How to measure and optimize signed exchanges to get the most improvement out of them
Signed exchanges (SXGs) are a means to improve your page speed—mainly Largest Contentful Paint (LCP). When referring sites (currently Google Search) link to a page, they can prefetch it into the browser cache before the user clicks on the link.
It's possible to make web pages that, when prefetched, require no network on the critical path to rendering the page! On a 4G connection, this page load goes from 2.8s to 0.9s (the remaining 0.9s being mostly by CPU usage):
Most people publishing SXGs today are using Cloudflare's easy-to-use Automatic Signed Exchanges (ASX) feature (though open source options exist too):
![Cloudflare settings panel with checkbox to enable Automatic Signed Exchanges](/https/developer.chrome.com/static/blog/optimizing-lcp-using-signed-exchanges/image/cloudflare-settings-panel-5a154cefaeee.png)
In many cases, checking the box to enable this feature is enough to get the kind of substantial improvement shown above. Sometimes, there are a few more steps to ensure these SXGs are working as intended at each stage of the pipeline, and to optimize pages to take full advantage of prefetch.
In the past couple of months since Cloudflare's launch, I've been reading and responding to questions on various forums and learning how to advise sites on how to make sure they're getting the most out of their SXG deployments. This post is a collection of my advice. I'll walk through the steps to:
- Analyze SXG performance using WebPageTest.
- Debug the SXG pipeline if the Analyze step shows that it's not working.
- Optimize pages for SXG prefetch including setting an optimal
max-age
and preloading render-blocking subresources. - Measure SXG improvement using Google Analytics by selecting appropriate experiment and control groups.
Introduction
An SXG is a file containing a URL, a set of HTTP response headers, and a response body—all cryptographically signed by a Web PKI certificate. When the browser loads an SXG, it verifies all of these:
- The SXG hasn't expired.
- The signature matches the URL, headers, body, and certificate.
- The certificate is valid and matches the URL.
If verification fails, the browser abandons the SXG and instead fetches the signed URL. If verification succeeds, the browser loads the signed response, treating it as if it came directly from the signed URL. This allows SXGs to be rehosted on any server as long as it isn't expired or modified since being signed.
In the case of Google Search, SXG enables prefetching of pages in its search results. For pages supporting SXGs, Google Search can prefetch its cached copy of the page, hosted on webpkgcache.com. These webpkgcache.com URLs don't affect the display or behavior of the page, because the browser respects the original, signed URL. Prefetching can enable your page to load much faster.
Analyze
To see the benefit of SXGs, start by using a lab tool to analyze SXG performance in repeatable conditions. You can use WebPageTest to compare waterfalls—and LCP—with and without SXG prefetch.
Generate a test without SXG as follows:
- Go to WebPageTest and sign in. Signing in saves your test history for easier comparison later.
- Enter the URL you want to test.
- Go to Advanced Configuration. (You will need Advanced Configuration for the SXG test, so using it here helps ensure the test options are the same.)
- In the Test Settings tab, it may be helpful to set Connection to 4G and increase "Number of Tests to Run" to 7.
- Click Start Test.
Generate a test with SXG by using the same steps as above, but before clicking Start Test, go to the Script tab, paste in the following WebPageTest script, and modify the two navigate
URLs as directed:
// Disable log collection for the first step. We only want the waterfall for the target navigation.
logData 0
// Visit a search result page that includes your page.
navigate https://google.com/search?q=site%3Asigned-exchange-testing.dev+image
// Wait for the prefetch to succeed.
sleep 10
// Re-enable log collection.
logData 1
// Navigate to the prefetched SXG on the Google SXG Cache.
navigate https://signed--exchange--testing-dev.webpkgcache.com/doc/-/s/signed-exchange-testing.dev/sxgs/valid-image-subresource.html
For the first navigate
URL, if your page doesn't appear in any Google Search results yet, you can use this prefetch page to generate a pretend search results page for this purpose.
To determine the second navigate
URL, visit your page using the SXG Validator Chrome extension, and click the extension icon to see the cache URL:
![SXG Validator showing cache information including URL](/https/developer.chrome.com/static/blog/optimizing-lcp-using-signed-exchanges/image/sxg-validator-showing-cac-cd00f49c76676.png)
Once these tests are complete, go to Test History, select the two tests, and click Compare:
![Test History with two tests checked and the Compare button highlighted](/https/developer.chrome.com/static/blog/optimizing-lcp-using-signed-exchanges/image/test-history-two-tests-c-c2bdb42542715.png)
Append &medianMetric=LCP
to the compare URL so WebPageTest selects the run with median LCP for each side of the comparison. (The default is median by Speed Index.)
To compare waterfalls, expand the Waterfall Opacity section and drag the slider. To view the video, click Adjust Filmstrip Settings, scroll down inside that dialog, and click View Video.
If the SXG prefetch is successful, you will see that the "with SXG" waterfall doesn't include a row for the HTML, and the fetches for subresources start sooner. For example, compare "Before" and "After" here:
Debug
If the WebPageTest is showing that the SXG is being prefetched, then it has succeeded in all the steps of the pipeline; you may skip to the Optimize section to learn how to further improve LCP. Otherwise, you'll need to find out where in the pipeline it failed and why; read on to learn how.
Publishing
Make sure your pages are being generated as SXGs. To do so, you need to pretend to be a crawler. The easiest way is to use the SXG Validator Chrome extension:
![SXG Validator showing a check mark (✅) and a Content Type of application/signed-exchange;v=b3](/https/developer.chrome.com/static/blog/optimizing-lcp-using-signed-exchanges/image/sxg-validator-showing-ch-663e5b3cc9f67.png)
The extension fetches the current URL with an Accept
request header that says it prefers the SXG version. If you see a check mark (✅) next to Origin, that means an SXG was returned; you can skip to the Indexing section.
If you see a cross mark (❌), that means an SXG wasn't returned:
![SXG Validator showing a cross mark (❌) and a Content Type of text/html](/https/developer.chrome.com/static/blog/optimizing-lcp-using-signed-exchanges/image/sxg-validator-showing-cr-555ac59fdd27f.png)
If Cloudflare ASX is enabled, then the most likely reason for a cross mark (❌) is because a cache control response header prevents it. ASX looks at headers with the following names:
Cache-Control
CDN-Cache-Control
Surrogate-Control
Cloudflare-CDN-Cache-Control
If any of these headers contains any of the following header values, it will prevent an SXG from being generated:
private
no-store
no-cache
max-age
less than 120, unless overridden bys-maxage
greater than or equal to 120
ASX doesn't create an SXG in these cases because SXGs may be cached and reused for multiple visits and multiple visitors.
Another possible reason for a cross mark (❌) is the presence of one of these stateful response headers, except for Set-Cookie
. ASX removes the Set-Cookie
header to comply with the SXG specification.
Another possible reason is the presence of a Vary: Cookie
response header. Googlebot fetches SXGs without user credentials and may serve them to multiple visitors. If you serve different HTML to different users based on their cookie, then they could see an incorrect experience such as a logged out view.
Alternatively to the Chrome extension, you can use a tool like curl
:
curl -siH "Accept: application/signed-exchange;v=b3" $URL | less
dump-signedexchange -verify -uri $URL
If the SXG is present and valid, you will see a human readable printout of the SXG. Otherwise, you will see an error message.
Indexing
Make sure your SXGs are successfully indexed by Google Search. Open Chrome DevTools, then perform a Google Search for your page. If it has been indexed as an SXG, Google's link to your page will include a data-sxg-url
pointing to webpkgcache.com's copy:
![Google Search results with DevTools showing an anchor tag that points to webpkgcache.com](/https/developer.chrome.com/static/blog/optimizing-lcp-using-signed-exchanges/image/google-search-results-de-57d0db7b9c20a.png)
If Google Search thinks the user is likely to click on the result, it will also prefetch it:
![Google Search results with DevTools showing a link with rel=prefetch for webpkgcache.com](/https/developer.chrome.com/static/blog/optimizing-lcp-using-signed-exchanges/image/google-search-results-de-3127d5a0a1ef9.png)
The <link>
element instructs the browser to download the SXG into its prefetch cache. When the user clicks on the <a>
element, the browser will use that cached SXG to render the page.
You can also see evidence of the prefetch by going to the Network tab in DevTools and searching for URLs containing webpkgcache
.
If the <a>
points to webpkgcache.com, this means Google Search indexing of the signed exchange is working. You can skip forward to the Ingestion section.
Otherwise, it could be that Google hasn't recrawled your page yet since you enabled SXG. Try the Google Search Console URL Inspection Tool:
![Search Console URL Inspection tool, clicking View Crawled Page and then More Info](/https/developer.chrome.com/static/blog/optimizing-lcp-using-signed-exchanges/image/search-console-url-inspec-3f054b4eeeef4.png)
The presence of a digest: mi-sha256-03=...
header indicates that Google successfully crawled the SXG version.
If a digest
header is not present, this could be an indication that an SXG was not served to Googlebot or that the index hasn't been updated since you enabled SXGs.
If an SXG is successfully crawled, but it still isn't being linked to, then it may be a failure to meet SXG cache requirements. These are covered in the next section.
Ingestion
When Google Search indexes an SXG, it sends its copy to the Google SXG Cache, which validates it against the cache requirements. The Chrome extension shows the result:
![SXG Validator showing a check mark (✅) and no warning message](/https/developer.chrome.com/static/blog/optimizing-lcp-using-signed-exchanges/image/sxg-validator-showing-ch-1282069b578ae.png)
If you see a check mark (✅), then you can skip ahead to Optimize.
If it fails to meet the requirements, you will see a cross mark (❌) and a warning message indicating why:
![SXG Validator showing a cross mark (❌) and a warning message saying](/https/developer.chrome.com/static/blog/optimizing-lcp-using-signed-exchanges/image/sxg-validator-showing-cr-69db2da79bd7b.png)
In this event, the page will work just as it did before enabling SXG. Google will link to the page on its original host without an SXG prefetch.
In the event that the cached copy has expired and is being re-fetched in the background, you will see an hourglass (⌛):
![SXG Validator showing an hourglass (⌛) and no warning message](/https/developer.chrome.com/static/blog/optimizing-lcp-using-signed-exchanges/image/sxg-validator-showing-ho-dcbdc4694a3f.png)
The Google developer document on SXG also has instructions for querying the cache manually.
Optimize
If the SXG Validator Chrome extension shows all check marks (✅), you have a SXG that can be served to users! Read on to find out how to optimize your web page so that you get the most LCP improvement from SXG.
max-age
When SXGs expire, the Google SXG Cache will fetch a new copy in the background. While waiting for that fetch, users are directed to the page on its original host, which is not prefetched. The longer you set Cache-Control: max-age
, the less often this background fetch happens, and thus the more often that LCP can be reduced by prefetch.
This is a tradeoff between performance and freshness, and the cache allows site owners to provide SXGs with a max-age anywhere between 2 minutes and 7 days, to fit each page's particular needs. Anecdotally, we find that:
max-age=86400
(1 day) or longer works well for performancemax-age=120
(2 minutes) does not
We hope to learn more about values in between those two, as we study the data more.
user-agent
One time, I saw LCP increase when using a prefetched SXG. I ran WebPageTest, comparing median results without and with SXG prefetch. Clicking on After below:
I saw that prefetch was working. The HTML is removed from the critical path and, thus, all of the subresources are able to load earlier. But LCP—that green dashed line—increased from 2s to 2.1s.
To diagnose this, I looked at the film strips. I found that the page rendered differently in SXG. In plain HTML, Chrome determined that the "largest element" for LCP was the headline. However, in the SXG version, the page added a lazy-loaded banner, which pushed the headline below the fold and caused the new largest element to be the lazy-loaded cookie consent dialog. Everything rendered faster than before, but a change in layout caused the metric to report it as slower.
I dug deeper and discovered the reason for the difference in layout is that the page varies by User-Agent
, and there was an error in the logic. It was serving a desktop page even though the SXG crawl header indicated mobile. After this was fixed, the browser correctly identified the page's headline as its largest element again.
Now, clicking on "After", I saw that the prefetched LCP drops to 1.3s:
SXGs are enabled for all form factors. To prepare for that, ensure that one of these is true:
- Your page doesn't
Vary
byUser-Agent
(e.g. it uses responsive design or separate mobile/desktop URLs). - If your page uses dynamic serving, it annotates itself as mobile- or desktop-only using
<meta name=supported-media content=...>
.
Subresources
SXGs can be used to prefetch subresources (including images) along with the HTML. Cloudflare ASX will scan the HTML for same-origin (first-party) <link rel=preload>
elements and convert them into SXG-compatible Link headers. Details in the source code here and here.
If it's working, you'll see additional prefetches from Google Search:
![Google Search results with DevTools Network tab, showing a prefetch of /sub/…/image.jpg](/https/developer.chrome.com/static/blog/optimizing-lcp-using-signed-exchanges/image/google-search-results-de-50436b3876448.png)
To optimize for LCP, look closely at your waterfall, and figure out which resources are on the critical path to rendering the largest element. If they can't be prefetched, consider if they can be taken off the critical path. Be on the lookout for scripts that hide the page until they are done loading.
The Google SXG Cache allows up to 20 subresource preloads and ASX ensures that this limit isn't exceeded. However, there is a risk in adding too many subresource preloads. The browser will only use preloaded subresources if all of them have finished fetching, in order to prevent cross-site tracking. The more subresources there are, the less likely all of them will have finished prefetching before the user clicks through to your page.
SXG Validator does not currently check subresources; to debug, use curl
or dump-signedexchange
in the meantime.
Measure
After optimizing the LCP improvement under WebPageTest, it's useful to measure the impact of SXG prefetching on the overall performance of your site.
Server-side metrics
When measuring server-side metrics such as Time to First Byte (TTFB), it's important to note that your site only serves SXGs to crawlers that accept the format. Limit your measurement of TTFB to requests coming from real users, and not bots. You may find that generating SXGs increases the TTFB for crawler requests, but this has no impact on your visitors' experience.
Client-side metrics
SXGs produce the most speed benefit for client-side metrics, especially LCP. When measuring their impact, you could simply enable Cloudflare ASX, wait for it to be re-crawled by Googlebot, wait an additional 28 days for Core Web Vitals (CWV) aggregation, and then look at your new CWV numbers. However, the change might be hard to spot when mixed in among all the other changes during this time frame.
Instead, I find it helpful to "zoom in" on the potentially affected page loads, and frame it as, "SXGs affect X% of page views, improving their LCP by Y milliseconds at the 75th percentile."
Currently, SXG prefetch only happens under certain conditions:
- Chromium browser (e.g. Chrome or Edge except on iOS), version M98 or higher
Referer: google.com
or other Google search domains. (Note that in Google Analytics, a referral tag applies to all page views in the session, whereas SXG prefetch only applies to the first page view, directly linked from Google Search.)
Read the Contemporary study section for how to measure "X% of page views" and "improving their LCP by Y milliseconds".
Contemporary study
When looking at real user monitoring (RUM) data, you should split page loads into SXG and non-SXG. When doing so, it is essential to limit the set of page loads you look at, so the non-SXG side matches the eligibility conditions for SXG, in order to avoid selection bias. Otherwise, all of the following would exist only in the set of non-SXG page loads, which may have innately different LCP:
- iOS devices: due to differences in hardware or network speed among the users who have these devices.
- Older Chromium browsers: for the same reasons.
- Desktop devices: for the same reasons or because the page layout causes a different "largest element" to be chosen.
- Same-site navigations (visitors following links within the site): because they can reuse cached subresources from the previous page load.
In Google Analytics (UA), create two custom dimensions with scope "Hit", one named "isSXG" and one named "referrer". (The built-in "Source" dimension has session scope, so it doesn't exclude same-site navigations.)
![Google Analytics dimension editor with recommended settings](/https/developer.chrome.com/static/blog/optimizing-lcp-using-signed-exchanges/image/google-analytics-dimensio-f031123b0438f.png)
Create a custom segment named "SXG counterfactual" with the following filters ANDed together:
referrer
starts withhttps://www.google.
Browser
exactly matchesChrome
Browser
Version matches regex^(9[8-9]|[0-9]{3})
isSXG
exactly matchesfalse
![Google Analytics segment editor with recommended filters](/https/developer.chrome.com/static/blog/optimizing-lcp-using-signed-exchanges/image/google-analytics-segment-14980677de979.png)
Create a copy of this segment, named "SXG", except with isSXG
exactly matches true
.
In your site template, add the following snippet above the Google Analytics snippet. This is a special syntax that ASX will change false
to true
when generating a SXG:
<script data-issxg-var>window.isSXG=false</script>
Customize your Google Analytics reporting script as recommended to record LCP. If you're using gtag.js, modify the 'config'
command to set the custom dimension (replacing 'dimension1'
and 'dimension2'
with the names that Google Analytics says to use):
gtag('config', 'YOUR_TRACKING_ID', {
'dimension1': String(isSXG),
'dimension2': document.referrer,
});
If you're using analytics.js, modify the 'create'
command as documented here.
After waiting a few days to collect some data, go to the Google Analytics Events report and add a drilldown for the SXG segment. This should fill in the X for "SXGs affect X% of page views":
![Google Analytics Events report with SXG segment, showing 12.5% Unique Events](/https/developer.chrome.com/static/blog/optimizing-lcp-using-signed-exchanges/image/google-analytics-events-r-cbf7d46bbd64e.png)
Finally, go to the Web Vitals Report, select "Choose segments", and select "SXG counterfactual" and "SXG".
![Web Vitals Report with selections for SXG counterfactual and SXG](/https/developer.chrome.com/static/blog/optimizing-lcp-using-signed-exchanges/image/web-vitals-report-select-d978e48f3498e.png)
Click "Submit", and you should see LCP distributions for the two segments. This should fill in the Y for "improving their LCP by Y milliseconds at the 75th percentile":
![Web Vitals Report showing LCP distributions for SXG counterfactual and SXG](/https/developer.chrome.com/static/blog/optimizing-lcp-using-signed-exchanges/image/web-vitals-report-showing-07708e1eca8c5.png)
Caveats
Once you've applied all of the above filters, SXG counterfactual page loads should consist of things like these:
- Cache misses: If the Google SXG Cache doesn't have a fresh copy of the SXG for a given URL, it will redirect to the original URL at your site.
- Other result types: Currently, Google Search only supports SXG for standard web results and a few other types. Others, like Featured Snippets and Top Stories Carousel, will link to the original URL at your site.
- Ineligible URLs: If some pages on your site are not eligible for SXG (e.g. because they are not cacheable), they could appear in this set.
There may be remaining bias between the SXG page loads and the above set of non-SXG page loads, but it should be smaller in magnitude than the biases mentioned at the top of the Contemporary study section. For example, perhaps your non-cacheable pages are slower or faster than your cacheable pages. If you suspect this could be an issue, consider looking at the data limited to a specific SXG-eligible URL to see if its results match the overall study.
If your site has some AMP pages, they probably won't see performance improvements from enabling SXG, as they can already be prefetched from Google Search. Consider adding a filter to exclude such pages, to further "zoom in" on the relevant changes.
Lastly, even addressing all selection biases, there is risk that survivorship bias makes LCP improvements look like degradations in RUM statistics. This article does a great job of explaining that risk, and suggests looking at some form of abandonment metric to detect whether this is happening.
Before/after study
To corroborate results from the contemporary study, it may be useful to do a comparison of LCP before and after enabling SXG. Don't limit to SXG page views, to eliminate the potential biases noted above. Instead, look at SXG-eligible results—the above segment definitions but without the isSXG
constraint.
Note that Google Search may take up to several weeks to recrawl all pages on your site, in order to identify that SXG has been enabled for them. In those several weeks, there are other potential biases that may occur:
- New browser releases or improvements in users' hardware may speed up page loads.
- A significant event like a holiday may skew traffic from normal.
It also is helpful to look at overall 75th percentile LCP before and after, to confirm the above studies. Learning about a subset of the population doesn't necessarily tell us about the overall population. For instance, let's say SXG improves 10% of page loads by 800ms.
- If these were already the 10% fastest page loads, then it won't affect the 75th percentile at all.
- If they were the 10% slowest page loads, but they were more than 800ms slower than the 75th percentile LCP to begin with, then it won't affect the 75th percentile at all.
These are extreme examples, likely not reflective of reality, but hopefully illustrate the issue. In practice, it's likely that SXG will affect the 75th percentile for most sites. Cross-site navigations tend to be some of the slowest, and improvements from prefetching tend to be significant.
Opt-out some URLs
Lastly, one way to compare SXG performance could be to disable SXG for some subset of URLs on your site. For instance, you could set a CDN-Cache-Control: no-store
header to prevent Cloudflare ASX from generating an SXG. I recommend against this.
It likely has a bigger risk of selection bias than the other study methods. For instance, it may make a big difference whether your site's home page or a similarly popular URL is selected into the control group or the experiment group.
Holdback study
The ideal way to measure impact would be to conduct a holdback study. Unfortunately, you can't do this kind of test currently. We're planning to add support for such a test in the future.
A holdback study has the following properties:
- In the experiment group, some random fraction of page views that would be SXG are "held back", and served as non-SXG instead. This allows for an "apples-to-apples" comparison between equivalent users, devices, scenarios, and pages.
- Those held-back (aka counterfactual) page views are labeled as such in the analytics. This allows for a "zoomed-in" view of the data, where we can compare SXG page loads in the control to SXG counterfactuals in the experiment. This, in turn, reduces noise from the other page loads that would be unaffected by SXG prefetch.
This would eliminate the aforementioned possible sources of selection bias, although it wouldn't eliminate the risk of LCP survivorship bias. Both of these properties require either the browser or the referrer to enable.
Conclusion
Phew! That was a lot. Hopefully it paints a more complete picture of how to test SXG performance in a lab test, how to optimize its performance in a tight feedback loop with the lab test, and finally how to measure its performance in the real world. Putting all of this together should help you make the most out of SXGs, and ensure that they are benefiting your site and your users.
If you have additional advice on how to capture SXG performance, please let us know! File a bug against developer.chrome.com with your suggested improvements.
For more information on signed exchanges, take a look at the web.dev documentation and the Google Search documentation.