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Engineering notes

What Is Telemetry?

Telemetry provides real-time system visibility using metrics, logs, and traces—helping teams monitor performance and fix issues faster.

· · 1 min read

In a world where software powers everything from banking to healthcare, knowing what’s happening inside your systems — in real time — isn’t a luxury. It’s a necessity. That’s where telemetry comes in.

Telemetry is the automated process of collecting, transmitting, and analyzing data from remote systems. Originally coined in the context of space exploration (think NASA tracking rocket fuel levels from thousands of miles away), the term has found a natural home in modern software engineering.

Today, telemetry refers to the continuous stream of metrics, logs, and traces that flow from applications, servers, and devices to central monitoring platforms — giving engineering teams a live window into system health.

Why It Matters

Without telemetry, debugging a production issue is like flying blind. With it, teams can:

  • Detect anomalies before they become outages
  • Trace requests across microservices to pinpoint bottlenecks
  • Monitor resource usage like CPU, memory, and network in real time
  • Set alerts that trigger when key thresholds are crossed

The Three Pillars

Modern observability — powered by telemetry — rests on three foundations: metrics (numerical data over time), logs (detailed event records), and traces (end-to-end request journeys). Together, they give a complete picture of system behavior.

Looking Ahead

As systems grow more complex and distributed, telemetry is only becoming more critical. Tools like Open Telemetry are standardizing how data is collected across different platforms, making observability more accessible than ever.

In short, telemetry turns the invisible visible — and in tech, visibility is everything.

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Case studies

Application Software Development in practice

Client names are withheld. We are happy to share details on a call.

All case studies
  • Internal project

    4 roles, 1 app

    Computer repair

    Application Software Development

    Operations platform for our repair division

    A web application that runs the repair business end to end: a customer portal for booking and tracking repairs, and separate workspaces for technicians, accountants and administrators. Phase one went live in June 2026; phase two is in progress.

    • Four role-based workspaces in one app
    • Phase one live in June 2026
  • Product

    Card → follow-up

    Sales & events

    Application Software Development

    Business Card Intelligence: event leads to follow-ups

    Scan cards, PDFs or QR codes at an event and get deduplicated leads with AI-drafted follow-ups that send from your own Outlook. A web application on Azure with a mobile companion app in beta.

    • Leads deduplicated automatically
    • Follow-ups drafted in your own mailbox
  • Delivered

    Every change, flagged

    Food manufacturing

    AI Consulting

    Label comparison agent for a national food cooperative

    Compares two versions of a product label, highlights every change, annotates the PDF and returns an audit-ready list of differences. We moved it from Copilot Studio to Azure Functions when the document processing outgrew the low-code platform.

    • Audit-ready differences in one chat turn
    • Rebuilt from low-code to cloud functions

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