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Data Mining Problems in Retail

Highly Scalable

Retail is one of the most important business domains for data science and data mining applications because of its prolific data and numerous optimization problems such as optimal prices, discounts, recommendations, and stock levels that can be solved using data analysis methods. However, many of these models are highly parametric (i.e.

Retail 152
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Five-nines availability: Always-on infrastructure delivers system availability during the holidays’ peak loads

Dynatrace

For retail organizations, peak traffic can be a mixed blessing. Five-nines availability: The ultimate benchmark of system availability. The nightmare scenario for online retailers during peak periods, such as Black Friday and Cyber Monday, is a system crash. Apply AI for real-time root-cause analysis.

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Performance audit: Lego.com

Speed Curve

We track LEGO.com, along with a handful of other leading ecommerce sites, in our public-facing Retail Benchmarks dashboard , which I encourage you to check out. It shows how key metrics align with the rendering timeline (the filmstrip view at the top of the chart). This is a high-level waterfall for the LEGO.com home page.

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An Opinionated Guide to Performance Budgets

Speed Curve

Web pages are unbelievably complex, and there are hundreds of different metrics available to track. A performance budget is a threshold that you apply to the metrics you care about the most. This is when you run into three important questions: Which metrics should you focus on? Which metrics should you focus on?

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What is page bloat? And how is it hurting your business, your search rank, and your users?

Speed Curve

And if that already wasn’t enough, the number of images on a page has been linked to lower conversion rates on retail sites. Given that Google continues to dominate search usage, you should care about Vitals alongside the other metrics you should be tracking. These numbers should not be taken as a benchmark for your own site.

Mobile 52
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NEW: Compare ALL the things!

Speed Curve

One of the huge benefits of tracking web performance over time is the ability to see trends and compare metrics. Understand which metrics got better or worse. Now let's walk through how to run a comparison and analysis using a real-world example from our "Top Sites" demo account. Test case: CNN. Time to dig deeper.

Metrics 62
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World’s Top Web Performance Leaders To Watch

Rigor

Find his research and analysis on the HTTP Archive Discussion forums. Developers representing hundreds of companies work together at these meetups to become masters in performance metrics and the latest trends in measuring site speed.) He has also hosted the NY Web Performance Meetup, which boasts over 5,000 members, since 2009.