Which latency claim makes sense for an online ad server?

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Multiple Choice

Which latency claim makes sense for an online ad server?

Explanation:
Latency is the time it takes for the ad server to process a request and return an ad, and it’s measured in milliseconds. In online advertising, keeping this delay very small is crucial because users expect pages to load quickly and ads to appear without lag. A value around 40 milliseconds shows a highly responsive system—fast enough that the user rarely notices any delay between clicking, loading, or seeing an ad. That aligns with real-world goals for ad serving, where sub-second responses help maintain smooth user experience and high fill rates. A latency of 400 milliseconds is still under a second and could be acceptable in some cases, but it’s noticeably slower and can be problematic for tight real-time bidding or when multiple requests occur quickly. A latency of 4000 milliseconds would be a noticeable delay, likely harming user experience and engagement. Negative latency isn’t possible, since you can’t respond before a request is received. So the 40 ms claim best fits the expectation for a fast, efficient online ad server.

Latency is the time it takes for the ad server to process a request and return an ad, and it’s measured in milliseconds. In online advertising, keeping this delay very small is crucial because users expect pages to load quickly and ads to appear without lag.

A value around 40 milliseconds shows a highly responsive system—fast enough that the user rarely notices any delay between clicking, loading, or seeing an ad. That aligns with real-world goals for ad serving, where sub-second responses help maintain smooth user experience and high fill rates.

A latency of 400 milliseconds is still under a second and could be acceptable in some cases, but it’s noticeably slower and can be problematic for tight real-time bidding or when multiple requests occur quickly. A latency of 4000 milliseconds would be a noticeable delay, likely harming user experience and engagement. Negative latency isn’t possible, since you can’t respond before a request is received.

So the 40 ms claim best fits the expectation for a fast, efficient online ad server.

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