{"id":92721,"date":"2020-08-30T07:42:10","date_gmt":"2020-08-30T05:42:10","guid":{"rendered":"https:\/\/prohoster.info\/blog\/administrirovanie\/grafana-zabbix-vizualizacziya-raboty-proizvodstvennoj-linii"},"modified":"2020-08-30T07:42:10","modified_gmt":"2020-08-30T05:42:10","slug":"grafana-zabbix-vizualizacziya-raboty-proizvodstvennoj-linii","status":"publish","type":"post","link":"https:\/\/prohoster.info\/ro\/blog\/administrirovanie\/grafana-zabbix-vizualizacziya-raboty-proizvodstvennoj-linii","title":{"rendered":"Grafana+Zabbix: Vizualizarea func\u021bion\u0103rii liniei de produc\u021bie","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>\u00cen acest articol, vreau s\u0103 \u00eemp\u0103rt\u0103\u0219esc experien\u021ba utiliz\u0103rii sistemelor open source Zabbix \u0219i Grafana pentru vizualizarea func\u021bion\u0103rii liniilor de produc\u021bie. Informa\u021bia poate fi util\u0103 celor care caut\u0103 o modalitate rapid\u0103 de a vizualiza sau analiza datele colectate \u00een proiectele de automatizare industrial\u0103 sau IoT. Articolul nu este un ghid detaliat, ci mai degrab\u0103 o conceptie a unui sistem de monitorizare bazat pe software liber pentru o \u00eentreprindere de produc\u021bie. <\/p>\n<p><noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h2 id=\"instrumentariy\">Instrumentar<\/h2>\n<p><\/p>\n<p><strong>Zabbix <\/strong>\u2013 \u00eel folosim de mult timp pentru monitorizarea infrastructurii IT a fabricii. Sistemul s-a dovedit at\u00e2t de convenabil \u0219i versatil, \u00eenc\u00e2t am \u00eenceput s\u0103 introducem date din liniile de produc\u021bie, senzorii \u0219i controalele. Aceasta ne-a permis s\u0103 str\u00e2ngem toate datele metrice \u00eentr-un singur loc, s\u0103 realiz\u0103m grafice simple ale consumului de resurse \u0219i performan\u021bei echipamentului, \u00eens\u0103 ne-a lipsit analiza \u0219i graficele frumoase.<\/p>\n<p><\/p>\n<p><strong>Grafana <\/strong>\u2013 este un instrument puternic pentru analiz\u0103 \u0219i vizualizare a datelor. Num\u0103rul mare de pluginuri permite extragerea datelor din diverse surse (zabbix, clickhouse, influxDB), prelucrarea acestora \u00een timp real (calcularea mediei, sumei, diferen\u021bei etc.) \u0219i crearea de grafice variate (de la simple linii, indicatoare, tabele p\u00e2n\u0103 la scheme complexe).<\/p>\n<p><\/p>\n<p><strong>Draw.io<\/strong> \u2013 un serviciu care permite \u00een editorul online s\u0103 creezi de la un diagram\u0103 simpl\u0103 p\u00e2n\u0103 la planuri ale \u00eenc\u0103perilor. Exist\u0103 multe \u0219abloane gata f\u0103cute \u0219i obiecte desenate. Datele pot fi exportate \u00een toate formatele grafice principale sau xml. <\/p>\n<p><\/p>\n<h2 id=\"sobiraem-vse-vmeste\">Adun\u0103m totul laolalt\u0103<\/h2>\n<p><\/p>\n<p>S-au scris multe articole despre cum s\u0103 instalezi \u0219i s\u0103 configurezi Grafana \u0219i Zabbix, voi vorbi despre principalele aspecte ale configur\u0103rii. <\/p>\n<p><\/p>\n<p>Pe Zabbix <a class=\"wpil_keyword_link\" href=\"https:\/\/prohoster.info\/ro\/server\/dts-dronten\/\"   title=\"server\" data-wpil-keyword-link=\"linked\"  data-wpil-monitor-id=\"2595\">server<\/a> se creeaz\u0103 un \u201enod de re\u021bea\u201d (host), care va avea \u201eelemente de date\u201d (item) cu metrici de la senzorii no\u0219tri. Numele nodurilor \u0219i ale elementelor de date ar trebui planificate din timp \u0219i s\u0103 fie c\u00e2t mai structurate, deoarece le vom accesa din Grafana prin expresii regulate. Aceast\u0103 abordare este convenabil\u0103 deoarece permite ob\u021binerea datelor dintr-un grup de elemente cu o singur\u0103 interogare. <\/p>\n<p><\/p>\n<p>Pentru configurarea Grafana, va fi necesar\u0103 instalarea unor pluginuri suplimentare: <\/p>\n<p><\/p>\n<ul>\n<li>Zabbix by Alexander Zobnin (alexanderzobnin-zabbix-app) \u2013 integrare cu Zabbix<\/li>\n<li>natel-discrete-panel \u2013 plugin pentru vizualizarea discret\u0103 pe un grafic orizontal<\/li>\n<li>pierosavi-imageit-panel \u2013 plugin pentru afi\u0219area datelor peste o imagine personalizat\u0103<\/li>\n<li>agenty-flowcharting-panel \u2013 plugin pentru vizualizarea dinamic\u0103 a diagramelor din draw.io<\/li>\n<\/ul>\n<p><\/p>\n<p>Integr\u0103rile cu Zabbix sunt configurate \u00een Grafana, \u00een meniul ConfigurationData sourcesZabbix. Aici trebuie s\u0103 specifica\u021bi adresa API a serverului Zabbix, pentru mine aceasta este <noindex><a rel=\"nofollow\" href=\"http:\/\/zabbix.local\/zabbix\/api_jsonrpc.php\">http:\/\/zabbix.local\/zabbix\/api_jsonrpc.php<\/a><\/noindex>, \u0219i numele de utilizator cu parola pentru acces. Dac\u0103 totul este configurat corect, la salvarea set\u0103rilor va ap\u0103rea un mesaj cu num\u0103rul versiunii API: zabbix API version: 5.0.1<\/p>\n<p><\/p>\n<h3 id=\"sozdaem-dashboard\">Cre\u0103m un Dashboard<\/h3>\n<p><\/p>\n<p>Aici \u00eencepe magia Grafana \u0219i a pluginurilor sale. <\/p>\n<p><\/p>\n<p><strong>Pluginul natel-discrete-panel<\/strong><br \/>\nAvem date despre st\u0103rile motoarelor de pe linii (func\u021bioneaz\u0103 = 1, nu func\u021bioneaz\u0103 = 0). Folosind graficul discrect, putem s\u0103 desen\u0103m o scar\u0103 pe care va fi vizibil: starea motorului, c\u00e2t timp a func\u021bionat \u00een minute\/ore sau % \u0219i c\u00e2t de des a fost pornit. <\/p>\n<p><\/p>\n<p><img decoding=\"async\" alt=\"Grafana+Zabbix: Vizualizarea func\u021bion\u0103rii liniei de produc\u021bie\" src=\"\/wp-content\/uploads\/2020\/08\/30d31d897758f2116d07ec957866bf03.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<em>Vizualizarea st\u0103rilor motoarelor<\/em><\/p>\n<p><\/p>\n<p>\u00cen opinia mea, acesta este unul dintre cele mai bune grafice pentru vizualizarea performan\u021bei echipamentului. Este imediat evident c\u00e2t timp este neutilizat, \u00een ce moduri func\u021bioneaz\u0103 mai des. Datele pot fi multe, exist\u0103 posibilitatea de agregare pe intervale, transformare pe valori (dac\u0103 valoarea este \u201e1\u201d, afi\u0219eaz\u0103 ca \u201eON\u201d)<\/p>\n<p><\/p>\n<p><strong>Pluginul pierosavi-imageit-panel<\/strong><\/p>\n<p><\/p>\n<p>Imageit este convenabil de utilizat c\u00e2nd ave\u021bi deja un plan sau o diagram\u0103 desenat\u0103 pe care vre\u021bi s\u0103 suprapune\u021bi datele de la senzor. \u00cen set\u0103rile de vizualizare, trebuie s\u0103 specifica\u021bi adresa url a imaginii \u0219i s\u0103 ad\u0103uga\u021bi elementele de senzor necesare. Elementul apare pe imagine \u0219i poate fi plasat \u00een locul dorit cu mouse-ul.<\/p>\n<p><\/p>\n<p><img decoding=\"async\" alt=\"Grafana+Zabbix: Vizualizarea func\u021bion\u0103rii liniei de produc\u021bie\" src=\"\/wp-content\/uploads\/2020\/08\/a4fdbc44aee91c45787f1b210b1ee74e.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<em>Schema cuptorului cu metrici de temperatur\u0103 \u0219i presiune<\/em><\/p>\n<p><\/p>\n<p><strong>Pluginul agenty-flowcharting-panel<\/strong><\/p>\n<p><\/p>\n<p>A\u0219 dori s\u0103 discut mai \u00een detaliu despre crearea vizualiz\u0103rii FlowCharting, deoarece este un instrument incredibil de func\u021bional. Acesta permite crearea unei scheme dinamice, iar elementele acesteia vor reac\u021biona la valorile metricilor (schimbarea culorii, pozi\u021biei, denumirii etc.). <\/p>\n<p><\/p>\n<h3 id=\"poluchenie-dannyh\">Ob\u021binerea de date<\/h3>\n<p><\/p>\n<p>Crearea oric\u0103rui element de vizualizare \u00een Grafana \u00eencepe cu o interogare de date din surs\u0103, \u00een cazul nostru Zabbix. Prin interog\u0103ri, trebuie s\u0103 ob\u021binem toate metricile pe care dorim s\u0103 le utiliz\u0103m \u00een diagram\u0103. Detaliile metricilor sunt numele elementelor de date din Zabbix, put\u00e2nd specifica fie o metric\u0103 separat\u0103, fie un grup de metrici cu filtrare prin expresii regulate. \u00cen exemplul meu, c\u00e2mpul Item con\u021bine expresia: \"\\\/(^linie 1)|(prezen\u021b\u0103)|(dovlecel)\\\/\" \u2014 aceasta \u00eenseamn\u0103: selecteaz\u0103 toate metricile al c\u0103ror nume \u00eencepe strict cu \"linie 1\" sau con\u021bine cuv\u00e2ntul \"prezen\u021b\u0103\" sau cuv\u00e2ntul \"dovlecel\".<\/p>\n<p><\/p>\n<p><img decoding=\"async\" alt=\"Grafana+Zabbix: Vizualizarea func\u021bion\u0103rii liniei de produc\u021bie\" src=\"\/wp-content\/uploads\/2020\/08\/44e6735f25726a8d70a78b42e98e00f6.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<em>Exemplu de configurare a unei interog\u0103ri de date despre motoarele din prima linie \u0219i disponibilitatea materiei prime.<\/em><\/p>\n<p><\/p>\n<h3 id=\"preobrazovanie-dannyh\">Transformarea datelor<\/h3>\n<p><\/p>\n<p>Datele ini\u021biale nu sunt \u00eentotdeauna \u00een forma \u00een care trebuie s\u0103 le afi\u0219\u0103m. De exemplu, avem date despre greutatea produsului \u00een rezervor (kg) la fiecare minut \u0219i trebuie s\u0103 afi\u0219\u0103m viteza de umplere \u00een t\/h. Fac asta \u00een felul urm\u0103tor: iau datele despre greutate \u0219i le transform prin func\u021bia delta din Grafana, care calculeaz\u0103 diferen\u021ba \u00eentre valorile metricii, astfel greutatea curent\u0103 devine kg\/min. Apoi \u00eenmul\u021besc cu 0.06 pentru a converti rezultatul \u00een tone\/or\u0103. Deoarece metrica greut\u0103\u021bii este utilizat\u0103 \u00een mai multe interog\u0103ri, \u00eei ofer un nou alias (setAlias) \u0219i \u00eel voi folosi \u00een regula de vizualizare. <\/p>\n<p><\/p>\n<p><img decoding=\"async\" alt=\"Grafana+Zabbix: Vizualizarea func\u021bion\u0103rii liniei de produc\u021bie\" src=\"\/wp-content\/uploads\/2020\/08\/0ea3c61d1e8ac9cbe5412c854fe8dad6.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<em>Exemplu de utilizare a parametrului delta \u0219i a multiplicatorului, precum \u0219i redenumirea metricii \u00een interogare.<\/em><\/p>\n<p><\/p>\n<p>Iat\u0103 un alt exemplu de transformare a datelor: a trebuit s\u0103 calculez num\u0103rul de porniri (\u00eenceputul ciclului = pornirea motorului). Metrica se calculeaz\u0103 pe baza st\u0103rii motorului &quot;linie 1 \u2014 pomp\u0103 de evacuare din rezervorul 1 (stare)&quot;. Transformarea: datele metricii ini\u021biale sunt schimbate prin func\u021bia delta (diferen\u021ba valorilor), astfel \u00eenc\u00e2t \u00een metric\u0103 va ap\u0103rea valoarea \u201e+1\u201d pentru pornirea motorului, \u201e-1\u201d pentru oprire \u0219i \u201e0\u201d c\u00e2nd motorul nu \u00ee\u0219i schimb\u0103 starea. Apoi elimin toate valorile mai mici de 1 \u0219i le sumarez. Ca rezultat, ob\u021bin num\u0103rul de porniri ale motorului. <\/p>\n<p><\/p>\n<p><img decoding=\"async\" alt=\"Grafana+Zabbix: Vizualizarea func\u021bion\u0103rii liniei de produc\u021bie\" src=\"\/wp-content\/uploads\/2020\/08\/cfedff7cbdd1f1dfaaf529ebc23d2151.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<em>Exemplu de transformare a datelor din starea curent\u0103 \u00een num\u0103rul de porniri.<\/em><\/p>\n<p><\/p>\n<h3 id=\"teper-pro-samu-vizualizaciyu\">Acum despre vizualizare.<\/h3>\n<p><\/p>\n<p>\u00cen set\u0103rile de afi\u0219are exist\u0103 un buton \u201eEdit Draw\u201d, care deschide editorul \u00een care se poate desena un diagram\u0103. Fiecare obiect din diagram\u0103 are propriile sale parametrii. De exemplu, dac\u0103 se specific\u0103 set\u0103rile fontului \u00een editor, acestea se vor aplica vizualiz\u0103rii datelor \u00een Grafana. <\/p>\n<p><\/p>\n<p><img decoding=\"async\" alt=\"Grafana+Zabbix: Vizualizarea func\u021bion\u0103rii liniei de produc\u021bie\" src=\"\/wp-content\/uploads\/2020\/08\/fb0936ef47a6cf55417784b60f744488.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<em>A\u0219a arat\u0103 editorul \u00een Draw.io<\/em><\/p>\n<p><\/p>\n<p>Dup\u0103 salvarea diagramei, aceasta va ap\u0103rea \u00een Grafana, iar regulile de modificare a elementelor pot fi create. <\/p>\n<p><\/p>\n<p>\u00cen parametrii () indic\u0103m: <\/p>\n<p><\/p>\n<ul>\n<li>Options \u2014 se stabile\u0219te numele regulii (Rule name), denumirea sau pseudonimul metricii, datele c\u0103reia vor fi folosite (Apply to metrics). Tipul de agregare a datelor (Aggregation) influen\u021beaz\u0103 rezultatul final al metricii; astfel, Last \u2014 \u00eenseamn\u0103 c\u0103 va fi selectionat\u0103 ultima valoare, avg \u2014 valoarea medie pe perioada selectat\u0103 \u00een col\u021bul din dreapta sus.<\/li>\n<li>Thresholds \u2014 parametrul valorilor de prag, descrie logica aplic\u0103rii culorii, adic\u0103 culoarea selectat\u0103 va fi aplicat\u0103 elementelor din diagram\u0103 \u00een func\u021bie de datele metricii. \u00cen exemplul meu, c\u00e2nd valoarea metricilor este \u201e0\u201d \u2014 starea \u201eOk\u201d va fi verde, iar pentru valoarea \u201e&gt;1\u201d starea Critical va fi ro\u0219ie.<\/li>\n<li>Color\/Tooltip Mappings\u201d \u0219i \u201eLabel\/Text Mappings\u201d \u2014 alegerea elementului din diagram\u0103 \u0219i scenariul comportamentului s\u0103u. \u00cen primul scenariu, obiectul va fi colorat, iar \u00een al doilea \u2014 va fi text cu date din metric\u0103. Pentru a selecta obiectul din diagram\u0103, trebuie s\u0103 ap\u0103sa\u021bi semnul lan\u021bului \u0219i s\u0103 face\u021bi clic pe diagram\u0103.<\/li>\n<\/ul>\n<p><\/p>\n<p><img decoding=\"async\" alt=\"Grafana+Zabbix: Vizualizarea func\u021bion\u0103rii liniei de produc\u021bie\" src=\"\/wp-content\/uploads\/2020\/08\/3ae4087a237cebe7c93b43bdbd0f269b.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<em>\u00cen acest exemplu, colorez pompa \u0219i s\u0103geata ei \u00een ro\u0219u dac\u0103 func\u021bioneaz\u0103 \u0219i \u00een verde dac\u0103 nu.<\/em> <\/p>\n<p><\/p>\n<p>Cu ajutorul pluginului flowcharting, am reu\u0219it s\u0103 desenez diagrama \u00eentregii linii, pe care:<\/p>\n<p><\/p>\n<ol>\n<li>se schimb\u0103 culoarea agregatelor \u00een func\u021bie de statusul lor.<\/li>\n<li>exist\u0103 o alarm\u0103 pentru absen\u021ba produsului \u00een recipiente.<\/li>\n<li>este afisat setarea frecven\u021belor motoarelor. <\/li>\n<li>viteza de umplere\/golire a primului rezervor.<\/li>\n<li>se num\u0103r\u0103 num\u0103rul de cicluri de func\u021bionare ale liniei (amestecuri).<\/li>\n<\/ol>\n<p><\/p>\n<p><img decoding=\"async\" alt=\"Grafana+Zabbix: Vizualizarea func\u021bion\u0103rii liniei de produc\u021bie\" src=\"\/wp-content\/uploads\/2020\/08\/dcecf15c2de301c73408452719f895f3.png\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<em>Vizualizarea func\u021bion\u0103rii liniei de produc\u021bie.<\/em><\/p>\n<p><\/p>\n<h2 id=\"rezultat\">Rezultatul<\/h2>\n<p><\/p>\n<p>Cea mai dificil\u0103 parte pentru mine a fost ob\u021binerea datelor de la controlere. Datorit\u0103 versatilit\u0103\u021bii Zabbix \u00een obtinerea datelor \u0219i flexibilit\u0103\u021bii Grafana prin intermediul pluginurilor, a fost nevoie de doar c\u00e2teva zile pentru a crea un tablou complex de monitorizare a liniei de produc\u021bie. Vizualizarea a permis vizionarea graficelor \u0219i statisticilor st\u0103rii, plus acces u\u0219or prin web pentru to\u021bi cei interesa\u021bi \u2013 toate acestea au facilitat identificarea rapid\u0103 a punctelor nevralgice \u0219i utilizarea ineficient\u0103 a agregatelor. <\/p>\n<p><\/p>\n<h2 id=\"zaklyuchenie\">Concluzie<\/h2>\n<p><\/p>\n<p>Mi-a pl\u0103cut foarte mult combina\u021bia Zabbix+Grafana \u0219i recomand s\u0103 o lua\u021bi \u00een considerare dac\u0103 ave\u021bi nevoie s\u0103 prelucra\u021bi rapid datele de la controlere sau senzori f\u0103r\u0103 programare sau implementarea unor produse comerciale complexe. Desigur, aceasta nu va \u00eenlocui sistemele SCADA profesionale, dar va fi suficient\u0103 ca instrument de monitorizare centralizat\u0103 a \u00eentregii produc\u021bii.<\/p>\n<p>Sursa: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/post\/516772\/\">habr.com<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u044f \u044f \u0445\u043e\u0447\u0443 \u043f\u043e\u0434\u0435\u043b\u0438\u0442\u044c\u0441\u044f \u043e\u043f\u044b\u0442\u043e\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f open source \u0441\u0438\u0441\u0442\u0435\u043c Zabbix \u0438 Grafana \u0434\u043b\u044f \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0440\u0430\u0431\u043e\u0442\u044b \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043b\u0438\u043d\u0438\u0439. \u0418\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u043f\u043e\u043b\u0435\u0437\u043d\u0430 \u0442\u0435\u043c, \u043a\u0442\u043e \u0438\u0449\u0435\u0442 \u0431\u044b\u0441\u0442\u0440\u044b\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0438 \u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u0430\u0445 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0439 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u0438\u043b\u0438 IoT. \u0421\u0442\u0430\u0442\u044c\u044f \u043d\u0435 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u044b\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e\u043c, \u044d\u0442\u043e \u0441\u043a\u043e\u0440\u0435\u0435 \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433\u0430, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u043d\u0430 \u043e\u0442\u043a\u0440\u044b\u0442\u043e\u043c \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u043e\u043c \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u0438 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":92722,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-92721","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.2.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u044f \u044f \u0445\u043e\u0447\u0443 \u043f\u043e\u0434\u0435\u043b\u0438\u0442\u044c\u0441\u044f \u043e\u043f\u044b\u0442\u043e\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f open source \u0441\u0438\u0441\u0442\u0435\u043c Zabbix \u0438 Grafana \u0434\u043b\u044f \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0440\u0430\u0431\u043e\u0442\u044b \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043b\u0438\u043d\u0438\u0439.\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Yuri Gagarin\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/prohoster.info\/ro\/blog\/administrirovanie\/grafana-zabbix-vizualizacziya-raboty-proizvodstvennoj-linii\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.2.1\" \/>\n\t\t<meta property=\"og:locale\" content=\"ro_RO\" \/>\n\t\t<meta property=\"og:site_name\" content=\"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\ud83e\udd47Grafana+Zabbix: \u0412\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 | ProHoster\" \/>\n\t\t<meta property=\"og:description\" content=\"\u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u044f \u044f \u0445\u043e\u0447\u0443 \u043f\u043e\u0434\u0435\u043b\u0438\u0442\u044c\u0441\u044f \u043e\u043f\u044b\u0442\u043e\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f open source \u0441\u0438\u0441\u0442\u0435\u043c Zabbix \u0438 Grafana \u0434\u043b\u044f \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0440\u0430\u0431\u043e\u0442\u044b \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043b\u0438\u043d\u0438\u0439.\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/prohoster.info\/ro\/blog\/administrirovanie\/grafana-zabbix-vizualizacziya-raboty-proizvodstvennoj-linii\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:width\" content=\"350\" \/>\n\t\t<meta property=\"og:image:height\" content=\"350\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2020-08-30T05:42:10+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2020-08-30T05:42:10+00:00\" \/>\n\t\t<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\ud83e\udd47Grafana+Zabbix: Vizualizarea func\u021bion\u0103rii liniei de produc\u021bie | ProHoster","description":"\u00cen acest articol vreau s\u0103 \u00eemp\u0103rt\u0103\u0219esc experien\u021ba utiliz\u0103rii sistemelor open source Zabbix \u0219i Grafana pentru vizualizarea func\u021bion\u0103rii liniilor de produc\u021bie.","canonical_url":"https:\/\/prohoster.info\/ro\/blog\/administrirovanie\/grafana-zabbix-vizualizacziya-raboty-proizvodstvennoj-linii","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":null,"og:locale":"ro_RO","og:site_name":"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b","og:type":"article","og:title":"\ud83e\udd47Grafana+Zabbix: \u0412\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u043b\u0438\u043d\u0438\u0438 | ProHoster","og:description":"\u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u044f \u044f \u0445\u043e\u0447\u0443 \u043f\u043e\u0434\u0435\u043b\u0438\u0442\u044c\u0441\u044f \u043e\u043f\u044b\u0442\u043e\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f open source \u0441\u0438\u0441\u0442\u0435\u043c Zabbix \u0438 Grafana \u0434\u043b\u044f \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0440\u0430\u0431\u043e\u0442\u044b \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043b\u0438\u043d\u0438\u0439.","og:url":"https:\/\/prohoster.info\/ro\/blog\/administrirovanie\/grafana-zabbix-vizualizacziya-raboty-proizvodstvennoj-linii","og:image":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:secure_url":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:width":350,"og:image:height":350,"article:published_time":"2020-08-30T05:42:10+00:00","article:modified_time":"2020-08-30T05:42:10+00:00","article:publisher":"https:\/\/www.facebook.com\/prohoster","article:author":"https:\/\/www.facebook.com\/prohoster"},"aioseo_meta_data":{"post_id":"92721","title":null,"description":null,"keywords":null,"keyphrases":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":null,"og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"","isEnabled":true},"graphs":[]},"schema_type":null,"schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"seo_analyzer_scan_date":null,"breadcrumb_settings":null,"limit_modified_date":false,"reviewed_by":null,"ai":null,"created":"2021-02-28 12:02:25","updated":"2026-02-09 21:38:04","focus_keyword":null,"additional_keywords":null,"truseo_locale":null},"gt_translate_keys":[{"key":"link","format":"url"}],"_links":{"self":[{"href":"https:\/\/prohoster.info\/ro\/wp-json\/wp\/v2\/posts\/92721","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/prohoster.info\/ro\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/prohoster.info\/ro\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/prohoster.info\/ro\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/prohoster.info\/ro\/wp-json\/wp\/v2\/comments?post=92721"}],"version-history":[{"count":1,"href":"https:\/\/prohoster.info\/ro\/wp-json\/wp\/v2\/posts\/92721\/revisions"}],"predecessor-version":[{"id":159877,"href":"https:\/\/prohoster.info\/ro\/wp-json\/wp\/v2\/posts\/92721\/revisions\/159877"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/prohoster.info\/ro\/wp-json\/wp\/v2\/media\/92722"}],"wp:attachment":[{"href":"https:\/\/prohoster.info\/ro\/wp-json\/wp\/v2\/media?parent=92721"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/prohoster.info\/ro\/wp-json\/wp\/v2\/categories?post=92721"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/prohoster.info\/ro\/wp-json\/wp\/v2\/tags?post=92721"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}