated) • In office • Full-Time • 6+ years exp • Bachelor's Degree • Gurgaon
Python
JavaScript
TypeScript
Node JS
FastAPI
Django
Databases
PostgreSQL
Redis
Apache Kafka
Redpanda
AI/ML
LLM
Red Teaming
LLM Guardrails
Frontend
React.js
DevOps
Rest API
Terraform
GitHub Actions
CI/CD
AWS
Docker
Kubernetes
SOPS
Amazon EKS
AWS Fargate
SLI/SLO/SLA
Amazon S3
IAM
Amazon ECS
Linux
Cybersecurity
Burp Suite
OWASP ZAP
Trivy
Semgrep
ISO 27001
Checkov
NIST CSF
OWASP Top 10
SOC 2
HIPAA
STRIDE
Least Privilege
Threat Modeling
tfsec
SIEM
OWASP
Cryptography
Vault
Apply
≈ $23k – $50k per year (Estimated) • In office • Full-Time • 4+ years exp • Gurgaon
Python
FastAPI
Django
Asyncio
Databases
PostgreSQL
Redis
AI/ML
LangChain
Claude
LlamaIndex
ElevenLabs
Function Calling
LLM
Text-to-Speech
GPT-4
Deepgram
LLM Guardrails
Tool Use
Mobile
Twilio
DevOps
GCP
WebSockets
Azure
CI/CD
AWS
Cybersecurity
HIPAA
Apply
≈ $13k – $31k per year (Estimated) • In office • Full-Time • 2+ years exp • Gurgaon
Python
FastAPI
Django
Asyncio
Celery
Databases
PostgreSQL
Redis
AI/ML
LangChain
Claude
LlamaIndex
ElevenLabs
Prompt Engineering
Function Calling
AI Agents
LLM
RAG
Text-to-Speech
GPT-4
Deepgram
LLM Guardrails
Tool Use
Mobile
Twilio
DevOps
GCP
New Relic
Datadog
WebSockets
Azure
CI/CD
AWS
Cybersecurity
HIPAA
QA
Sentry
Apply
≈ $24k – $55k per year (Estimated) • In office • Full-Time • 10+ years exp • Bachelor's Degree • Gurgaon
Python
JavaScript
TypeScript
Node JS
Django
Django REST Framework
Databases
PostgreSQL
Redis
ElasticSearch
OpenSearch
Frontend
React.js
DevOps
Rest API
CI/CD
AWS
Docker
Kubernetes
Platform Engineering
Amazon EKS
AWS Lambda
Incident Management
Amazon S3
IAM
Amazon ECS
Amazon CloudWatch
API Gateway
Apply
≈ $25k – $58k per year (Estimated) • In office • Full-Time • 10+ years exp • Bachelor's Degree • Kolkata
Python
JavaScript
TypeScript
Node JS
Django
Django REST Framework
Databases
PostgreSQL
Redis
ElasticSearch
OpenSearch
Frontend
React.js
DevOps
Rest API
CI/CD
AWS
Docker
Kubernetes
Platform Engineering
Amazon EKS
AWS Lambda
Incident Management
Amazon S3
IAM
Amazon ECS
Amazon CloudWatch
API Gateway
Apply
≈ $18k – $42k per year (Estimated) • In office • Full-Time • 5+ years exp • Bachelor's Degree • Kolkata
Python
JavaScript
TypeScript
Node JS
SQLAlchemy
FastAPI
Django
Django REST Framework
Alembic
Databases
PostgreSQL
Redis
Databricks
ElasticSearch
Apache Kafka
OpenSearch
Redpanda
Frontend
Next.js
React.js
DevOps
Rest API
Terraform
New Relic
OpenTelemetry
CI/CD
AWS
Docker
Kubernetes
Amazon EKS
AWS Fargate
AWS Lambda
Incident Management
Amazon S3
Amazon ECS
Amazon CloudWatch
API Gateway
Analytics
ETL/ELT
Apply
≈ $9k – $24k per year (Estimated) • In office • Full-Time • 2+ years exp • Bachelor's Degree • Kolkata
Python
JavaScript
TypeScript
Node JS
FastAPI
Django
Django REST Framework
Databases
PostgreSQL
Redis
Databricks
Frontend
Next.js
React.js
DevOps
Rest API
CI/CD
Git
AWS
Docker
Amazon S3
Analytics
ETL/ELT
Apply