65%
Odsetek ankietowanych Polaków deklarujących korzystanie z narzędzi AI według raportu „E-commerce w Polsce 2026”
IAB Polska2026Poland
The ability to understand a system's state based on telemetry, especially logs, metrics, and traces. Facilitates diagnosing unknown issues in complex distributed applications.
Why it matters
Enables understanding of what’s happening inside a system that can’t be seen directly: logs, metrics, and request traces combine to answer the question 'why isn’t this working?'.
What's missing without it
Without observability, a complex failure becomes archaeology — symptoms are visible, but the root cause blurs across services, and diagnosis takes hours.
When it is used
In systems with multiple services and integrations; it should be built proactively, not during outages.
How we use it
Dashboard combines CPU metrics, API errors, worker logs, and request traces for audio generation.
Numbers worth knowing
Acronyms in data
470 000 000 000
IDC Worldwide AI and Generative AI Spending Guide 2026 V2 prognozuje, że europejskie wydatki na AI osiągną blisko 470 mld dolarów do 2030 roku
IDC09/2026Europe
470 000 000 000
Prognozowane całkowite wydatki na AI w Europie w 2030 roku według IDC Worldwide AI and Generative AI Spending Guide 2026 V2
IDC09/2026Europe
Figures from the same field — collected in our market data base.