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We can pretty much reject the option of returning to monolithic, static infrastructure where identifying application performance cause-and-effect relationships is more straightforward.

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Rummage for the needle manually. We could sift through the pile of hay, strand by strand, until we find the needle.

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They throw a massive collection of data at us albeit usually in nicely formatted charts and graphs and require us to comb through it all to figure what went wrong.

Actually Looking for that needle the needle remains a laborious manual process. Somebody somewhere has to pore over the charts and graphs, make sense of the data, and connect the dots to discover the root cause.

Of course, things would go faster if we assigned Looking for that needle staff to tackle the problem: But convening a war-room assembly to interpret the data is still a labor-intensive, time-consuming effort. Already most CIOs are frustrated that so many man-hours are spent on troubleshooting instead of innovating and optimizing.

Locate neelde general area of the needle. Using a metal detector or an X-ray would narrow down the approximate location of the needle within a haystack.

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Similarly, a handful of modern APM solutions get us a step closer. Discovery agents collect and correlate myriad metrics and performance data points from various distributed elements across the application environment.

The hard work is still left to us. Modern APM displays the data within a more meaningful framework that helps us narrow down our focus. Now, imagine the difficulty when the needle is constantly on the move.

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Servers are perpetually coming and going, auto-scaling up and down as needs dictate. With our applications now having so many Loiking parts, trying to keep up with them and their topology by dissecting a plethora of charts and Looking for that needle is literally beyond human capabilities. Present-day application environments change too fast and too often for even the most talented troubleshooters. Extract the needle automatically.

Artificial intelligence AI enables computers Looking for that needle do what they do best: It applies sophisticated algorithms and context-rich diagnostics to detect and correlate causal relationships among data with millions of dependencies in microseconds.

In essence, AI-enhanced monitoring analyzes the problem the same way we humans would, only faster.

SOMETHING IS LIKE LOOKING FOR A NEEDLE IN A HAYSTACK | meaning in the Cambridge English Dictionary

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