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Mastering Incident Correlation in Microsoft Defender XDR

In modern Security Operations Centers (SOCs), the sheer volume of telemetry can lead to alert fatigue, where critical security signals are lost in the noise. Microsoft Defender XDR is designed to combat this by transforming isolated alerts into cohesive, actionable incidents. It ships with advanced features that provide a full set of customizations, allowing you to control how you handle alerts…

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When Pay-Per-GB Proxy Pricing Stops Making Sense

High-volume data collection creates a simple but expensive pricing problem: when a crawler transfers more data, a pay-per-GB bill rises at exactly the same time.

  • Pay-per-GB pricing correlates with data transferred (cost = GB × price per GB)
  • Throughput-based, unmetered access offers fixed speed and duration billing
  • Break-even point calculated as fixed plan price ÷ pay-per-GB rate

VS Code remembers the commands you hid with a space

VS Code's Run Recent Command list, in a new window on my laptop. Note the space before export . The token's a fake. The top four were typed on a different machine.

  • VS Code saves hidden commands in its own list, separate from shell history
  • List stored in SQLite file in user folder, persists across sessions
  • Commands also saved in terminal scrollback history, unaffected by clear command

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