{"id":59504,"date":"2026-03-28T10:33:42","date_gmt":"2026-03-28T10:33:42","guid":{"rendered":"https:\/\/alienroad.com\/uncategorized-az\/ai-advertising-optimization-revolutionizing-dollar-generals-2\/"},"modified":"2026-03-31T20:48:05","modified_gmt":"2026-03-31T20:48:05","slug":"ai-advertising-optimization-revolutionizing-dollar-generals-2","status":"publish","type":"post","link":"https:\/\/alienroad.com\/az\/ai-optimization-2\/ai-advertising-optimization-revolutionizing-dollar-generals-2\/","title":{"rendered":"S\u00dcNI \u0130NTELLEKT REKLAM OPT\u0130MALA\u015eDIRILMASI: Dollar General-in P\u0259rak\u0259nd\u0259 Sat\u0131\u015f Marketinq Strategiyas\u0131n\u0131 \u0130nqilab Ed\u0259n D\u0259yi\u015fiklik"},"content":{"rendered":"

R\u0259qab\u0259tli p\u0259rak\u0259nd\u0259 sat\u0131\u015f land\u015faft\u0131nda Dollar General uzun m\u00fcdd\u0259td\u0259n qiym\u0259t\u0259 y\u00f6n\u0259lmi\u015f istehlak\u00e7\u0131lar \u00fc\u00e7\u00fcn g\u00fcnd\u0259lik \u0259sas ehtiyaclar \u00fczr\u0259 sabit bir m\u0259rk\u0259z olmu\u015fdur. R\u0259q\u0259msal reklam\u0131n inki\u015faf etm\u0259si il\u0259 S\u00dcNI \u0130NTELLEKT reklam optimalla\u015fd\u0131rmas\u0131 \u0259m\u0259liyyat s\u0259m\u0259r\u0259liliyini v\u0259 m\u00fc\u015ft\u0259ri qat\u0131lmas\u0131n\u0131 g\u00fccl\u0259ndirm\u0259k \u00fc\u00e7\u00fcn \u0259sas bir vasit\u0259 kimi ortaya \u00e7\u0131x\u0131r. Bu yana\u015fma s\u00fcni intellektd\u0259n istifad\u0259 ed\u0259r\u0259k reklam kampaniyalar\u0131n\u0131 t\u0259kmill\u0259\u015fdirir, t\u0259\u015fviqat t\u0259\u015f\u0259bb\u00fcsl\u0259rinin istehlak\u00e7\u0131 davran\u0131\u015flar\u0131 v\u0259 bazar dinamikas\u0131 il\u0259 d\u0259qiq uy\u011funla\u015fmas\u0131n\u0131 t\u0259min edir. AB\u015e-da 19,000-d\u0259n \u00e7ox ma\u011faza idar\u0259 ed\u0259n Dollar General \u00fc\u00e7\u00fcn reklamda S\u0130 inteqrasiyas\u0131 \u0259n\u0259n\u0259vi \u00fcsullardan m\u0259lumat \u0259sasl\u0131 d\u0259qiqliy\u0259 ke\u00e7id dem\u0259kdir. S\u0130 sisteml\u0259ri m\u00fc\u015ft\u0259ri qar\u015f\u0131l\u0131qlar\u0131, inventar s\u0259viyy\u0259l\u0259ri v\u0259 regional trendl\u0259rd\u0259n al\u0131nan b\u00f6y\u00fck veril\u0259nl\u0259r siyah\u0131lar\u0131n\u0131 t\u0259hlil ed\u0259r\u0259k \u015f\u0259xsi s\u0259viyy\u0259d\u0259 rezonans yaradan reklamlar\u0131 uy\u011funla\u015fd\u0131r\u0131r.<\/p>\n

\u018fsasda S\u0130 reklam optimalla\u015fd\u0131rmas\u0131 reklam yerl\u0259\u015fdirm\u0259si, taklif verm\u0259 v\u0259 m\u0259zmun f\u0259rdil\u0259\u015fdirm\u0259sinin m\u00fcr\u0259kk\u0259b prosesl\u0259rini avtomatla\u015fd\u0131r\u0131r. Bu, yaln\u0131z \u0259l il\u0259 n\u0259zar\u0259ti azald\u0131r, h\u0259m d\u0259 real vaxtda y\u00fcks\u0259k d\u0259y\u0259rli f\u00fcrs\u0259tl\u0259r\u0259 fokuslanaraq reklam x\u0259rcl\u0259rinin qaytar\u0131lmas\u0131 (ROAS) n\u0131 art\u0131r\u0131r. M\u0259s\u0259l\u0259n, S\u0130 tarixi sat\u0131\u015f m\u0259lumatlar\u0131na \u0259sas\u0259n pik al\u0131\u015f d\u00f6vrl\u0259rini proqnozla\u015fd\u0131ra bil\u0259r, Dollar General-\u0259 m\u0259kt\u0259b\u0259 qay\u0131d\u0131\u015f m\u00f6vs\u00fcmleri v\u0259 ya bayram qar\u0131\u015f\u0131ql\u0131qlar\u0131 kimi hadis\u0259l\u0259r zaman\u0131 reklam g\u00f6r\u00fcnm\u0259sini art\u0131rma\u011fa imkan verir. N\u0259tic\u0259d\u0259, istehlak\u00e7\u0131 d\u0259yi\u015fiklikl\u0259rin\u0259, m\u0259s\u0259l\u0259n, ekoloji t\u0259miz m\u0259hsullara qar\u015f\u0131 q\u0259fil \u00fcst\u00fcnl\u00fckl\u0259r\u0259 v\u0259 ya regional iqtisadi d\u0259yi\u015fiklikl\u0259r\u0259 tez reaksiya ver\u0259n daha \u00e7evik marketinq \u00e7\u0259r\u00e7iv\u0259si yaran\u0131r. Proqnozla\u015fd\u0131r\u0131c\u0131 analitikaya vur\u011fulama ed\u0259r\u0259k, S\u0130 art\u0131q m\u0259hsul y\u0131\u011f\u0131lmas\u0131 v\u0259 ya az t\u0259\u015fviqatla ba\u011fl\u0131 riskl\u0259ri azald\u0131r, davaml\u0131 art\u0131m\u0131 d\u0259st\u0259kl\u0259yir.<\/p>\n

Bundan \u0259lav\u0259, bu optimalla\u015fd\u0131rma strategiyas\u0131 etik veril\u0259nl\u0259r istifad\u0259sinin \u0259h\u0259miyy\u0259tini vur\u011fulay\u0131r, m\u0259xfilik qaydalar\u0131na uy\u011funlu\u011fu t\u0259min ed\u0259r\u0259k i\u00e7g\u00f6r\u00fcleri maksimumla\u015fd\u0131r\u0131r. Dollar General-in bel\u0259 texnologiyalar\u0131 q\u0259bul etm\u0259si r\u0259qibl\u0259rd\u0259n ir\u0259li \u00e7\u0131xma\u011fa imkan verir, m\u00fc\u015ft\u0259ri loyall\u0131\u011f\u0131n\u0131 art\u0131ran uy\u011fun v\u0259 vaxt\u0131nda t\u0259\u015fviql\u0259r t\u0259qdim ed\u0259r\u0259k. D\u0259rinl\u0259\u015fdikc\u0259, S\u0130-nin sad\u0259c\u0259 bir vasit\u0259 deyil, r\u0259q\u0259msal ilk d\u00f6vr\u00fcn inki\u015faf etm\u0259k ist\u0259y\u0259n p\u0259rak\u0259nd\u0259\u00e7il\u0259r \u00fc\u00e7\u00fcn strateji bir z\u0259rur\u0259t oldu\u011fu ayd\u0131nla\u015f\u0131r. Bu \u00fcmumi bax\u0131\u015f performans t\u0259hlili il\u0259 b\u00fcdc\u0259 avtomatla\u015fd\u0131rmas\u0131ndan tutmu\u015f u\u011furlu S\u0130 reklam optimalla\u015fd\u0131rmas\u0131n\u0131 t\u0259yin ed\u0259n x\u00fcsusi aspektl\u0259ri ara\u015fd\u0131rmaq \u00fc\u00e7\u00fcn m\u0259rh\u0259l\u0259 qurur.<\/p>\n

S\u0130 Reklam Optimalla\u015fd\u0131rmas\u0131n\u0131n \u018fsaslar\u0131n\u0131 Anlamaq<\/h2>\n

S\u0130 reklam optimalla\u015fd\u0131rmas\u0131 reklam veril\u0259nl\u0259rini emal etm\u0259k v\u0259 h\u0259r\u0259k\u0259t\u0259 ke\u00e7irm\u0259k \u00fc\u00e7\u00fcn ma\u015f\u0131n \u00f6yr\u0259nm\u0259 alqoritml\u0259rini inteqrasiya ed\u0259n \u0259sas elementl\u0259rinin m\u00f6hk\u0259m qavray\u0131\u015f\u0131ndan ba\u015flay\u0131r. Dollar General \u00fc\u00e7\u00fcn bu, xammal m\u00fc\u015ft\u0259ri veril\u0259nl\u0259rini h\u0259d\u0259fli kampaniyalar\u0131 idar\u0259 ed\u0259n praktiki i\u00e7g\u00f6r\u00fcy\u0259 \u00e7evirm\u0259k dem\u0259kdir. Statik reklam modell\u0259rind\u0259n f\u0259rqli olaraq, S\u0130 dinamik d\u00fcz\u0259li\u015fl\u0259r\u0259 imkan verir, h\u0259r qar\u015f\u0131l\u0131qdan \u00f6yr\u0259n\u0259r\u0259k g\u0259l\u0259c\u0259k n\u0259tic\u0259l\u0259ri t\u0259kmill\u0259\u015fdirir. Bu \u0259sas qat h\u0259r reklam dollar\u0131n\u0131n fiziki ma\u011fazalara qov\u015fulma art\u0131rma v\u0259 ya e-ticar\u0259t sat\u0131\u015flar\u0131n\u0131 art\u0131rma kimi \u00fcmumi biznes m\u0259qs\u0259dl\u0259rin\u0259 t\u00f6hf\u0259 verm\u0259sini t\u0259min edir.<\/p>\n

\u018fsas Komponentl\u0259r v\u0259 \u0130\u015ftirak Ed\u0259n Texnologiyalar<\/h3>\n

\u018fsas komponentl\u0259r\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259 modell\u0259ri, t\u0259bii dil emal\u0131 v\u0259 proqnozla\u015fd\u0131r\u0131c\u0131 analitika daxildir. M\u0259s\u0259l\u0259n, ma\u015f\u0131n \u00f6yr\u0259nm\u0259 alqoritml\u0259ri istehlak\u00e7\u0131 davran\u0131\u015f\u0131nda n\u00fcmun\u0259l\u0259ri m\u00fc\u0259yy\u0259n etm\u0259k \u00fc\u00e7\u00fcn petabayt veril\u0259nl\u0259ri siyah\u0131s\u0131n\u0131 el\u0259yir. Google-un Performance Max kimi v\u0259 ya Adobe Sensei kimi sat\u0131c\u0131lar\u0131n \u00f6z m\u00fclkiyy\u0259tind\u0259ki S\u0130 platformalar\u0131 bu \u0259m\u0259liyyatlar \u00fc\u00e7\u00fcn \u0259sas yarad\u0131r. Dollar General kontekstind\u0259 bu al\u0259tl\u0259r al\u0131\u015f tarix\u00e7\u0259l\u0259rini t\u0259hlil ed\u0259r\u0259k optimal reklam yarad\u0131c\u0131lar\u0131n\u0131 t\u0259klif ed\u0259 bil\u0259r, qiym\u0259tli v\u0259 \u0259l\u00e7atanl\u0131q kimi brend d\u0259y\u0259rl\u0259ri il\u0259 uy\u011funlu\u011fu t\u0259min edir.<\/p>\n

P\u0259rak\u0259nd\u0259 Sat\u0131\u015f M\u00fchitl\u0259ri \u00dc\u00e7\u00fcn Uy\u011funla\u015fd\u0131r\u0131lm\u0131\u015f Faydalar<\/h3>\n

Dollar General kimi p\u0259rak\u0259nd\u0259\u00e7il\u0259r \u00fc\u00e7\u00fcn faydalar \u00e7ox\u015fax\u0259lidir. S\u0130 optimalla\u015fd\u0131rmas\u0131 Gartner-in s\u0259naye hesabatlar\u0131na g\u00f6r\u0259 reklam israf\u0131n\u0131 30%-\u0259 q\u0259d\u0259r azald\u0131r, v\u0259saitl\u0259rin y\u00fcks\u0259k performansl\u0131 kanallara yenid\u0259n b\u00f6l\u00fc\u015fd\u00fcr\u00fclm\u0259sin\u0259 imkan verir. H\u0259m\u00e7inin r\u0259q\u0259msal toxunu\u015f n\u00f6qt\u0259l\u0259rind\u0259, sosial media-dan axtar\u0131\u015f m\u00fch\u0259rrikl\u0259rin\u0259 q\u0259d\u0259r brend uy\u011funlu\u011funu art\u0131r\u0131r, vahid m\u00fc\u015ft\u0259ri t\u0259cr\u00fcb\u0259sini formala\u015fd\u0131r\u0131r. Rutin v\u0259zif\u0259l\u0259ri avtomatla\u015fd\u0131raraq, marketinq komandalar\u0131 yarad\u0131c\u0131 strategiya \u00fc\u00e7\u00fcn vaxt qazan\u0131r, n\u0259tic\u0259d\u0259 daha y\u00fcks\u0259k qat\u0131lma nisb\u0259tl\u0259ri v\u0259 davaml\u0131 g\u0259lir art\u0131m\u0131 \u0259ld\u0259 edilir.<\/p>\n

\u00dcst\u00fcn N\u0259tic\u0259l\u0259r \u00dc\u00e7\u00fcn Real Vaxt Performans T\u0259hlilind\u0259n \u0130stifad\u0259 Etm\u0259k<\/h2>\n

Real vaxt performans t\u0259hlili S\u0130 reklam optimalla\u015fd\u0131rmas\u0131n\u0131n da\u015f k\u00f6\u015f\u0259si kimi qal\u0131r, kampaniya effektivliyi haqq\u0131nda an\u0131nda r\u0259y verir. Bu qabiliyy\u0259t Dollar General-\u0259 klikl\u0259r vasit\u0259sil\u0259 ke\u00e7id nisb\u0259tl\u0259ri (CTR) v\u0259 qat\u0131lma s\u0259viyy\u0259l\u0259ri kimi metrikalar\u0131 izl\u0259m\u0259y\u0259, kampaniya ortas\u0131nda d\u00f6n\u00fc\u015fl\u0259r\u0259 imkan verir. S\u0130 bird\u0259n \u00e7ox m\u0259nb\u0259d\u0259n, veb sayt<\/a> analitikas\u0131 v\u0259 sosial platformalardan axan veril\u0259nl\u0259ri emal ed\u0259r\u0259k reklam performans\u0131n\u0131n b\u00fct\u00fcnc\u00fcl g\u00f6r\u00fcn\u00fc\u015f\u00fcn\u00fc t\u0259qdim edir. Bel\u0259 t\u0259hlil p\u0259rak\u0259nd\u0259d\u0259 vacibdir, \u00e7\u00fcnki istehlak\u00e7\u0131 \u00fcst\u00fcnl\u00fckl\u0259ri hava v\u0259ziyy\u0259ti v\u0259 ya iqtisadi x\u0259b\u0259rl\u0259r kimi xarici faktorlardan tez d\u0259yi\u015f\u0259 bil\u0259r.<\/p>\n

T\u0259tbiq \u00dc\u00e7\u00fcn Al\u0259tl\u0259r v\u0259 Metodologiyalar<\/h3>\n

Effektiv al\u0259tl\u0259r\u0259 S\u0130 il\u0259 i\u015fl\u0259y\u0259n panel-l\u0259r daxildir, m\u0259s\u0259l\u0259n Optimizely-d\u0259n v\u0259 ya Google Analytics 4 il\u0259 x\u00fcsusi inteqrasiyalar. Metodologiyalar \u0259ld\u0259 etm\u0259 x\u0259rci (CPA) kimi \u0259sas performans g\u00f6st\u0259ricil\u0259rini (KPI) qurma\u011f\u0131 v\u0259 anomaliya a\u015fkarlama alqoritml\u0259ri il\u0259 izl\u0259m\u0259yi \u0259hat\u0259 edir. Dollar General \u00fc\u00e7\u00fcn bu al\u0259tl\u0259ri t\u0259tbiq etm\u0259k t\u0259\u015fviqatlara regional reklam reaksiyalar\u0131n\u0131 izl\u0259m\u0259k, a\u015fa\u011f\u0131 performansl\u0131 sah\u0259l\u0259rd\u0259n faydalanmaq \u00fc\u00e7\u00fcn real vaxtda taklifl\u0259ri d\u00fcz\u0259ltm\u0259k dem\u0259kdir.<\/p>\n

Konkret Metrikl\u0259rl\u0259 V\u0259ziyy\u0259t N\u00fcmun\u0259l\u0259ri<\/h3>\n

T\u0259s\u0259vv\u00fcr edin ki, S\u0130 real vaxt t\u0259hlili endirimli sat\u0131\u015f reklam\u0131 \u00fc\u00e7\u00fcn CTR-d\u0259 15% d\u00fc\u015f\u00fc\u015f\u00fc m\u00fc\u0259yy\u0259n edib. B\u00fcdc\u0259ni video<\/a> formatlara yenid\u0259n b\u00f6l\u00fc\u015fd\u00fcr\u0259r\u0259k, kampaniya saatlar \u0259rzind\u0259 \u00e7evirm\u0259l\u0259rd\u0259 25% art\u0131m \u0259ld\u0259 edib. McKinsey-in s\u0259naye m\u0259lumatlar\u0131 real vaxt S\u0130 t\u0259hlilind\u0259n istifad\u0259 ed\u0259n p\u0259rak\u0259nd\u0259\u00e7il\u0259rin orta ROAS yax\u015f\u0131la\u015fmas\u0131n\u0131 20% g\u00f6st\u0259rir. Dollar General \u00fc\u00e7\u00fcn bu milyonlarla q\u0259na\u0259t edil\u0259n reklam x\u0259rci v\u0259 art\u0131r\u0131lm\u0131\u015f ma\u011faza ziyar\u0259tl\u0259ri dem\u0259kdir, proaktiv izl\u0259m\u0259nin konkret t\u0259sirini n\u00fcmayi\u015f etdirir.<\/p>\n

S\u0130 \u0130\u00e7g\u00f6r\u00fcl\u0259ri Vasit\u0259sil\u0259 Qabaqc\u0131l Auditoriya Seqmentasiyas\u0131<\/h2>\n

S\u0130 vasit\u0259sil\u0259 auditoriya seqmentasiyas\u0131 davran\u0131\u015f, demografiya v\u0259 \u00fcst\u00fcnl\u00fckl\u0259r \u0259sas\u0131nda istehlak\u00e7\u0131lar\u0131 d\u0259qiq qruplara b\u00f6l\u0259r\u0259k h\u0259d\u0259fl\u0259m\u0259ni t\u0259kmill\u0259\u015fdirir. K\u0259nd v\u0259 \u015f\u0259h\u0259r \u0259halisi aras\u0131nda xil\u0259sli xidm\u0259t g\u00f6st\u0259r\u0259n Dollar General \u00fc\u00e7\u00fcn S\u0130 idar\u0259 olunan seqmentasiya reklamlar\u0131n do\u011fru \u015f\u0259xsl\u0259r\u0259 optimal vaxtlarda \u00e7atmas\u0131n\u0131 t\u0259min edir. Bu proses istifad\u0259\u00e7il\u0259ri qrupla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn klasterl\u0259\u015fm\u0259 alqoritml\u0259rind\u0259n istifad\u0259 edir, m\u00f6vs\u00fcmi al\u0131\u015f v\u0259rdi\u015fl\u0259ri v\u0259 ya loyall\u0131q proqram\u0131 qat\u0131lmalar\u0131 kimi inc\u0259likl\u0259ri a\u00e7\u0131r.<\/p>\n

Effektiv Seqmentasiya \u00dc\u00e7\u00fcn Veril\u0259nl\u0259r \u018fsasl\u0131 Strategiyalar<\/h3>\n

Strategiyalar birinci t\u0259r\u0259f veril\u0259nl\u0259rini \u00fc\u00e7\u00fcnc\u00fc t\u0259r\u0259f m\u0259nb\u0259l\u0259ri il\u0259 inteqrasiya etm\u0259yi, veril\u0259nl\u0259r siyah\u0131lar\u0131n\u0131 t\u0259mizl\u0259m\u0259k v\u0259 z\u0259nginl\u0259\u015fdirm\u0259k \u00fc\u00e7\u00fcn S\u0130 t\u0259tbiq etm\u0259yi \u0259hat\u0259 edir. \u018fm\u0259kda\u015fl\u0131q filtrl\u0259m\u0259 kimi texnikalar istifad\u0259\u00e7i maraqlar\u0131n\u0131 proqnozla\u015fd\u0131r\u0131r, seqmentasiya d\u0259qiqliyini art\u0131r\u0131r. Dollar General auditoriyan\u0131 g\u0259lir s\u0259viyy\u0259l\u0259ri v\u0259 ya m\u0259hsul kateqoriyalar\u0131 kimi faktorlara g\u00f6r\u0259 seqmentl\u0259\u015fdir\u0259 bil\u0259r, ail\u0259l\u0259r \u00fc\u00e7\u00fcn b\u00fcdc\u0259y\u0259 uy\u011fun yem\u0259k qit\u0259l\u0259ri kimi mesajlar\u0131 uy\u011funla\u015fd\u0131r\u0131r.<\/p>\n

Auditoriya Veril\u0259nl\u0259rin\u0259 \u018fsaslanan F\u0259rdil\u0259\u015fdirilmi\u015f Reklam T\u0259klifl\u0259ri<\/h3>\n

S\u0130 tez-tez ev t\u0259mizliyi ed\u0259n al\u0131\u015fl\u0131lara t\u0259mizlik vasit\u0259l\u0259ri t\u00f6vsiy\u0259 etm\u0259k kimi f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u0259klifl\u0259ri yaratmada \u00fcst\u00fcnd\u00fcr. Bu f\u0259rdil\u0259\u015fdirm\u0259 uy\u011funlu\u011fu art\u0131r\u0131r, Forreste<\/a>r-in t\u0259dqiqatlar\u0131 qat\u0131lmada 10-15% art\u0131m\u0131 g\u00f6st\u0259rir. Dollar General \u00fc\u00e7\u00fcn yerl\u0259 \u0259laq\u0259li t\u0259klifl\u0259r t\u0259klif etm\u0259k, m\u0259s\u0259l\u0259n ma\u011faza x\u00fcsusi kuponlar, d\u0259rhal v\u0259 hiper-h\u0259d\u0259fli mesajla\u015fd\u0131rma vasit\u0259sil\u0259 \u00e7evirm\u0259l\u0259ri art\u0131r\u0131r.<\/p>\n

S\u0130 \u0130stifad\u0259 Ed\u0259r\u0259k \u00c7evirm\u0259 Nisb\u0259tini Yax\u015f\u0131la\u015fd\u0131rma Strategiyalar\u0131<\/h2>\n

\u00c7evirm\u0259 nisb\u0259tinin yax\u015f\u0131la\u015fmas\u0131 S\u0130 reklam optimalla\u015fd\u0131rmas\u0131n\u0131n birba\u015fa n\u0259tic\u0259sidir, potensial m\u00fc\u015ft\u0259ril\u0259ri m\u0259lumatl\u0131l\u0131qdan al\u0131\u015fa y\u00f6n\u0259ltm\u0259y\u0259 fokuslan\u0131r. S\u0130 m\u00fc\u015ft\u0259ri s\u0259yah\u0259tind\u0259 s\u00fcrtm\u0259 n\u00f6qt\u0259l\u0259rini m\u00fc\u0259yy\u0259n edir, reklam m\u0259tni v\u0259 l\u0259ndinq s\u0259hif\u0259l\u0259ri kimi elementl\u0259ri optimalla\u015fd\u0131r\u0131r. Dollar General \u00fc\u00e7\u00fcn bu reklam klikl\u0259rind\u0259n ma\u011fazada \u00f6d\u0259ni\u015fl\u0259r\u0259 v\u0259 ya onlayn yoxlamalara q\u0259d\u0259r yollar\u0131 sad\u0259l\u0259\u015fdirm\u0259k, \u00fcmumi fonksiya s\u0259m\u0259r\u0259liliyini art\u0131r\u0131r.<\/p>\n

\u00c7evirm\u0259l\u0259ri v\u0259 ROAS-\u0131 Art\u0131rmaq \u00dc\u00e7\u00fcn Taktil\u0259r<\/h3>\n

Taktil\u0259r\u0259 S\u0130 il\u0259 i\u015fl\u0259y\u0259n A\/B testl\u0259m\u0259 daxildir, ki bu variant yarad\u0131lmas\u0131 v\u0259 qalibl\u0259rin se\u00e7ilm\u0259sini avtomatla\u015fd\u0131r\u0131r. \u00c7evirm\u0259 siqnall\u0259rin\u0259 \u0259saslanan dinamik qiym\u0259t d\u00fcz\u0259li\u015fl\u0259ri n\u0259tic\u0259l\u0259ri daha da art\u0131r\u0131r. ROAS-\u0131 art\u0131rmaq \u00fc\u00e7\u00fcn S\u0130 y\u00fcks\u0259k niyy\u0259tli auditoriyalara \u00fcst\u00fcnl\u00fck verir, eMarketer-in hesabat etdiyi kimi 35% \u00e7evirm\u0259 art\u0131m\u0131 verir. Dollar General bunlar\u0131 pik t\u0259l\u0259b zaman\u0131 maksimum t\u0259sir \u00fc\u00e7\u00fcn fla\u015ft sat\u0131\u015f reklamlar\u0131n\u0131 optimalla\u015fd\u0131rmaqla t\u0259tbiq ed\u0259 bil\u0259r.<\/p>\n

U\u011fur Metrikl\u0259rini \u00d6l\u00e7m\u0259k v\u0259 T\u0259krarlamaq<\/h3>\n

U\u011fur \u00f6l\u00e7m\u0259si \u00e7evirm\u0259 nisb\u0259ti (CR) v\u0259 ROAS kimi metrikl\u0259r\u0259 \u0259saslan\u0131r, S\u0130 panel-l\u0259ri il\u0259 izl\u0259nir. T\u0259krarlama n\u0259tic\u0259l\u0259r\u0259 \u0259saslanan r\u0259yl\u0259ndirm\u0259 d\u00f6vr\u0259l\u0259rini \u0259hat\u0259 edir, S\u0130 modell\u0259ri t\u0259kmill\u0259\u015fdirir. M\u0259s\u0259l\u0259n, kampaniya 5% CR \u0259ld\u0259 ets\u0259, lakin a\u015fa\u011f\u0131 ROAS seqmentl\u0259rin\u0259 h\u0259d\u0259fl\u0259nibs\u0259, S\u0130 yenid\u0259n b\u00f6l\u00fc\u015fd\u00fcr\u0259r\u0259k proqnozla\u015fd\u0131r\u0131lan 18% ROAS yax\u015f\u0131la\u015fmas\u0131n\u0131 verir, Dollar General-\u0259 miqdarla\u015fd\u0131r\u0131lm\u0131\u015f ir\u0259lil\u0259yi\u015f t\u0259qdim edir.<\/p>\n

S\u0130 \u00c7\u0259r\u00e7iv\u0259l\u0259rind\u0259 Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f B\u00fcdc\u0259 \u0130dar\u0259etm\u0259sini T\u0259tbiq Etm\u0259k<\/h2>\n

Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259si proqnozla\u015fd\u0131r\u0131lan performansa \u0259sas\u0259n kampaniyalar aras\u0131nda v\u0259saitl\u0259ri b\u00f6l\u00fc\u015fd\u00fcr\u0259r\u0259k resurs b\u00f6lg\u00fcs\u00fcn\u00fc sad\u0259l\u0259\u015fdirir. Bu t\u0259xminl\u0259ri aradan qald\u0131r\u0131r, Dollar General-in reklam investisiyalar\u0131n\u0131n proporsional qaytar\u0131lmas\u0131n\u0131 t\u0259min edir. S\u0130 alqoritml\u0259ri x\u0259rcl\u0259nm\u0259 s\u0259m\u0259r\u0259liliyini proqnozla\u015fd\u0131r\u0131r, bazar oynaql\u0131\u011f\u0131na real vaxtda uy\u011funla\u015f\u0131r.<\/p>\n

Avtomatla\u015fd\u0131rma \u00dc\u00e7\u00fcn Alqoritml\u0259r v\u0259 \u018fn Yax\u015f\u0131 T\u0259cr\u00fcb\u0259l\u0259r<\/h3>\n

Y\u00fcks\u0259k performansl\u0131 h\u0259r\u0259k\u0259tl\u0259ri m\u00fckafatland\u0131ran g\u00fccl\u0259ndirm\u0259 \u00f6yr\u0259nm\u0259si kimi alqoritml\u0259r takifl\u0259ri optimalla\u015fd\u0131r\u0131r. \u018fn yax\u015f\u0131 t\u0259cr\u00fcb\u0259l\u0259r\u0259 g\u00fcnd\u0259lik limitl\u0259r \u00fc\u00e7\u00fcn qoruyucular qurma v\u0259 ERP sisteml\u0259ri il\u0259 inteqrasiya daxildir. Dollar General \u00fc\u00e7\u00fcn m\u00f6vs\u00fcmi kampaniyalar \u00fc\u00e7\u00fcn b\u00fcdc\u0259l\u0259ri avtomatla\u015fd\u0131rmaq art\u0131q x\u0259rcl\u0259nm\u0259ni qar\u015f\u0131lad\u0131r, maliyy\u0259 disiplini saxlay\u0131r.<\/p>\n

P\u0259rak\u0259nd\u0259 Sat\u0131\u015f \u018fm\u0259liyyatlar\u0131 il\u0259 \u0130nteqrasiya<\/h3>\n

\u0130nteqrasiya reklam b\u00fcdc\u0259l\u0259rini inventar veril\u0259nl\u0259ri il\u0259 ba\u011flay\u0131r, a\u015fa\u011f\u0131 stoklu t\u0259\u015fviqatlar\u0131 avtomatik dayand\u0131r\u0131r. Deloitte i\u00e7g\u00f6r\u00fclerine g\u00f6r\u0259 bu sinerji b\u00fcdc\u0259 s\u0259m\u0259r\u0259liliyini 25% yax\u015f\u0131la\u015fd\u0131ra bil\u0259r. Dollar General reklam x\u0259rcl\u0259rini t\u0259chizat z\u0259nciri reall\u0131qlar\u0131 il\u0259 uy\u011funla\u015fd\u0131raraq faydalan\u0131r, \u0259m\u0259liyyat harmoniyas\u0131n\u0131 art\u0131r\u0131r.<\/p>\n

Dollar General S\u0130 Optimalla\u015fd\u0131rmas\u0131nda \u0130r\u0259li Yolun X\u0259rit\u0259sini \u00c7\u0259km\u0259k<\/h2>\n

S\u0130 texnologiyalar\u0131 inki\u015faf etdikc\u0259, Dollar General-in S\u0130 reklam optimalla\u015fd\u0131rmas\u0131n\u0131n g\u0259l\u0259c\u0259yi s\u0259s ticar\u0259ti v\u0259 art\u0131r\u0131lm\u0131\u015f reall\u0131q reklamlar\u0131 kimi yeni trendl\u0259rl\u0259 daha d\u0259rin inteqrasiyalarda dayan\u0131r. Strateji icra istedad v\u0259 infrastrukturaya davaml\u0131 investisiya t\u0259l\u0259b edir, yarad\u0131c\u0131 reklamlar \u00fc\u00e7\u00fcn generativ S\u0130 kimi yenilikl\u0259r\u0259 uy\u011funla\u015fma t\u0259min edir. Miqyaslana bil\u0259n h\u0259ll\u0259r\u0259 \u00fcst\u00fcnl\u00fck ver\u0259r\u0259k, Dollar General r\u0259qab\u0259t \u00fcst\u00fcnl\u00fckl\u0259rini saxlaya bil\u0259r, istehlak\u00e7\u0131 ehtiyaclar\u0131n\u0131 misilsiz d\u0259qiqlikl\u0259 proqnozla\u015fd\u0131r\u0131r. Bu ir\u0259li bax\u0131\u015f yana\u015fmas\u0131 cari qazanclar\u0131 t\u0259hl\u00fck\u0259sizl\u0259\u015fdirir v\u0259 eyni zamanda veril\u0259nl\u0259r m\u0259rk\u0259zli p\u0259rak\u0259nd\u0259 d\u00fcnyada eksponensial art\u0131m \u00fc\u00e7\u00fcn yol a\u00e7\u0131r.<\/p>\n

Bu m\u00fcr\u0259kk\u0259blikl\u0259rd\u0259 g\u0259zm\u0259kd\u0259 Alien Road biznesl\u0259ri S\u0130 reklam optimalla\u015fd\u0131rmas\u0131n\u0131 m\u0259nims\u0259m\u0259y\u0259 y\u00f6n\u0259ld\u0259n \u0259n yax\u015f\u0131 konsaltinq \u015firk\u0259ti kimi qal\u0131r. Bizim ekspertizam\u0131z Dollar General kimi p\u0259rak\u0259nd\u0259\u00e7il\u0259ri S\u0130-nin tam potensial\u0131n\u0131 transformasiya n\u0259tic\u0259l\u0259ri \u00fc\u00e7\u00fcn istifad\u0259 etm\u0259y\u0259 qadir edir. Reklam performans\u0131n\u0131z\u0131 y\u00fcks\u0259ltm\u0259k \u00fc\u00e7\u00fcn strateji konsaltasiya \u00fc\u00e7\u00fcn bu g\u00fcn Alien Road il\u0259 \u0259laq\u0259 saxlay\u0131n.<\/p>\n

Dollar General S\u0130 Optimalla\u015fd\u0131rmas\u0131 Haqq\u0131nda Tez-Tez Veril\u0259n Suallar<\/h2>\n

Dollar General kontekstind\u0259 S\u0130 reklam optimalla\u015fd\u0131rmas\u0131 n\u0259dir?<\/h3>\n

S\u0130 reklam optimalla\u015fd\u0131rmas\u0131 Dollar General \u00fc\u00e7\u00fcn marketinq kampaniyalar\u0131n\u0131n effektivliyini art\u0131rmaq \u00fc\u00e7\u00fcn s\u00fcni intellektd\u0259n istifad\u0259ni n\u0259z\u0259rd\u0259 tutur. Bu, real vaxt veril\u0259nl\u0259rin\u0259 \u0259saslanan reklam h\u0259d\u0259fl\u0259m\u0259sini, taklif verm\u0259sini v\u0259 m\u0259zmun d\u00fcz\u0259li\u015fl\u0259rini avtomatla\u015fd\u0131rman\u0131 \u0259hat\u0259 edir, p\u0259rak\u0259nd\u0259\u00e7iy\u0259 qiym\u0259t\u0259 h\u0259ssas istehlak\u00e7\u0131lara uy\u011fun t\u0259\u015fviql\u0259r t\u0259qdim etm\u0259y\u0259 v\u0259 \u00fcmumi kampaniya ROI-n\u0131 yax\u015f\u0131la\u015fd\u0131rma\u011fa k\u00f6m\u0259k edir.<\/p>\n

Dollar General real vaxt performans t\u0259hlilind\u0259n nec\u0259 faydalan\u0131r?<\/h3>\n

Dollar General real vaxt performans t\u0259hlilind\u0259n reklam metrikalar\u0131n\u0131 an\u0131nda izl\u0259y\u0259r\u0259k a\u015fa\u011f\u0131 performansl\u0131 kampaniyalara tez d\u00fcz\u0259li\u015fl\u0259r ed\u0259r\u0259k faydalan\u0131r. Bu daha y\u00fcks\u0259k qat\u0131lmaya v\u0259 israf\u0131n azalmaya apar\u0131r, r\u0259q\u0259msal kanallarda m\u00fc\u015ft\u0259ri qar\u015f\u0131l\u0131qlar\u0131na S\u0130 idar\u0259 olunan i\u00e7g\u00f6r\u00fcl\u0259r vasit\u0259sil\u0259 potensial ROAS art\u0131mlar\u0131n\u0131 20%-\u0259 q\u0259d\u0259r t\u0259min edir.<\/p>\n

Dollar General-in S\u0130 strategiyas\u0131 \u00fc\u00e7\u00fcn auditoriya seqmentasiyas\u0131 niy\u0259 vacibdir?<\/h3>\n

Auditoriya seqmentasiyas\u0131 vacibdir, \u00e7\u00fcnki Dollar General-\u0259 k\u0259nd ail\u0259l\u0259ri v\u0259 ya \u015f\u0259h\u0259r commuters kimi x\u00fcsusi qruplara reklamlar\u0131 uy\u011funla\u015fd\u0131rma\u011fa imkan verir, al\u0131\u015f n\u00fcmun\u0259l\u0259rini t\u0259hlil etm\u0259k \u00fc\u00e7\u00fcn S\u0130-d\u0259n istifad\u0259 edir. Bu d\u0259qiqlik uy\u011funlu\u011fu art\u0131r\u0131r, geni\u015f h\u0259d\u0259fl\u0259m\u0259 yana\u015fmalar\u0131na nisb\u0259t\u0259n 10-15% daha y\u00fcks\u0259k \u00e7evirm\u0259 nisb\u0259tl\u0259ri verir.<\/p>\n

Dollar General-d\u0259 \u00e7evirm\u0259 nisb\u0259tini yax\u015f\u0131la\u015fd\u0131rmaq \u00fc\u00e7\u00fcn S\u0130 hans\u0131 strategiyalar t\u0259klif edir?<\/h3>\n

S\u0130 f\u0259rdil\u0259\u015fdirilmi\u015f t\u00f6vsiy\u0259l\u0259r v\u0259 dinamik reklam testl\u0259m\u0259 kimi strategiyalar t\u0259klif edir, y\u00fcks\u0259k niyy\u0259tli istifad\u0259\u00e7il\u0259ri al\u0131\u015fa y\u00f6n\u0259ltm\u0259k \u00fc\u00e7\u00fcn m\u00fc\u0259yy\u0259n edir. Dollar General \u00fc\u00e7\u00fcn bu t\u0259\u015fviqat d\u00f6vrl\u0259rind\u0259 s\u0259b\u0259t t\u0259rk etm\u0259 azald\u0131lmas\u0131 kimi metrikl\u0259r\u0259 fokuslanaraq \u00e7evirm\u0259 nisb\u0259tl\u0259rini 25-35% y\u00fcks\u0259ld\u0259 bil\u0259r.<\/p>\n

Dollar General-in reklam\u0131nda avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259si nec\u0259 i\u015fl\u0259yir?<\/h3>\n

Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259si performans proqnozlar\u0131na \u0259saslanan S\u0130 alqoritml\u0259rind\u0259n istifad\u0259 ed\u0259r\u0259k v\u0259saitl\u0259ri b\u00f6lg\u0259l\u0259\u015fdirir, takifl\u0259ri real vaxtda d\u00fcz\u0259ldir. Dollar General \u00fc\u00e7\u00fcn bu y\u00fcks\u0259k ROI kampaniyalar\u0131nda s\u0259m\u0259r\u0259li x\u0259rcl\u0259nm\u0259 t\u0259min edir, pik m\u00f6vs\u00fcml\u0259rd\u0259 g\u00f6r\u00fcnm\u0259ni saxlayaraq reklam b\u00fcdc\u0259l\u0259rind\u0259 25% q\u0259na\u0259t ed\u0259 bil\u0259r.<\/p>\n

Dollar General m\u00fc\u015ft\u0259ril\u0259ri \u00fc\u00e7\u00fcn f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u0259klifl\u0259rind\u0259 S\u0130-nin rolu n\u0259dir?<\/h3>\n

S\u0130 m\u00fc\u015ft\u0259ri veril\u0259nl\u0259rini t\u0259hlil ed\u0259r\u0259k tez-tez al\u0131nan m\u0259hsullarda endirim x\u0259b\u0259rdarl\u0131qlar\u0131 kimi uy\u011funla\u015fd\u0131r\u0131lm\u0131\u015f reklam t\u0259klifl\u0259ri yarad\u0131r. Bu f\u0259rdil\u0259\u015fdirm\u0259 Dollar General \u00fc\u00e7\u00fcn m\u00fc\u015ft\u0259ri m\u0259mnuniyy\u0259tini art\u0131r\u0131r, kontekstual uy\u011fun mesajla\u015fd\u0131rma vasit\u0259sil\u0259 klikl\u0259r vasit\u0259sil\u0259 ke\u00e7id nisb\u0259tl\u0259rind\u0259 15% art\u0131m t\u0259min edir.<\/p>\n

Dollar General ROAS yax\u015f\u0131la\u015fmalar\u0131n\u0131 S\u0130 optimalla\u015fd\u0131rmas\u0131ndan nec\u0259 \u00f6l\u00e7\u0259 bil\u0259r?<\/h3>\n

Dollar General S\u0130 analitika al\u0259tl\u0259rind\u0259n istifad\u0259 ed\u0259r\u0259k h\u0259r reklam dollar\u0131 x\u0259rcl\u0259n\u0259n g\u0259liri izl\u0259y\u0259r\u0259k ROAS-\u0131 \u00f6l\u00e7\u0259 bil\u0259r. Referanslar S\u0130 optimalla\u015fd\u0131r\u0131lm\u0131\u015f kampaniyalar\u0131n 18-20% daha y\u00fcks\u0259k ROAS \u0259ld\u0259 etdiyini g\u00f6st\u0259rir, panel-l\u0259r kanallar aras\u0131nda atribusiyan\u0131n detall\u0131 par\u00e7alanmas\u0131n\u0131 t\u0259qdim edir.<\/p>\n

Dollar General-d\u0259 S\u0130 reklam optimalla\u015fd\u0131rmas\u0131n\u0131 t\u0259tbiq etm\u0259kd\u0259 hans\u0131 \u00e7\u0259tinlikl\u0259r var?<\/h3>\n

\u00c7\u0259tinlikl\u0259r\u0259 veril\u0259nl\u0259r m\u0259xfilik uy\u011funlu\u011fu v\u0259 k\u00f6hn\u0259 sisteml\u0259rl\u0259 inteqrasiya daxildir. Dollar General bunlar\u0131 t\u0259hl\u00fck\u0259siz S\u0130 platformalar\u0131n\u0131 q\u0259bul ed\u0259r\u0259k h\u0259ll edir, riskl\u0259ri azaldaraq vaxtla davaml\u0131 performans qazanclar\u0131n\u0131 t\u0259min edir.<\/p>\n

Dollar General niy\u0259 indi reklam \u00fc\u00e7\u00fcn S\u0130-y\u0259 investisiya etm\u0259lidir?<\/h3>\n

\u0130ndi investisiya etm\u0259k Dollar General-\u0259 r\u0259q\u0259msal p\u0259rak\u0259nd\u0259 s\u00fcr\u00fc\u015fm\u0259sind\u0259 r\u0259qibl\u0259rd\u0259n ir\u0259li qalma\u011fa imkan verir, S\u0130 30% reklam israf\u0131 azald\u0131lmas\u0131 kimi d\u0259rhal s\u0259m\u0259r\u0259l\u0259likl\u0259r t\u0259qdim edir. Uzunm\u00fcdd\u0259tli olaraq, bazar d\u0259yi\u015fiklikl\u0259rin\u0259 qar\u015f\u0131 davaml\u0131 strategiyalar qurur, bazar pay\u0131n\u0131 t\u0259hl\u00fck\u0259sizl\u0259\u015fdirir.<\/p>\n

S\u0130 Dollar General reklamlar\u0131 \u00fc\u00e7\u00fcn real vaxt takif verm\u0259sini nec\u0259 g\u00fccl\u0259ndirir?<\/h3>\n

S\u0130 real vaxt takif verm\u0259sini auksion n\u0259tic\u0259l\u0259rini proqnozla\u015fd\u0131raraq v\u0259 yerl\u0259\u015fdirm\u0259l\u0259rd\u0259n millisaniy\u0259l\u0259r \u0259vv\u0259l takifl\u0259ri d\u00fcz\u0259ld\u0259r\u0259k g\u00fccl\u0259ndirir. Dollar General \u00fc\u00e7\u00fcn bu optimal x\u0259rcl\u0259rl\u0259 \u0259sas reklam yerl\u0259rini t\u0259min edir, g\u00f6r\u00fcnm\u0259yi yax\u015f\u0131la\u015fd\u0131r\u0131r v\u0259 proqramatik reklamda 22% s\u0259m\u0259r\u0259liliyi art\u0131r\u0131r.<\/p>\n

Dollar General-in auditoriya seqmentasiyas\u0131 \u00fc\u00e7\u00fcn S\u0130 hans\u0131 veril\u0259nl\u0259r m\u0259nb\u0259l\u0259rind\u0259n istifad\u0259 edir?<\/h3>\n

S\u0130 tranzaksiya tarix\u00e7\u0259l\u0259ri, loyall\u0131q proqram\u0131 veril\u0259nl\u0259ri v\u0259 geo-lokasiya m\u0259lumatlar\u0131 kimi m\u0259nb\u0259l\u0259rd\u0259n seqmentasiya \u00fc\u00e7\u00fcn istifad\u0259 edir. Bu h\u0259rt\u0259r\u0259fli yana\u015fma Dollar General-\u0259 inc\u0259 seqmentl\u0259r yaratma\u011fa imkan verir, reklam d\u0259qiqliyini v\u0259 m\u00fc\u015ft\u0259ri saxlama nisb\u0259tl\u0259rini art\u0131r\u0131r.<\/p>\n

Dollar General-d\u0259 S\u0130 reklam optimalla\u015fd\u0131rmas\u0131na nec\u0259 ba\u015flamaq olar?<\/h3>\n

M\u00f6vcud kampaniyalar\u0131 auditl\u0259 ba\u015flay\u0131n, ma\u015f\u0131n \u00f6yr\u0259nm\u0259 platformalar\u0131 kimi S\u0130 al\u0259tl\u0259rini se\u00e7in v\u0259 komandalar\u0131 t\u0259liml\u0259 edin. Dollar General ki\u00e7ik miqyasl\u0131 t\u0259tbiql\u0259ri pilot olaraq ba\u015flaya bil\u0259r, CTR yax\u015f\u0131la\u015fmalar\u0131 kimi metrikl\u0259r\u0259 \u0259sas\u0259n miqyasland\u0131raraq m\u00f6hk\u0259m optimalla\u015fd\u0131rma \u00e7\u0259r\u00e7iv\u0259sini qura bil\u0259r<\/p>\n","protected":false},"excerpt":{"rendered":"

R\u0259qab\u0259tli p\u0259rak\u0259nd\u0259 sat\u0131\u015f land\u015faft\u0131nda Dollar General uzun m\u00fcdd\u0259td\u0259n qiym\u0259t\u0259 y\u00f6n\u0259lmi\u015f istehlak\u00e7\u0131lar \u00fc\u00e7\u00fcn g\u00fcnd\u0259lik \u0259sas ehtiyaclar \u00fczr\u0259 sabit bir m\u0259rk\u0259z olmu\u015fdur. R\u0259q\u0259msal reklam\u0131n inki\u015faf etm\u0259si il\u0259 S\u00dcNI \u0130NTELLEKT reklam optimalla\u015fd\u0131rmas\u0131 \u0259m\u0259liyyat s\u0259m\u0259r\u0259liliyini v\u0259 m\u00fc\u015ft\u0259ri qat\u0131lmas\u0131n\u0131 g\u00fccl\u0259ndirm\u0259k \u00fc\u00e7\u00fcn \u0259sas bir vasit\u0259 kimi ortaya \u00e7\u0131x\u0131r. Bu yana\u015fma s\u00fcni intellektd\u0259n istifad\u0259 ed\u0259r\u0259k reklam kampaniyalar\u0131n\u0131 t\u0259kmill\u0259\u015fdirir, t\u0259\u015fviqat t\u0259\u015f\u0259bb\u00fcsl\u0259rinin istehlak\u00e7\u0131 davran\u0131\u015flar\u0131 […]<\/p>\n","protected":false},"author":1,"featured_media":54529,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1204],"tags":[546],"class_list":["post-59504","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-optimization-2","tag-ai-3"],"acf":[],"_links":{"self":[{"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/59504","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/comments?post=59504"}],"version-history":[{"count":1,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/59504\/revisions"}],"predecessor-version":[{"id":59507,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/59504\/revisions\/59507"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/media\/54529"}],"wp:attachment":[{"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/media?parent=59504"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/categories?post=59504"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/tags?post=59504"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}