Practice by Numbers Tech Stack

All-in-one practice management platform for dental offices

Software Development Redmond, WA 51–200 employees Founded 2015 Privately Held

Practice by Numbers operates a full-stack dental practice management platform built on Python, Django, PostgreSQL, and Kubernetes—with a heavy lift underway in VoIP infrastructure (Kamailio, OpenSIPS, FreeSWITCH, Asterisk). The engineering-heavy hiring mix (6 of 14 roles) paired with active projects in carrier-grade SIP, telephony scaling, and AI-powered automation suggests the company is moving beyond scheduling and billing into integrated patient communication and clinical workflow. Pain points around VoIP reliability, alert fatigue, and reducing agency dependency point to internal infrastructure maturity gaps—typical of a growing platform transitioning from single-cloud to multi-cloud (AWS, GCP, Azure) operations.

Tech Stack 39 technologies

Core StackPython Django PostgreSQL Redis Nginx Docker Kubernetes Go MariaDB MySQL AWS Terraform Prometheus Grafana OpenTelemetry TypeScript Java React Cursor Next.js Node.js SQLAlchemy Alembic Kamailio OpenSIPS FreeSWITCH Asterisk GCP Azure Windsurf+7 more

What Practice by Numbers Is Building

◆Challenges

Reducing agency dependency
Scaling telephony infrastructure
High availability of voip services
Integrating telephony with saas platform
Reducing busywork
Improving reliability of critical services
Reducing alert fatigue
Enhancing system resilience
Expanding ai-powered automation
Scalable backend services

▲Active Projects

Scalable backend services for dental practice platform
Integration with saas platform
Improve employer branding
Improve interview process
Ai-powered conversational platform
Carrier-grade sip/voip core
Monitoring and alerting for voip quality
Cloud-first dental platform
Ai-enabled dental workflow features
Conversational ai solutions

Hiring Activity

Accelerating15 roles · 15 in 30d

Department

Engineering

Sales

Marketing

Product

Support

Seniority

Senior

Mid

Junior

Company intelligence

Find more companies like Practice by Numbers by tech stack, pain points and active projects

Get started free

About Practice by Numbers

Practice by Numbers is a dental practice management platform founded by dentists and headquartered in Redmond, WA. The product consolidates operations across analytics, patient communication, reputation management, online scheduling, payments, insurance verification, and patient forms into a single interface for solo practices, group practices, and dental organizations. The company operates a polyglot backend (Python, Go, Java) on Kubernetes across multiple cloud providers, and has invested significantly in telephony infrastructure to support integrated patient engagement. With 51–200 employees and 14 active engineering, sales, and product roles, the company is in a hiring acceleration phase.

HeadquartersRedmond, WA

Company Size51–200 employees

Founded2015

Hiring MarketsIndia, United States

Frequently Asked Questions

What tech stack does Practice by Numbers use?

Backend: Python, Django, PostgreSQL, Go, Java. Infrastructure: Kubernetes, Docker, Terraform on AWS, GCP, Azure. Telephony: Kamailio, OpenSIPS, FreeSWITCH, Asterisk. Monitoring: Prometheus, Grafana, OpenTelemetry. Frontend: React, Next.js, TypeScript.

Where is Practice by Numbers headquartered?

Redmond, WA. The company was founded in 2015 and is privately held with 51–200 employees. Currently hiring in the United States and India.

How this profile is built

Practice by Numbers's technology stack, projects, and hiring signals are inferred from public hiring and company data — career pages, public listings, and company web presence — then clustered and de-duplicated. Figures are estimates that refresh over time. Read our full methodology →

This is not an official vendor or customer list. It is a technology-adoption signal inferred from public data, intended for B2B research.