Real User Performance Metrics at Stitch Fix
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Real User Metrics (RUM)🍹

Real User Metrics (RUM)🍹

 

Metrics read from a client's machine.

Not inferred; measurements of the

actual client experience.

Lab Metrics 👩🏻‍🔬

 

Lab Metrics👩🏻‍🔬

 

Metrics recorded in a controlled system (the "lab").
Estimated but repeatable results.

Why are performance metrics important?

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Our Tools: the Reporter and the Service

The Reporter 📰

 

A client side tool that that reads and posts

browser-provided performance data.

Platform metrics

 

Metrics that matter to all client facing apps.

Platform metrics

 

Metrics that matter to all client facing apps.

Navigation timings
Time to first byte
Time to interactive
Time to first paint

Application metrics

 

Metrics specific to a particular app's code and goals.

Application metrics

 

Metrics specific to a particular app's code and goals.


Application execution time
Function execution time
Resources and aggregate resource timings

Perceived Perf RUM

 

Hero fonts loaded
Hero images loaded
React app hydration

Perceived Perf RUM

 

Hero fonts loaded
Hero images loaded
React app hydration

Async data fetching
Time from user interaction to update

Perceived Perf RUM

 

Measurements of real user experience.

The Service 🔧

 

A standalone back-end service that filters, tags,

and publishes performance data.

Filter

 

Browsers are weird!
Remove invalid and outlier data.

Filter

Filter

 

Data must be actionable.

Tag

 

What metadata do we have?

Tag

 

What metadata do we have?

Effective network type

Tag

 

What metadata do we have?

Effective network type

Route

Region

Browser and Device groupings

So what do we get?

Title Text

How has this data affected our work?

Validating investments

 

 

Validating investments


Identifying Regressions

 

 

Validating investments


Identifying Regressions

 

Setting baselines and exposing
 areas for improvement

Validating investments


Identifying Regressions

 

Setting baselines and exposing
 areas for improvement


Putting performance investment on the product roadmap

Stitch Fix is a data driven company.
 

Stitch Fix is a data driven company.
All decisions must contain at least one component of cold hard data.

 

Stitch Fix is a data driven company.
All decisions must contain at least one component of cold hard data.
Our team knew that improved performance would be a key driver towards our KPI goal.

Stitch Fix is a data driven company.
All decisions must contain at least one component of cold hard data.
Our team knew that improved performance would be a key driver towards our KPI goal.
By recording a baseline we were able to get the first "Performance Investment Sprints" on our roadmap

 

Stitch Fix is a data driven company.
All decisions must contain at least one component of cold hard data.
Our team knew that improved performance would be a key driver towards our KPI goal.
By recording a baseline we were able to get the first "Performance Investment Sprints" on our roadmap, and ensure we'll have more in the future.

 

This the reporter is already part of many client facing apps in our org, but this quarter leadership set a goal of universal adoption.

THANKS! 

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