Ngesikhathi ngakha isayithi elizimele, ngabona ukuthi njalo ngoMsombuluko ekuseni ngangenza into efanayo.
Ngivula i-Google Search Console, ngikhiphe mathupha idatha yemibuzo yenyanga edlule. Ngivule i-GA4, ngikhiphe amakhasi okufikela angu-50 aphezulu ngokwethrafikhi abe yi-CSV. Ngisebenzise i-Excel ukuhlanganisa amatafula amabili—ukuvezwa nokuchofozwa kwe-GSC kanye nezikhathi zokuvakashela nokuguqulwa kwe-GA4, ngiwafanise nge-URL. Bese ngimaka imibala mathupha: uma ithrafikhi yehla ngimaka ngokubomvu, uma izinga lokuguqulwa lingaphansi kwesilinganiso ngimaka ngokuphuzi.
Yonke le nqubo yayithatha cishe ihora nesigamu. Uma sengiqedile, ngangiyithumela eqenjini, bese ikhasimende liphendula lithi "yamukelwe".
Ngasebenza kanjalo iminyaka emithathu, njalo ngesonto.
Kuze kube yinyanga edlule, lapho umngane wami osebenza kwezobuchwepheshe ebheka isikrini sami wathi into eyangihlaba kakhulu: "Lokhu akuyona nje indaba yokuxhuma i-API? Kungani ukwenza mathupha njalo ngesonto?"
Ngamangala isikhashana. Wayeqinisile. Kwakungekhona ukuthi ngangingazi ukuthi i-GSC ne-GA4 zinama-API. Inkinga ukuthi njalo lapho ngicabanga "ukubhala iskripthi sokubiza i-API", engqondweni yami kwakubakhona isithombe sephrojekthi ephelele—ukubhala i-Python, ukuphatha ukuqinisekiswa, ukuphatha amakhasi amaningi emiphumela, ukwenza imephu yezinkambu, ukubhala isibonisi sangaphambili… Lezi zinto zihlangene zazonga isikhathi ngempela, kodwa izindleko zokuqala zaziphezulu kangangokuthi ngangihlala ngihlehlisa ukuqala.
Yini eyashintsha konke? Kwaba yi-Codex.
1. Okokuqala, iyini i-Codex—futhi kungani ingeyona i-ChatGPT
Abantu abaningi uma bezwa ngokubhalwa kwekhodi yi-AI, ukusabela kwabo kokuqala kuba ukuthi "i-ChatGPT ingibhalele iskripthi". Nami ngakuzama lokho. I-ChatGPT ikunikeza ucezu lwekhodi, ulunamathisele kumhleli, ulungise indawo yokusebenza, ufake okuncikile, usebenzise ikhodi, uthole iphutha, unamathisele iphutha emuva ukuze ililungise, uphinde usebenzise, uphinde uthole iphutha… ngemijikelezo eyisikhombisa noma eyisishiyagalombili, kwakudinisa kakhulu kunokukhipha idatha mathupha.
Indima ye-Codex ihluke ngokuphelele. I-Agent yokuhlela esebenza ngokuqondile ku-terminal—inenkambu yayo ezimele yokuhlola, ingafunda amafayela, ibhale amafayela, ifake amaphakheji, isebenzise imiyalo, futhi iphathe amaphutha; kusukela ekuqaleni kuze kube sekupheleni awudingi ukukopisha ikhodi uye emuva naphambili. Uyayinika umyalo ngolimi olujwayelekile, yona ihlele, ibhale, isebenzise futhi ilungise ngokwayo.
Nasi isibonelo somusho engayinika wona:
"Ngisize ngikhiphe idatha yemibuzo ye-GSC yezinsuku ezingu-28 ezedlule, ngiyihlanganise nedatha yamakhasi okufikela e-GA4 nge-URL, bese ngenza ithebula lamakhasi angu-20 anokwehla okukhulu kwethrafikhi."
Yona ngokwayo yenza lezi zinto:
•Yahlola ukuthi indawo yokusebenza inawo yini amaphakheji e-Python e-Google API, yawafaka ngokwayo uma engekho•Yafunda izindlela zamafayela okuqinisekisa e-GSC nase-GA4, yaphatha i-OAuth•Yabiza i-GSC API ukuze ithole idatha ngobukhulu bemibuzo namakhasi, yaphatha ngokuzenzakalelayo amakhasi emiphumela•Yabiza i-GA4 Data API ukuze ithole izikhathi zokuvakashela nokuguqulwa ngobukhulu bamakhasi okufikela•Yahlanza ama-URL (yasusa amapharamitha, yasusa i-slash yokugcina, yahlanganisa isiqalo se-www)•Yahlanganisa idatha ngokuhlangana kwama-URL, yabala ifaneli yokuvezwa-ukuchofozwa-ukuguqulwa kwekhasi ngalinye•Yakhipha ithebula le-Markdown elihlelwe ngokobukhulu bokwehla kwethrafikhi
Ngabuka isikrini eceleni kwayo, yona yaqeda konke ngokwayo. Phakathi nqubo, ifomethi yedethi ye-GA4 API yadala iphutha kanye—yafunda umlayezo wephutha, yazilungisa, yaphinda yaqalisa, yasebenza.
🔴 Umehluko wamathuluzi okuhlela e-AI awukho ekutheni "akwazi yini ukubhala ikhodi"—wonke ayakwazi. Okubalulekile ukuthi "akwazi yini ukuyiqhuba ize isebenze".
2. Inqubo ephelele yokusebenzisa i-Codex ukuvala umjikelezo wedatha we-GSC+GA4
Ngezansi ngiphinda ngihlele le nqubo ngokulandelana kwangempela kokusebenza. Angikhulumi ngethiyori; isinyathelo ngasinye ngisisebenzise ngempela ku-terminal.
1. Ukulungiselela: ukuqinisekiswa kwe-Google Cloud
Lokhu akunakugwenywa. Ama-API e-GSC ne-GA4 womabili adinga ukuqinisekiswa kwe-Google Cloud nge-OAuth noma nge-Service Account. Kungakhathaliseki ukuthi usebenzisa i-AI noma cha, lesi sinyathelo kufanele usenze mathupha.
Engakwenza:
•Ngakha iphrojekthi ku-Google Cloud Console, nganika amandla i-Search Console API ne-Google Analytics Data API•Ngakha i-Service Account, ngalanda ifayela lokhiye le-JSON kwikhompyutha yami•Ku-GSC ngangeza i-imeyili yale Service Account njenge-"umsebenzisi okhawulelwe" (izimvume ezigcwele)•Ku-GA4 ngangeza le imeyili njenge-"umbukeli wedatha"
I-Codex ayikwazi ukukusiza kulesi sinyathelo—ukuqinisekisa nokunikeza izimvume kuyinqubo yokuxhumana phakathi komuntu nomshini, futhi ayikwazi ukukuchofozela ikhasi lokugunyaza le-Google. Kodwa kuzo zonke izinyathelo ezilandelayo, uma indlela yefayela lokuqinisekisa ilungile, ingaxhuma ngaphandle komthungo.
⚠️ Indawo yokuqala lapho iningi lokuzenzakalela kwama-API limiswa khona akuyona ikhodi, yizimvume. Uhlelo lwezimvume lwe-Google lufana nodoli wase-Russia ofakwe komunye—i-GSC inomnyango owodwa, i-GA4 inomunye, kanti i-Google Cloud inomunye; izimvume zale minyango emithathu azixhumani. Uma usiqeda ngesineke lesi sinyathelo, konke okulandelayo kuba lula.
2. I-Skill yokuqala: ukudonsa idatha yemibuzo ye-GSC
Indlela i-Codex esebenza ngayo yile—ungapakisha iqoqo lemisebenzi libe yi-Skill (ifayela lamakhono) elingasetshenziswa kabusha, ulibeke ku-~/.codex/skills/, futhi njalo uma ubiza le Skill efanayo, izosebenzisa ingqondo efanayo.
Ngaqala ngenguqulo elula kakhulu: ukudonsa kuphela idatha ngobukhulu bemibuzo be-GSC.
Le Skill itshela i-Codex izinto ezintathu: iyiphi i-API okufanele isetshenziswe, yibuphi ubukhulu okufanele buthathwe, nokuthi kufanele kukhishwe ngayiphi ifomethi. Ngemva kokuyisebenzisa kanye, yathatha cishe imizuzwana engu-40, yakhipha uhlu lwemibuzo engu-100 ephezulu, olwalubonisa ukuchofozwa, ukuvezwa, i-CTR nesikhundla esimaphakathi.
Ngaqhathanisa lo mphumela ne-CSV engangiyikhiphe mathupha ngenyanga edlule—idatha yayifana ngokuphelele. Ngaleso sikhathi ngazizwa sengathi "inkathi yomsebenzi wezandla isiphelile".
Kodwa yayinganembile ngokuphelele. I-GSC API inenkinga eyodwa: ngokuzenzakalelayo inikeza imigqa engu-1000 kuphela; okungaphezu kwalokho kudinga ukuphenywa kwamakhasi. Ngesikhathi sokuqala, isayithi lami lalinemibuzo engaphezu kuka-3400 ngenyanga—i-Codex yazitholela ngokwayo ukuthi inani lemigqa yedatha ebuyisiwe alihambisani, yengeza indlela yokuphenya amakhasi, yaphinda yaqalisa, kwathi okwesibili idatha yaphelela.
Yona ngokwayo yakuthola. Yona ngokwayo yakulungisa. Lokhu kwahluke ngokuphelele kulokho okwenzeka uma usebenzisa i-ChatGPT ukubhala iskripthi.
3. I-Skill yesibili: ukuxhuma i-GA4
Ngemva kokudonsa i-GSC, ngayicela ukuthi idonse nedatha yamakhasi okufikela e-GA4.
Lokhu kwakunzima kakhulu. I-GA4 Data API idinga ukuthi uzakhele "umzimba wesicelo sedatha"—uchaze ubukhulu obudingayo (landingPage), amamethrikhi (sessions, conversions, eventCount), ibanga lezinsuku nezimo zokuhlunga. Isakhiwo se-JSON somzimba wesicelo sihluke ngokuphelele kwese-GSC, futhi empendulweni ye-GA4 amagama ezinkambu ayifomethi ende efana ne-eventName_xxx, ngakho kufanele uwahlaziye ngokwakho.
Indlela i-Codex eyafunda futhi yasebenzisa ngayo i-GA4 API yangihlaba umxhwele—ayibizanga i-API ngomshini nje ngokwemiyalo; ngaphambi kokuyibiza yaqala yahlola i-Schema: yabiza i-GA4 Metadata API, yalandisa bonke ubukhulu namamethrikhi obukhona kuleyo property, yahlola ukuthi amagama ezinkambu ahlanganiswa kanjani, yabe isakha umzimba wesicelo.
💡 Le ndlela yokusebenza ethi "qala uqonde indawo ngaphambi kokwenza" iyona kanye esetshenziswa umuntu lapho exhuma i-API entsha. I-AI iyenze yazenzakalela.
Ngemva kokusebenzisa ama-Skill amabili, ngathola amatafula amabili:
•Ubukhulu bemibuzo ye-GSC: amagama angukhiye, ama-URL amakhasi, ukuchofozwa, ukuvezwa, i-CTR, isikhundla esimaphakathi•Ubukhulu bamakhasi okufikela e-GA4: ama-URL amakhasi, izikhathi zokuvakashela, ukuguqulwa, isikhathi esimaphakathi sokuzibandakanya
Okulandelayo kwakuwukuwahlanganisa.
4. Ukuhlanganisa—kusuka kumatafula amabili kuya ku-Todo ehlelwe ngokubaluleka
Ukuhlanganisa amatafula amabili kubonakala kulula—i-URL ibhekane ne-URL, ukuwahlanganisa bese kuphelile. Kodwa ekusebenzeni kwakukhona izinkinga ezincane ezingenakubalwa.
Ngacela i-Codex ukuthi iqale "ibheke" amasampula edatha yawo womabili amatafula, yathola ukuthi: ama-URL amakhasi e-GSC anesiqalo esithi https://, kanti izindlela zamakhasi okufikela e-GA4 zibhalwe nje /blog/seo-guide. Ama-URL e-GSC anamapharamitha emibuzo ekugcineni, afana no-?utm_source=google, kanti e-GA4 asevele esusiwe. Amanye amakhasi anedatha ku-GSC kodwa engenayo ku-GA4, futhi okuphambene nakho kwenzeka.
I-Codex yazihlanza ngokwayo lezi mehluko—yasusa iziqalo, amapharamitha nama-anchor, yahlanganisa ama-slash okugcina, yabe isenza ukuhlanganisa ngokuhlangana.
Ngemva kokuhlanganisa, ayinginikelanga ithebula le-pivot elibandayo; yangikhiphela umphumela wokuxilonga onezinga lokubaluleka ngokohlobo lwenkinga:
Ukubaluleka｜Isici sekhasi｜Indlela yokuxilonga
🔴 P0｜Ukuvezwa kwehle ngaphezu kuka-30%, isikhundla sehle sisuka ku-top5 saya ngaphandle kwe-top10｜Ukulahleka kwesikhundla—hlola ama-backlink, hlola ukufaneleka kwesikhathi kokuqukethwe
🟡 P1｜Ukuvezwa okuphezulu kodwa i-CTR ephansi (i-CTR ingaphansi kwesilinganiso ngo-50%)｜Isihloko asikhangi ngokwanele—shintsha i-Title ne-Meta
🟡 P1｜Ukuchofozwa okuphezulu kodwa ukuguqulwa okuphansi (izinga lokuguqulwa lingaphansi kwesilinganiso ngo-40%)｜Ikhasi lokufikela aliguquli ngokwanele—hlola okuqukethwe kwekhasi ne-CTA
🟢 P2｜Isikhundla 8-20, nomthamo wokusesha ophezulu｜Sekuseduze—engeza izixhumanisi zangaphakathi futhi uqinise okuqukethwe
📊 Ukuguqula imibiko emibili ezimele ibe yi-Todo ehlelwe ngokobukhulu benkinga—yilokho okushiwo "ukuvala umjikelezo wedatha". Akukhona ukubuka idatha; kumayelana nokwazi okufanele kwenziwe.
3. Izinkinga engahlangabezana nazo ngempela phakathi nale nqubo
Ngemva kokubhala ama-Skill nokuwenza asebenze, uma ubheka emuva konke kubonakala "kulandelana ngokwemvelo". Kodwa ngaleso sikhathi, kunezinto ezimbalwa ezangibambezela ngempela.
Inkinga yokuqala: amagama amamethrikhi e-GA4 awacacile
Ku-GA4 API, inani lezikhathi zokuvakashela alibizwa ngokuthi sessions, kodwa libizwa ngokuthi sessions. Inani lokuguqulwa alibizwa ngokuthi conversions, kodwa libizwa ngokuthi eventCount, futhi lokhu kusebenza kuphela emicimbini oyimake njengokuguqulwa. Isikhathi esimaphakathi sokuzibandakanya asibizwa ngokuthi avgTimeOnPage, kodwa sibizwa ngokuthi userEngagementDuration, bese kufanele usihlukanise ngokwakho ngenani lezikhathi zokuvakashela.
Lezi zinto ungaziqonda uma ufunda imibhalo—inkinga ukuthi kufanele uchithe ihora noma amabili uzihlola ngakunye. Isikhathi i-Codex eyangisindisa sona yilokho. Ngaphambi kokwakha isicelo se-API, yona ngokwayo yabiza i-GA4 Metadata interface, yalandisa wonke amagama, izinhlobo nezincazelo zamamethrikhi atholakalayo kule property, yabe isifanisa incazelo yesiNgisi ukuze ithole ukuthi "ngifuna inani lezikhathi zokuvakashela" kufanele lihambisane nayiphi inkambu.
Inkinga yesibili: umkhawulo wesabelo se-GSC API
Isabelo sansuku zonke se-GSC API sinomkhawulo, njengalapho usebenzisa i-GSC mathupha. Ngesikhathi sokuqala ngenza ukuphenya kwamakhasi ngokushesha kakhulu—ngabiza amakhasi angu-20 ngokuhambisana, okwadala ukuncishiswa kwethrafikhi ngokuqondile. Ngemva kokuthola i-HTTP 429, i-Codex yalinda imizuzwana embalwa yazama futhi; okwesibili yehlisa izinga lokuphenya laba ngamakhasi angu-2 ngomzuzwana, kwase kusebenza ngokuzinzile.
Lokhu kwangenza ngabona ukuthi—kungakhathaliseki ukuthi i-AI ihlakaniphe kangakanani, isabiza i-API eyabhalwa ngabantu. Imithetho yokunciphisa izicelo, amafomethi edatha namagama ezinkambu, lowo msebenzi ongcolile ingakwenzela wona, kodwa kufanele wazi ukuthi izinkinga zikuphi.
Inkinga yesithathu: ngezinye izikhathi i-Codex yenza ubunjiniyela obudlulele
Ngesinye isikhathi ngayicela ukuthi "ihlukanise idatha ngohlobo lwekhasi"—inhloso yami kwakuwukuhlukanisa ngokweziqalo ezisendleleni ye-URL, njenge-/blog/ ne-/product/. I-Codex yaqonda ukuthi kufanele ifunde isakhiwo se-HTML sekhasi ngalinye futhi ikhiphe uhlobo lwekhasi. Yakwazi ngempela ukwenza lokho—yasebenzisa iphakheji ye-requests ukukhasa i-HTML yekhasi ngalinye, yahlaziya omaka be-meta ne-Schema, yabe isihlukanisa.
Yasebenza, kodwa yathatha cishe imizuzu engu-4. Mina engangikudinga kwakuwukuhlukanisa nje ngokwesiqalo sendlela ye-URL.
⚠️ Lapho usebenzisana ne-AI, ubukhulu nokunemba kombuzo kunquma ukusebenza kwayo. Uma ucacisa kakhulu, isebenza ngokushesha. Uma ungacacile kakhulu, izosebenzisa indlela eyinkimbinkimbi kakhulu ukuze "iqonde"—futhi kungenzeka ingakutsheli ukuthi ithathe indlela ende.
4. Ukuyenza "isetshenziswe kabusha"—hhayi iskripthi esisetshenziswa kanye
Ukuyenza isebenze kanye kulula. Okubalulekile, nokunenani, ukuyenza ibe "umjikelezo wedatha" ongasebenza masonto onke futhi usebenze nakwenye isayithi.
Ukuyihlanganisa kusetshenziswa indlela yama-Skill e-Codex
I-Codex isekela amafayela e-Skill—amafayela emiyalo efomethi ye-Markdown abekwe ku-~/.codex/skills/. Empeleni, ayikho enye into ngaphandle kwebhukwana lokusebenza elibhalwe ngokunemba okukhulu. Njalo lapho i-Codex ibiza le Skill, ilandela i-SOP efanayo kusukela ekuqaleni, ngakho ayihlushwa "ukulungiswa kwesikhashana okwenziwa ngesikhathi esedlule kodwa kwalibaleka ukubuyiselwa".
Ngahlukanisa inqubo yokudonsa idatha ye-GSC+GA4 → ukuyihlanza → ukuyihlanganisa → ukuyixilonga → ukukhipha umphumela, yaba ama-Skill amathathu azimele:
Skill｜Umsebenzi｜Umphumela
seo-gsc-pull｜Donsa idatha yemibuzo namakhasi ye-GSC, uphenye amakhasi ngokuzenzakalelayo｜Ama-CSV amabili: gsc_queries.csv, gsc_pages.csv
seo-ga4-pull｜Donsa idatha yamakhasi okufikela nokuguqulwa ye-GA4, ufanise amamethrikhi ngokuzenzakalelayo｜ga4_landing.csv
seo-data-merge｜Hlanganisa amatafula amathathu, hlanza ama-URL, ukhiphe ukuhlelwa kokuxilonga｜Umbiko wokuxilonga we-Markdown+CSV ehlanganisiwe
Inzuzo yokuwahlukanisa abe mathathu ukuthi: uma i-GSC inenkinga, usebenzisa kuphela ingxenye ye-GSC; uma isabelo se-GA4 singanele, usebenzisa kuphela ingxenye ye-GA4, futhi akuvimbani. Ngaphezu kwalokho, kumasayithi amakhasimende ahlukene, imithombo yedatha yama-Skill amabili okuqala ingahluka, kodwa i-Skill yesithathu (ukuhlanganisa nokuxilonga) ingasetshenziswa kabusha—ushintsha kuphela ipharamitha ye-URL yesayithi.
Ukuqalisa yonke inqubo ngomyalelo owodwa
Ngemva kokuhlukanisa ama-Skill amathathu, ngabhala i-"Skill yokuhlela" ku-Codex:
/seo-weekly-report site=example.comLapho i-Codex ibona lo myalelo, ibiza ama-Skill amathathu ngokulandelana—ithathe i-GSC, ithathe i-GA4, bese ihlanganisa ukuxilongwa—ekugcineni ikhiphe umbiko wokuxilonga wezinga lekhasi, ohlelwe ngokubaluleka kwe-P0/P1/P2 kutheminali. Yonke le nqubo ithatha cishe imizuzu engaphezudlwana kwemibili.
💡 "I-automation" akukhona ukubhala iskripthi esingasoze sonakala. Ukuguqula umsebenzi ophindaphindwayo ube yinqubo engavulwa ngomusho owodwa, futhi ekwazi ukuzivumelanisa nezinguquko zedatha.
Okwesihlanu, izinguquko zangempela engizibonile ngemva kokwakha lolu hlelo
Ngaphandle kokwenza ihaba, uMsombuluko ekuseni wami ushintshe ngokuphelele.
Ngaphambilini:
•Bengichitha imizuzu engu-40 ngikhipha, ngihlanza futhi ngihlanganisa idatha ye-GSC ne-GA4 ngesandla•Bengichitha imizuzu engu-20 ngifaka imibala ku-Excel ukuze ngihlele izinto ezibalulekile•Bengichitha imizuzu engu-20 ngibhala "isifinyezo se-SEO saleli sonto" bese ngisithumela eqenjini•Ikhasimende liphendule lithi "ngiyitholile, ngiyabonga ngomsebenzi"
Manje:
•NgoMsombuluko lapho ngifika emsebenzini, ngibhala umugqa owodwa /seo-weekly-report kutheminali•Ngemva kwemizuzu emibili, umbiko wokuxilonga uba kufolda reports/•Ngiyawukopisha ngiwunamathisele ku-WeChat, ngengeze ukuphawula okubili, bese ngiwuthumela
Kodwa ngesikhathi esifanayo—kwenzeka into ethokozisayo. Ngaphambilini ngangithumela umbiko ngemva "kokusebenza isikhathi eside", bese ikhasimende licabanga ukuthi wenze umsebenzi omningi. Manje uthola umphumela ngemizuzu emibili, kanti amanye amakhasimende acabanga ukuthi "usheshe kangaka, kungenzeka awuwuhlolanga kahle?"
Kuyahlekisa yini? Kodwa yilokho kanye ubunjalo babantu bangempela.
Ngakho manje sengilungise isu lami. Ngemva kokukhiqizwa kombiko, ngikhetha lawo makhasi ambalwa e-P0, ngichithe imizuzu engu-15 ngiwayivula ngalinye ukuze ngiwabheke, bese ngengeza umusho othi "umbono wokuhlolwa umuntu" embikweni. Leyo mizuzu engu-15 ayimoshiwe—yenza ikhasimende lizizwe lithi "kukhona umuntu oyibhekile ngempela", kunokuba kube umbiko womshini okhishwe yi-AI.
🔴 I-AI ikwenzela umsebenzi onzima nongcolile. Kodwa ukwahlulela kwakho, ulwazi lwakho, nokuzimisela kwakho ukubheka futhi—lokho yizingxenye ezingeke zenziwe i-automation. Futhi yizo kanye izingxenye ezibaluleke kakhulu kumakhasimende.
Okwesithupha, izeluleko ezimbalwa eziwusizo kulabo abafuna ukwakha lolu hlelo
Uma nawe ufuna ukusebenzisa i-Codex ukuze uqedele umjikelezo wedatha yakho ye-SEO, lezi yizinto ezimbalwa engizifunde ngemali yami nang thời yami:
① Ungaqali ngokufuna ukuphelela. Qala ngokuxhumanisa i-GSC yodwa.
Yenza i-Skill eyodwa kuphela: thatha idatha yemibuzo yezinsuku ezingu-28 zakamuva, bese ukhipha i-CSV. Uma lokhu sekusebenza, usunamandla "okulandelela izikhundla okuzenzakalelayo ngokuphelele". Ukusuka ku-zero kuya kokusebenza kwangithatha isigamu sehora—isikhathi esiningi sasichithwa ekulungiseni izimvume ze-Google Cloud. Ngemva kokuxhumanisa i-Skill yokuqala, umgoqo wengqondo wanyamalala.
② Phatha kahle amafayela okuqinisekisa—lena "indawo ebucayi" yalo lonke uchungechunge.
Uma ifayela lokhiye le-Service Account JSON le-Google Cloud livuza, abanye bangakwazi ukufunda nokubhala ku-GSC naku-GA4 yakho. Ungalibeki leli fayela endaweni yokugcina ye-Git; sebenzisa i-environment variable ukubhekisa endleleni yefayela, bese ku-Skill ye-Codex usebenzise indlela efana ne-`${GSC_CREDENTIALS_PATH}` ukulibhekisa kuyo, ungabhali indlela ngokuqondile.
③ Cela ukuthi isikhathi esichithwa esinyathelweni ngasinye sibhalwe kumalogi e-Codex.
Engeza emshweni we-Skill othi "sicela ubhale isikhathi esichithwe ngemva komsebenzi ngamunye". Lokhu akukhona ukuzenza ubalulekile, kodwa ukukusiza wazi ukuthi yisiphi isinyathelo esiyibhodlela—ukudonswa kwe-GSC API kuhamba kancane, i-GA4 inamakhasi amaningi, noma umqondo wokuhlanza ama-URL uyinkimbinkimbi kakhulu. Uma usukwazi lokhu, ungakwazi ukwenza izithuthukiso eziqondiswe kahle.
④ Ngaphambi kokusebenzisa kabusha kumawebhusayithi ahlukene, qinisekisa ukuthi ukwakheka kwezakhiwo ze-GA4 zamazayithi amasha namadala kuyafana.
I-Skill efanayo ingase isebenze kahle kukhasimende A, kodwa inikeze iphutha kukhasimende B—ezimweni ezingu-80%, lokhu kungenxa yokuthi izilinganiso zangokwezifiso namagama emicimbi ngaphakathi kwezakhiwo ezimbili ze-GA4 awafani. Lapho uqala ukusebenzisa isayithi elisha, cela i-Codex iqale ithathe i-GA4 Metadata ukuze ubone ukwakheka.
📊 Idatha yami yangempela: ukwakha lonke uhlelo kusukela ekuqaleni kwekhasimende elilodwa kuthatha cishe imizuzu engu-45, kuhlanganise nokusetha izimvume ze-Google; ngemva kwalokho, ukusebenza kwamasonto onke kuthatha cishe imizuzu emibili.
Ku-GitHub kunama-Codex SEO Skill ambalwa avulekile ongawathatha uwaguqule ngokuqondile—u-owensky-dev ubhale i-seo-gsc-ga4-analyst, kanti u-AminForou wenze iseva ye-MCP ebizwa nge-mcp-gsc. Akudingeki usungule kabusha isondo kusukela ekuqaleni. Thatha i-Skill ekhona, uyiqhube kanye ukuze ubone ukuthi umphumela ubukeka kanjani, bese uyiguqula ngokwezidingo zakho. Kuyashesha ngokuphindwe ka-10 kunokubhala kusukela ekuqaleni.
Yiqiniso, umphumela olethwa i-Skill ekhona ungase ungahambisani ngokuphelele nezidingo zakho. Isibonelo, leyo ye-owensky-dev ngokuzenzakalela ithatha idatha yezinsuku ezingu-90—mina ngijwayele ukuhlaziya iwindi lezinsuku ezingu-28. Ushintsho oluncane olunjengalolu lungalungiswa ngokushintsha ipharamitha eyodwa efayelini le-Skill; i-Codex izofunda ushintsho lwakho bese ilulandela.
Yonke le nqubo—kusukela embonweni owodwa kuya ohlelweni olusebenza ngokuzinza—yangithatha cishe izinsuku ezimbili zantambama. Ntambama yokuqala ngangilungisa izimvume nokuxhuma ama-API, kanti yesibili ngangibhala i-Skill futhi ngilungisa indlela umphumela owakheka ngayo. Kusukela lapho, njalo ngesonto iyasiza ukungibuyisela lezo zikhathi ezimbili zantambama.
Ngesonto eledlule omunye engisebenza naye ophethe isayithi lokuhweba kwamanye amazwe wangibuza: "Usebenzisa liphi ithuluzi ukubheka idatha?"
Ngathi i-Codex.
Wabuza ukuthi kubiza kakhulu yini.
Ngathi akubizi ngaphezu kwesikhathi osichithe ku-Excel ngesonto eledlule.
Wathula imizuzwana embalwa. Wabe esethi—"Ngithumele leyo Skill eyodwa."