universo-virtual.com

buytrendz.net

thisforall.net

benchpressgains.com

qthzb.com

mindhunter9.com

dwjqp1.com

secure-signup.net

ahaayy.com

soxtry.com

tressesindia.com

puresybian.com

krpano-chs.com

cre8workshop.com

hdkino.org

peixun021.com

qz786.com

utahperformingartscenter.org

maw-pr.com

zaaksen.com

ypxsptbfd7.com

worldqrmconference.com

shangyuwh.com

eejssdfsdfdfjsd.com

playminecraftfreeonline.com

trekvietnamtour.com

your-business-articles.com

essaywritingservice10.com

hindusamaaj.com

joggingvideo.com

wandercoups.com

onlinenewsofindia.com

worldgraphic-team.com

bnsrz.com

wormblaster.net

tongchengchuyange0004.com

internetknowing.com

breachurch.com

peachesnginburlesque.com

dataarchitectoo.com

clientfunnelformula.com

30pps.com

cherylroll.com

ks2252.com

webmanicura.com

osostore.com

softsmob.com

sofietsshotel.com

facetorch.com

nylawyerreview.com

apapromotions.com

shareparelli.com

goeaglepointe.com

thegreenmanpubphuket.com

karotorossian.com

publicsensor.com

taiwandefence.com

epcsur.com

odskc.com

inzziln.info

leaiiln.info

cq-oa.com

dqtianshun.com

southstills.com

tvtv98.com

thewellington-hotel.com

bccaipiao.com

colectoresindustrialesgs.com

shenanddcg.com

capriartfilmfestival.com

replicabreitlingsale.com

thaiamarinnewtoncorner.com

gkmcww.com

mbnkbj.com

andrewbrennandesign.com

cod54.com

luobinzhang.com

bartoysdirect.com

taquerialoscompadresdc.com

aaoodln.info

amcckln.info

drvrnln.info

dwabmln.info

fcsjoln.info

hlonxln.info

kcmeiln.info

kplrrln.info

fatcatoons.com

91guoys.com

signupforfreehosting.com

faithfirst.net

zjyc28.com

tongchengjinyeyouyue0004.com

nhuan6.com

oldgardensflowers.com

lightupthefloor.com

bahamamamas-stjohns.com

ly2818.com

905onthebay.com

fonemenu.com

notanothermovie.com

ukrainehighclassescort.com

meincmagazine.com

av-5858.com

yallerdawg.com

donkeythemovie.com

corporatehospitalitygroup.com

boboyy88.com

miteinander-lernen.com

dannayconsulting.com

officialtomsshoesoutletstore.com

forsale-amoxil-amoxicillin.net

generictadalafil-canada.net

guitarlessonseastlondon.com

lesliesrestaurants.com

mattyno9.com

nri-homeloans.com

rtgvisas-qatar.com

salbutamolventolinonline.net

sportsinjuries.info

topsedu.xyz

xmxm7.com

x332.xyz

sportstrainingblog.com

autopartspares.com

readguy.net

soniasegreto.com

bobbygdavis.com

wedsna.com

rgkntk.com

bkkmarketplace.com

zxqcwx.com

breakupprogram.com

boxcardc.com

unblockyoutubeindonesia.com

fabulousbookmark.com

beat-the.com

guatemala-sailfishing-vacations-charters.com

magie-marketing.com

kingstonliteracy.com

guitaraffinity.com

eurelookinggoodapparel.com

howtolosecheekfat.net

marioncma.org

oliviadavismusic.com

shantelcampbellrealestate.com

shopleborn13.com

topindiafree.com

v-visitors.net

qazwsxedcokmijn.com

parabis.net

terriesandelin.com

luxuryhomme.com

studyexpanse.com

ronoom.com

djjky.com

053hh.com

originbluei.com

baucishotel.com

33kkn.com

intrinsiqresearch.com

mariaescort-kiev.com

mymaguk.com

sponsored4u.com

crimsonclass.com

bataillenavale.com

searchtile.com

ze-stribrnych-struh.com

zenithalhype.com

modalpkv.com

bouisset-lafforgue.com

useupload.com

37r.net

autoankauf-muenster.com

bantinbongda.net

bilgius.com

brabustermagazine.com

indigrow.org

miicrosofts.net

mysmiletravel.com

selinasims.com

spellcubesapp.com

usa-faction.com

snn01.com

hope-kelley.com

bancodeprofissionais.com

zjccp99.com

liturgycreator.com

weedsmj.com

majorelenco.com

colcollect.com

androidnews-jp.com

hypoallergenicdogsnames.com

dailyupdatez.com

foodphotographyreviews.com

cricutcom-setup.com

chprowebdesign.com

katyrealty-kanepa.com

tasramar.com

bilgipinari.org

four-am.com

indiarepublicday.com

inquick-enbooks.com

iracmpi.com

kakaschoenen.com

lsm99flash.com

nana1255.com

ngen-niagara.com

technwzs.com

virtualonlinecasino1345.com

wallpapertop.net

nova-click.com

abeautifulcrazylife.com

diggmobile.com

denochemexicana.com

eventhalfkg.com

medcon-taiwan.com

life-himawari.com

myriamshomes.com

nightmarevue.com

allstarsru.com

bestofthebuckeyestate.com

bestofthefirststate.com

bestwireless7.com

declarationintermittent.com

findhereall.com

jingyou888.com

lsm99deal.com

lsm99galaxy.com

moozatech.com

nuagh.com

patliyo.com

philomenamagikz.net

rckouba.net

saturnunipessoallda.com

tallahasseefrolics.com

thematurehardcore.net

totalenvironment-inthatquietearth.com

velislavakaymakanova.com

vermontenergetic.com

sizam-design.com

kakakpintar.com

begorgeouslady.com

1800birks4u.com

2wheelstogo.com

6strip4you.com

bigdata-world.net

emailandco.net

gacapal.com

jharpost.com

krishnaastro.com

lsm99credit.com

mascalzonicampani.com

sitemapxml.org

thecityslums.net

topagh.com

flairnetwebdesign.com

bangkaeair.com

beneventocoupon.com

noternet.org

oqtive.com

smilebrightrx.com

decollage-etiquette.com

1millionbestdownloads.com

7658.info

bidbass.com

devlopworldtech.com

digitalmarketingrajkot.com

fluginfo.net

naqlafshk.com

passion-decouverte.com

playsirius.com

spacceleratorintl.com

stikyballs.com

top10way.com

yokidsyogurt.com

zszyhl.com

16firthcrescent.com

abogadolaboralistamd.com

apk2wap.com

aromacremeria.com

banparacard.com

bosmanraws.com

businessproviderblog.com

caltonosa.com

calvaryrevivalchurch.org

chastenedsoulwithabrokenheart.com

cheminotsgardcevennes.com

cooksspot.com

cqxzpt.com

deesywig.com

deltacartoonmaps.com

despixelsetdeshommes.com

duocoracaobrasileiro.com

fareshopbd.com

goodpainspills.com

kobisitecdn.com

makaigoods.com

mgs1454.com

piccadillyresidences.com

radiolaondafresca.com

rubendorf.com

searchengineimprov.com

sellmyhrvahome.com

shugahouseessentials.com

sonihullquad.com

subtractkilos.com

valeriekelmansky.com

vipasdigitalmarketing.com

voolivrerj.com

zeelonggroup.com

1015southrockhill.com

10x10b.com

111-online-casinos.com

191cb.com

3665arpentunitd.com

aitesonics.com

bag-shokunin.com

brightotech.com

communication-digitale-services.com

covoakland.org

dariaprimapack.com

freefortniteaccountss.com

gatebizglobal.com

global1entertainmentnews.com

greatytene.com

hiroshiwakita.com

iktodaypk.com

jahatsakong.com

meadowbrookgolfgroup.com

newsbharati.net

platinumstudiosdesign.com

slotxogamesplay.com

strikestaruk.com

trucosdefortnite.com

ufabetrune.com

weddedtowhitmore.com

12940brycecanyonunitb.com

1311dietrichoaks.com

2monarchtraceunit303.com

601legendhill.com

850elaine.com

adieusolasomade.com

andora-ke.com

bestslotxogames.com

cannagomcallen.com

endlesslyhot.com

iestpjva.com

ouqprint.com

pwmaplefest.com

qtylmr.com

rb88betting.com

buscadogues.com

1007macfm.com

born-wild.com

growthinvests.com

promocode-casino.com

proyectogalgoargentina.com

wbthompson-art.com

whitemountainwheels.com

7thavehvl.com

developmethis.com

funkydogbowties.com

travelodgegrandjunction.com

gao-town.com

globalmarketsuite.com

blogshippo.com

hdbka.com

proboards67.com

outletonline-michaelkors.com

kalkis-research.com

thuthuatit.net

buckcash.com

hollistercanada.com

docterror.com

asadart.com

vmayke.org

erwincomputers.com

dirimart.org

okkii.com

loteriasdecehegin.com

mountanalog.com

healingtaobritain.com

ttxmonitor.com

bamthemes.com

nwordpress.com

11bolabonanza.com

avgo.top

Evaluating technical SEO data: Key segmentation approaches - SEO
Monday, April 21, 2025
spot_img

Top 5 This Week

Related Posts

Evaluating technical SEO data: Key segmentation approaches

When training new technical SEOs, I find they struggle to identify action items from tools like Google Search Console and site crawlers (e.g., Screaming Frog, Lumar, OnCrawl).

I presented on this topic at SMX Advanced 2024. For those who missed it, I’m recapping the presentation as a mini-series here on Search Engine Land.

Commonly used data segments

When looking for action items in technical SEO data, you need to be able to segment the data. I like to analyze data in many different ways to identify locations, patterns, trends and fluctuations that create large volumes of errors.

Segmenting is essential for enterprise-level companies because:

They need to pinpoint exactly where site trends have changed.

Identifying patterns in these changes offers a greater return on efforts.

Since most enterprise sites use templates or widgets that can generate errors across thousands or millions of pages, effective segmentation helps quickly locate and fix issues at scale.

Common segments that most companies use include:

Country (that the page targets).

Subfolder/directory.

Template.

Breadcrumb.

Business division.

Less common data segments

When evaluating SEO, you should dig deeper than the usual data segments, especially for troubleshooting traffic or ranking changes. These less common data segments are crucial for enterprise SEO.

The following are the less common segments I recommend using.

CMS platform instance

Many enterprise-level companies have multiple CMS platforms or multiple instances of the same CMS that generate the entire site.

For this reason, you should look at data across these platforms. Sometimes, a specific CMS causes the problem. From there, you can usually pinpoint it to a particular dev team. This makes it easier to identify the changes that may have created the problem(s).

Language on the page

We occasionally find that languages used for many pages can be the root source of issues, particularly when the content is duplicated across many countries.

Filtering by language can help identify if duplicate content within languages suddenly becomes a problem.

For example, one client experienced a drop in traffic to many country sites, but they all had the same language.

By examining the traffic for that language across the entire site, we saw it remained the same. This showed that one country’s pages were cannibalizing traffic from other countries. The root cause was that the pages were caught in duplicate content filters.

Product line

While these are usually smaller segments, I like to monitor large, top-priority product lines to ensure that drops do not impact their traffic.

Setting up this segment helps to rule out issues for key product lines quickly. This applies to B2B original equipment manufacturers (OEMs) with a wide range of product families.

Pages targeting a keyword cluster/topic

When traffic significantly changes, it’s important to quickly confirm that core keyword topics/clusters aren’t impacted.

Many companies set this up in their rank tracking tool, which only monitors changes in pre-defined, targeted keywords. Instead, pulling traffic/rankings from all keywords in a cluster is more effective.

One quick way to do this is in Google Search Console by searching for all keywords containing a particular modifier.

For example, a health and nutrition ecommerce store might quickly look at the “protein” or “collagen” segment.

Remember to use regex to find all queries in a keyword cluster with two or more words:

Get the newsletter search marketers rely on.


See terms.


Rarely used Core Web Vitals data segments

Many SEO teams aren’t segmenting enough in Core Web Vitals.

When you don’t segment deep enough, it’s hard to figure out why metrics are so low and what you can do to improve them.

Common Core Web Vitals segments used by most companies:

Mobile.

Desktop.

Other Core Web Vitals segments (only available via the Google CrUX API):

Country (all pages).

Country (by Directory).

Country (by Template).

Segments from the Google CrUX API:

Desktop 4G.

Desktop 3G.

Mobile 4G.

Mobile 3G.

Navigation types.*

Form factors.*

*Note: Navigation types and form factors data became available in late April 2024.

Core Web Vitals segments by country

Sometimes it’s useful to go one step further with Core Web Vitals segmentation and look at the metrics by country.

You won’t need these all the time, but they can be very useful when troubleshooting, auditing and looking for Core Web Vitals tech solutions.

Very rarely used Core Web Vitals segments (by country):

Desktop 4G (by country).

Desktop 3G (by country).

Mobile 4G (by country).

Mobile 3G (by country).

We found these segments useful for a global B2B client selling high-ticket products in a small market with lower total traffic.

One Core Web Vitals metric was unusually low, but tests showed no issues. However, analyzing connection speeds by country revealed that a single small country had very low scores.

Because of its small traffic volume, this skewed the overall metric. All other countries had acceptable scores.

Unless the score for this small country was fixed, the metric would stay low. In SEO, sometimes you have to accept minor issues.

In this case, product managers understood the situation and decided whether to fix it or focus on other SEO opportunities.

What’s next?

Next, review your technical SEO tools to identify useful segments for troubleshooting site issues. Set these up now to easily analyze trends and patterns during future traffic fluctuations.

While you define your segments, I’ll work on part 2 of this series, which will list the minimum technical SEO metrics you need to review.


Contributing authors are invited to create content for Search Engine Land and are chosen for their expertise and contribution to the search community. Our contributors work under the oversight of the editorial staff and contributions are checked for quality and relevance to our readers. The opinions they express are their own.


Popular Articles