65%
Odsetek ankietowanych Polaków deklarujących korzystanie z narzędzi AI według raportu „E-commerce w Polsce 2026”
IAB Polska2026Poland
Chronological records of events generated by systems, applications, and services. They facilitate debugging, auditing, security analysis, and error diagnosis, provided they contain sufficient context.
Why it matters
They are the system's memory: who, what, and when something happened, and exactly what went wrong. A good log with context can reduce diagnosis time from hours to minutes.
What's missing without it
Without logs, a failure is silent — you know something is broken, but you don’t know why, when, or which change caused it.
When it is used
Continuously and automatically; they are reviewed during every error diagnosis, audit, and incident analysis.
How we use it
Logs show API errors, AI task IDs, execution time, and the cause of failure.
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.