{"id":280,"date":"2024-10-22T12:57:29","date_gmt":"2024-10-22T10:57:29","guid":{"rendered":"https:\/\/alterdata.devacto.io\/?page_id=280"},"modified":"2025-11-21T11:45:15","modified_gmt":"2025-11-21T10:45:15","slug":"inzynieria-danych","status":"publish","type":"page","link":"https:\/\/alterdata.com\/pl\/inzynieria-danych\/","title":{"rendered":"Us\u0142ugi \/ In\u017cynieria danych"},"content":{"rendered":"<div class=\"section-hero-block \"\n     style=\"--section-hero-block-background-color: transparent;\"\n        >\n  <div class=\"container\">\n    <div class=\"row\">\n      <div class=\"col\">\n        <div class=\"section-hero-block__inner\">\n          <div class=\"row\">\n            <div class=\"section-hero-block__content col-12 col-lg-6 py-p-50 py-p-lg-100\">\n              <h1 class=\"section-hero-block__title mb-p-36\">In\u017cynieria danych wspiera szybszy rozw\u00f3j Twojej firmy<\/h1>\n              <p class=\"section-hero-block__description mb-p-60\">Poprawna architektura to lepsza jako\u015b\u0107 danych, efektywne procesy biznesowe i podstawa dla \u015bwiadomych decyzji.<\/p>\n                              <a class=\"section-hero-block__button\" href=\"https:\/\/alterdata.com\/pl\/kontakt\/\" >Porozmawiajmy<\/a>\n                          <\/div>\n            <div class=\"section-hero-block__image-wrapper col-12 col-lg-6 d-flex align-items-center justify-content-center\">\n              <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/08\/feature-photo-132.png\" alt=\"\" class=\"section-hero-block__image img-fluid\">\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n\n  <\/div>\n\n\n<div class=\"section-partner-logos-block \"\n                    style=\"--section-partner-logos-block-background-color: transparent;\"\n                >\n    <div class=\"container\">\n        <div class=\"row\">\n            <div class=\"col\">\n                <div class=\"section-partner-logos-block__inner\">\n                    <div class=\"section-partner-logos-block__content align-items-center d-lg-flex mb-p-40 mb-p-lg-40 pt-p-lg-40\">\n                                                    <h2 class=\"section-partner-logos-block__title text-center pt-p-24 mb-p-23 pt-p-lg-0 mb-p-lg-0\">We empower leaders:<\/h2>\n                                                <div class=\"section-partner-logos-block__logos d-flex justify-content-center align-items-center flex-nowrap ml-p-lg-93\">\n                                                            <div class=\"section-partner-logos-block__logo d-flex align-items-center justify-content-center mx-p-16 mx-p-lg-33\">\n                                                                            <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/09\/image-223-1.png\" alt=\"To logo przedstawia napis \u201eams\u201d zapisany ma\u0142ymi literami w nowoczesnym, zaokr\u0105glonym kroju pisma, w intensywnym czerwonym kolorze na jasnym tle.\"\n                                             class=\"section-partner-logos-block__logo-image\">\n                                                                    <\/div>\n                                                            <div class=\"section-partner-logos-block__logo d-flex align-items-center justify-content-center mx-p-16 mx-p-lg-33\">\n                                                                            <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/Property-1pso.png\" alt=\"\"\n                                             class=\"section-partner-logos-block__logo-image\">\n                                                                    <\/div>\n                                                            <div class=\"section-partner-logos-block__logo d-flex align-items-center justify-content-center mx-p-16 mx-p-lg-33\">\n                                                                            <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/02\/f95cdc7523e6e04960b16aef5e073fd3-1.png\" alt=\"Logo przedstawia \u017c\u00f3\u0142t\u0105 ikon\u0119 dw\u00f3ch u\u015bmiechni\u0119tych twarzy po\u0142\u0105czonych w form\u0119 dymku rozmowy oraz napis \u201eTutlo\u201d zapisany ciemnym, nowoczesnym krojem pisma.\"\n                                             class=\"section-partner-logos-block__logo-image\">\n                                                                    <\/div>\n                                                            <div class=\"section-partner-logos-block__logo d-flex align-items-center justify-content-center mx-p-16 mx-p-lg-33\">\n                                                                            <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/12\/2024-03-15-LOCONI-2-1.png\" alt=\"\"\n                                             class=\"section-partner-logos-block__logo-image\">\n                                                                    <\/div>\n                                                            <div class=\"section-partner-logos-block__logo d-flex align-items-center justify-content-center mx-p-16 mx-p-lg-33\">\n                                                                            <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/09\/image-222-1.png\" alt=\"Logo przedstawia stylizowany napis \u201eNEXERA\u201d zapisany nowoczesnym, geometrycznym krojem pisma w ciemnym kolorze, z wyr\u00f3\u017cnionym turkusowym akcentem w literze \u201eX\u201d.\"\n                                             class=\"section-partner-logos-block__logo-image\">\n                                                                    <\/div>\n                                                            <div class=\"section-partner-logos-block__logo d-flex align-items-center justify-content-center mx-p-16 mx-p-lg-33\">\n                                                                            <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/Property-1Celsium.png\" alt=\"\"\n                                             class=\"section-partner-logos-block__logo-image\">\n                                                                    <\/div>\n                                                            <div class=\"section-partner-logos-block__logo d-flex align-items-center justify-content-center mx-p-16 mx-p-lg-33\">\n                                                                            <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/Property-1PKP-energetyka.png\" alt=\"\"\n                                             class=\"section-partner-logos-block__logo-image\">\n                                                                    <\/div>\n                                                            <div class=\"section-partner-logos-block__logo d-flex align-items-center justify-content-center mx-p-16 mx-p-lg-33\">\n                                                                            <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/03\/image-175.png\" alt=\"\"\n                                             class=\"section-partner-logos-block__logo-image\">\n                                                                    <\/div>\n                                                            <div class=\"section-partner-logos-block__logo d-flex align-items-center justify-content-center mx-p-16 mx-p-lg-33\">\n                                                                            <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/Property-1Yggdrasil.png\" alt=\"\"\n                                             class=\"section-partner-logos-block__logo-image\">\n                                                                    <\/div>\n                                                            <div class=\"section-partner-logos-block__logo d-flex align-items-center justify-content-center mx-p-16 mx-p-lg-33\">\n                                                                            <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/04\/BoredPanda-Logo-1-3.png\" alt=\"Logo przedstawia stylizowan\u0105 ikon\u0119 g\u0142owy pandy w okr\u0105g\u0142ej ramce oraz napis \u201eboredpanda\u201d zapisany prostym, ciemnym krojem pisma.\"\n                                             class=\"section-partner-logos-block__logo-image\">\n                                                                    <\/div>\n                                                            <div class=\"section-partner-logos-block__logo d-flex align-items-center justify-content-center mx-p-16 mx-p-lg-33\">\n                                                                            <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/Property-1InteliWISE.png\" alt=\"\"\n                                             class=\"section-partner-logos-block__logo-image\">\n                                                                    <\/div>\n                                                    <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/div>\n\n\n<div class=\"section-five-steps-block \"\n                    style=\"--section-five-steps-block-background-color: transparent;\"\n                            id=\"korzysci\"\n        >\n    <div class=\"container pt-p-48 mb-p-48\">\n        <div class=\"row\">\n            <div class=\"col-12\">\n                <h2 class=\"section-five-steps-block__title text-start text-lg-center mb-p-24 mx-auto\">Wszystkie dane dost\u0119pne <br><span class=\"text-color-primary\">w jednym miejscu<\/span><\/h2>\n                <p class=\"section-five-steps-block__description text-start text-lg-center mb-p-24 mb-p-lg-68 mx-auto\">In\u017cynieria to fundament pracy z danymi. Zajmuje si\u0119 tworzeniem niezawodnych, skalowalnych architektur s\u0142u\u017c\u0105cych do gromadzenia, przetwarzania, przechowywania i udost\u0119pniania danych w celu ich optymalnego wykorzystania.<\/p>\n            <\/div>\n        <\/div>\n        <div class=\"row section-five-steps-block__content mx-auto\">\n            <div class=\"col-12 col-lg-7\">\n                <div class=\"section-five-steps-block__steps\">\n                    <p class=\"section-five-steps-block__short-description mb-p-32 text-start\"><\/p>\n                    <div class=\"row\">\n                        <div class=\"col-12\">\n                            <div class=\"section-five-steps-block__steps-content\">\n                                                                    <div class=\"section-five-steps-block__step mb-p-26 mb-p-lg-22\">\n                                        <div class=\"section-five-steps-block__step-index text-center\">\n                                            <span class=\"section-five-steps-block__step-index-text\">1<\/span>\n                                        <\/div>\n                                        <div class=\"section-five-steps-block__step-content\">\n                                            <h3 class=\"section-five-steps-block__step-title mb-p-1 mb-p-lg-8\">Integracja danych z r\u00f3\u017cnych \u017ar\u00f3de\u0142<\/h3>\n                                            <p class=\"section-five-steps-block__step-description\">Zebranie wszystkich informacji w jednym miejscu u\u0142atwia ich analiz\u0119, eliminuje silosy danych, a w efekcie daje pe\u0142ny i sp\u00f3jny obraz firmy. U\u0142atwia to podejmowanie bardziej \u015bwiadomych decyzji biznesowych.<\/p>\n                                        <\/div>\n                                    <\/div>\n                                                                    <div class=\"section-five-steps-block__step mb-p-26 mb-p-lg-22\">\n                                        <div class=\"section-five-steps-block__step-index text-center\">\n                                            <span class=\"section-five-steps-block__step-index-text\">2<\/span>\n                                        <\/div>\n                                        <div class=\"section-five-steps-block__step-content\">\n                                            <h3 class=\"section-five-steps-block__step-title mb-p-1 mb-p-lg-8\">Skalowalno\u015b\u0107 i wydajno\u015b\u0107<\/h3>\n                                            <p class=\"section-five-steps-block__step-description\">Dzi\u0119ki skalowalno\u015bci rozwi\u0105za\u0144 in\u017cynierii danych, infrastruktura dostosowywuje si\u0119 do wi\u0119kszej liczby u\u017cytkownik\u00f3w i danych,\u2028nie trac\u0105c na wydajno\u015bci, ani szybko\u015bci przetwarzania.<\/p>\n                                        <\/div>\n                                    <\/div>\n                                                                    <div class=\"section-five-steps-block__step mb-p-26 mb-p-lg-22\">\n                                        <div class=\"section-five-steps-block__step-index text-center\">\n                                            <span class=\"section-five-steps-block__step-index-text\">3<\/span>\n                                        <\/div>\n                                        <div class=\"section-five-steps-block__step-content\">\n                                            <h3 class=\"section-five-steps-block__step-title mb-p-1 mb-p-lg-8\">Architektura otwarta na przysz\u0142o\u015b\u0107<\/h3>\n                                            <p class=\"section-five-steps-block__step-description\">Wi\u0119cej danych? \u017baden problem. Tworzone przez nas rozwi\u0105zania \u0142atwo si\u0119 skaluj\u0105 i s\u0105 zawsze gotowe na wzrost wolumenu informacji. Mo\u017cesz te\u017c szybko rozbudowywa\u0107 je o nowe funkcjonalno\u015bci.<\/p>\n                                        <\/div>\n                                    <\/div>\n                                                                    <div class=\"section-five-steps-block__step mb-p-26 mb-p-lg-22\">\n                                        <div class=\"section-five-steps-block__step-index text-center\">\n                                            <span class=\"section-five-steps-block__step-index-text\">4<\/span>\n                                        <\/div>\n                                        <div class=\"section-five-steps-block__step-content\">\n                                            <h3 class=\"section-five-steps-block__step-title mb-p-1 mb-p-lg-8\">Jako\u015b\u0107 dzi\u0119ki automatyzacji<\/h3>\n                                            <p class=\"section-five-steps-block__step-description\">Automatyzacja proces\u00f3w gromadzenia i przetwarzania danych poprawia ich jako\u015b\u0107 oraz uwalnia czas i zasoby w organizacji,\u2028co przek\u0142ada si\u0119 na wi\u0119ksz\u0105 efektywno\u015b\u0107 jej dzia\u0142a\u0144.<\/p>\n                                        <\/div>\n                                    <\/div>\n                                                                    <div class=\"section-five-steps-block__step mb-p-26 mb-p-lg-22\">\n                                        <div class=\"section-five-steps-block__step-index text-center\">\n                                            <span class=\"section-five-steps-block__step-index-text\">5<\/span>\n                                        <\/div>\n                                        <div class=\"section-five-steps-block__step-content\">\n                                            <h3 class=\"section-five-steps-block__step-title mb-p-1 mb-p-lg-8\">Jedno \u017ar\u00f3d\u0142o prawdy<\/h3>\n                                            <p class=\"section-five-steps-block__step-description\">Wszystkie dane w jednym miejscu to pewno\u015b\u0107, \u017ce monitorujesz wiarygodne i sp\u00f3jne dane z r\u00f3\u017cnych \u017ar\u00f3de\u0142, a w\u0142a\u015bciwe wska\u017aniki s\u0105 zawsze dost\u0119pne dla w\u0142a\u015bciwych os\u00f3b we w\u0142a\u015bciwym czasie. <\/p>\n                                        <\/div>\n                                    <\/div>\n                                                                    <div class=\"section-five-steps-block__step mb-p-26 mb-p-lg-22\">\n                                        <div class=\"section-five-steps-block__step-index text-center\">\n                                            <span class=\"section-five-steps-block__step-index-text\">6<\/span>\n                                        <\/div>\n                                        <div class=\"section-five-steps-block__step-content\">\n                                            <h3 class=\"section-five-steps-block__step-title mb-p-1 mb-p-lg-8\">Oszcz\u0119dno\u015bci dzi\u0119ki chmurze<\/h3>\n                                            <p class=\"section-five-steps-block__step-description\">Dzi\u0119ki rozwi\u0105zaniom chmurowym za zasoby wykorzystane\u2028do in\u017cynierii danych p\u0142acisz elastycznie. Nie musisz utrzymywa\u0107 nadmiarowej infrastruktury na wypadek nag\u0142ego wzrostu potrzeb.<\/p>\n                                        <\/div>\n                                    <\/div>\n                                                            <\/div>\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n            <div class=\"col-12 col-lg-5 d-flex justify-content-center align-items-center text-center\">\n                <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/07\/Group-1000005797-1.png\" class=\"section-five-steps-block__image img-fluid\" alt=\"Section Image\">\n            <\/div>\n        <\/div>\n                <div class=\"section-five-steps-block__cta row d-flex justify-content-center mt-p-40\">\n            <div class=\"col-12 d-flex flex-column flex-lg-row justify-content-center align-items-center mb-p-24 mb-p-lg-0\">\n              <h3 class=\"section-five-steps-block__cta-content text-center text-lg-end \">Zobacz, jak mo\u017cemy pom\u00f3c Twoim danym<\/h3>\n              <a href=\"https:\/\/alterdata.com\/pl\/kontakt\/\" class=\"section-five-steps-block__cta-button px-p-51 py-p-15 ml-0 ml-p-lg-30 mt-p-20 mt-p-lg-0\"  target=\"_blank\">Porozmawiajmy<\/a>\n            <\/div>\n\n        <\/div>\n            <\/div>\n<\/div>\n\n\n<div class=\"section-data-driven-services-block \"\n                  style=\"--section-data-driven-services-block-background-color: transparent;\"\n                          id=\"uslugi-inzynieryjne\"\n        >\n  <div class=\"container\">\n    <div class=\"row\">\n      <div class=\"col\">\n        <div class=\"section-data-driven-services-block__inner py-p-48 py-p-lg-60\">\n          <div class=\"row\">\n            <div class=\"col-12 col-lg-5\">\n              <h2 class=\"section-data-driven-services-block__title mb-p-31\">Stw\u00f3rz nowoczesn\u0105 firm\u0119 data-driven, w kt\u00f3rej\u2028dane wspieraj\u0105 w podejmowaniu lepszych decyzji<\/h2>\n              <p class=\"section-data-driven-services-block__description\">Nasze us\u0142ugi in\u017cynierii automatyzuj\u0105 procesy, usuwaj\u0105 bariery w integracji i optymalizuj\u0105 wydajno\u015b\u0107 pracy z danymi.\u2028Ka\u017cde z rozwi\u0105za\u0144 jest precyzyjnie dopasowane do potrzeb, cel\u00f3w, wielko\u015bci i specyfiki organizacji klienta.<\/p>\n                              <img decoding=\"async\" class=\"section-data-driven-services-block__main-icon img-fluid d-block mx-auto\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/06\/Frame-1000005763-e1763452923611.png\" alt=\"Na zdj\u0119ciu widzimy scen\u0119 z nowoczesnego biura, w kt\u00f3rej m\u0119\u017cczyzna w bia\u0142ej koszuli prowadzi prezentacj\u0119. Stoi przy du\u017cym ekranie, na kt\u00f3rym wy\u015bwietlona jest mapa \u015bwiata oraz wykres s\u0142upkowy. Sugeruje to analiz\u0119 danych dotycz\u0105cych globalnego handlu lub strategii biznesowej. Przy stole siedzi kobieta, skupiona na prezentacji, z notesem, d\u0142ugopisem i telefonem.\">\n                          <\/div>\n            <div class=\"col-12 col-lg-6 offset-lg-1\">\n              <div class=\"section-data-driven-services-block__list row\">\n                                  <div class=\"section-data-driven-services-block__item col-12 col-lg-6 mb-p-24\">\n                    <div class=\"section-data-driven-services-block__item-inner h-100 d-flex flex-column pt-p-24 px-p-24 pb-p-32\">\n                      <h3 class=\"section-data-driven-services-block__item-title mb-p-24\">Projektowanie architektury<\/h3>\n                      <p class=\"section-data-driven-services-block__item-description mb-p-24\">Dobrze zaprojektowana architektura pozwala na stworzenie wydajnej infrastruktury i efektywne przetwarzanie, przechowywanie i zarz\u0105dzanie danymi. U\u0142atwia te\u017c integrowanie informacji\u2028z r\u00f3\u017cnych \u017ar\u00f3de\u0142, zmniejsza ryzyko przestoj\u00f3w, a tak\u017ce optymalizuje koszty.<\/p>\n                                              <a class=\"section-data-driven-services-block__item-link mt-auto\" href=\"https:\/\/alterdata.com\/pl\/projektowanie-architektury-danych\/\">Zobacz wi\u0119cej<\/a>\n                                          <\/div>\n                  <\/div>\n                                  <div class=\"section-data-driven-services-block__item col-12 col-lg-6 mb-p-24\">\n                    <div class=\"section-data-driven-services-block__item-inner h-100 d-flex flex-column pt-p-24 px-p-24 pb-p-32\">\n                      <h3 class=\"section-data-driven-services-block__item-title mb-p-24\">Integracja \u017ar\u00f3de\u0142 danych<\/h3>\n                      <p class=\"section-data-driven-services-block__item-description mb-p-24\">Integracja danych oraz system\u00f3w, z kt\u00f3rych one pochodz\u0105 daje firmom pe\u0142ny i sp\u00f3jny obraz proces\u00f3w, zwi\u0119ksza efektywno\u015b\u0107 oraz zmniejsza koszty operacyjne zwi\u0105zane z r\u0119cznym przetwarzaniem danych.<\/p>\n                                              <a class=\"section-data-driven-services-block__item-link mt-auto\" href=\"https:\/\/alterdata.com\/pl\/integracja-zrodel-danych\/\">Zobacz wi\u0119cej<\/a>\n                                          <\/div>\n                  <\/div>\n                                  <div class=\"section-data-driven-services-block__item col-12 col-lg-6 mb-p-24\">\n                    <div class=\"section-data-driven-services-block__item-inner h-100 d-flex flex-column pt-p-24 px-p-24 pb-p-32\">\n                      <h3 class=\"section-data-driven-services-block__item-title mb-p-24\">Budowa hurtowni danych<\/h3>\n                      <p class=\"section-data-driven-services-block__item-description mb-p-24\">Hurtownia umo\u017cliwia konsolidacj\u0119 danych z r\u00f3\u017cnych \u017ar\u00f3de\u0142 w jednym miejscu. U\u0142atwia analiz\u0119 i raportowanie oraz pozwala na szybszy i dok\u0142adniejszy wgl\u0105d w szczeg\u00f3\u0142y dzia\u0142ania organizacji.<\/p>\n                                              <a class=\"section-data-driven-services-block__item-link mt-auto\" href=\"https:\/\/alterdata.com\/pl\/budowa-hurtowni-danych\/\">Zobacz wi\u0119cej<\/a>\n                                          <\/div>\n                  <\/div>\n                                  <div class=\"section-data-driven-services-block__item col-12 col-lg-6 mb-p-24\">\n                    <div class=\"section-data-driven-services-block__item-inner h-100 d-flex flex-column pt-p-24 px-p-24 pb-p-32\">\n                      <h3 class=\"section-data-driven-services-block__item-title mb-p-24\">Modelowanie danych<\/h3>\n                      <p class=\"section-data-driven-services-block__item-description mb-p-24\">Dzi\u0119ki strukturyzacji i organizacji danych \u0142atwiej jest je zrozumie\u0107 oraz efektywnie wykorzysta\u0107 do tworzenia analiz i raport\u00f3w. Pozwala to lepiej zarz\u0105dza\u0107 danymi, unika\u0107 b\u0142\u0119d\u00f3w, oraz szybciej analizowa\u0107 dane.<\/p>\n                                              <a class=\"section-data-driven-services-block__item-link mt-auto\" href=\"https:\/\/alterdata.com\/pl\/modelowanie-danych\/\">Zobacz wi\u0119cej<\/a>\n                                          <\/div>\n                  <\/div>\n                                  <div class=\"section-data-driven-services-block__item col-12 col-lg-6 mb-p-24\">\n                    <div class=\"section-data-driven-services-block__item-inner h-100 d-flex flex-column pt-p-24 px-p-24 pb-p-32\">\n                      <h3 class=\"section-data-driven-services-block__item-title mb-p-24\">Optymalizacja koszt\u00f3w hurtowni danych<\/h3>\n                      <p class=\"section-data-driven-services-block__item-description mb-p-24\">Optymalizacja pozwala znacz\u0105co obni\u017cy\u0107 wydatki na przechowywanie i przetwarzanie danych dzi\u0119ki lepszemu zarz\u0105dzaniu zasobami oraz p\u0142atno\u015bciach opartych na realnym wykorzystaniu zasob\u00f3w.<\/p>\n                                              <a class=\"section-data-driven-services-block__item-link mt-auto\" href=\"https:\/\/alterdata.com\/pl\/optymalizacja-hurtowni-danych\/\">Zobacz wi\u0119cej<\/a>\n                                          <\/div>\n                  <\/div>\n                                  <div class=\"section-data-driven-services-block__item col-12 col-lg-6 mb-p-24\">\n                    <div class=\"section-data-driven-services-block__item-inner h-100 d-flex flex-column pt-p-24 px-p-24 pb-p-32\">\n                      <h3 class=\"section-data-driven-services-block__item-title mb-p-24\">Migracja hurtowni danych do chmury<\/h3>\n                      <p class=\"section-data-driven-services-block__item-description mb-p-24\">Przeniesienie firmowych danych oraz ca\u0142ych rozwi\u0105za\u0144 z infrastruktury on-premise do chmury tworzy elastyczn\u0105 i skalowaln\u0105 platform\u0119 zarz\u0105dzania danymi. Poprawia wydajno\u015b\u0107 systemu i zmniejsza koszty jego funkcjonowania.<\/p>\n                                              <a class=\"section-data-driven-services-block__item-link mt-auto\" href=\"https:\/\/alterdata.com\/pl\/migracja-hurtowni-danych-do-chmury\/\">Zobacz wi\u0119cej<\/a>\n                                          <\/div>\n                  <\/div>\n                                  <div class=\"section-data-driven-services-block__item col-12 col-lg-6 mb-p-24\">\n                    <div class=\"section-data-driven-services-block__item-inner h-100 d-flex flex-column pt-p-24 px-p-24 pb-p-32\">\n                      <h3 class=\"section-data-driven-services-block__item-title mb-p-24\">Data app development<\/h3>\n                      <p class=\"section-data-driven-services-block__item-description mb-p-24\">Tworzymy dedykowane aplikacje, kt\u00f3re wykorzystuj\u0105 dane do automatyzacji proces\u00f3w, analiz oraz wizualizacji wynik\u00f3w. Pozwala to przekszta\u0142ca\u0107 surowe dane w praktyczne wnioski, zwi\u0119ksza efektywno\u015b\u0107 dzia\u0142a\u0144 biznesowych i wspiera innowacje.<\/p>\n                                              <a class=\"section-data-driven-services-block__item-link mt-auto\" href=\"https:\/\/alterdata.com\/pl\/data-app-development\/\">Zobacz wi\u0119cej<\/a>\n                                          <\/div>\n                  <\/div>\n                              <\/div>\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>\n\n<div class=\"section-data-integration-methods-block js-section-data-integration-methods-block \"\n                  style=\"--section-data-integration-methods-block-background-color: transparent;\"\n                          id=\"proces-wdrozenia\"\n        >\n  <div class=\"container py-p-48 py-p-lg-60\">\n    <h2 class=\"section-data-integration-methods-block__title mb-p-42\">Tworzymy wydajn\u0105 in\u017cynieri\u0119 danych, krok po kroku<\/h2>\n    <div class=\"section-data-integration-methods-block__accordion\">\n              <div class=\"section-data-integration-methods-block__accordion-item js-section-data-integration-methods-block-accordion-item py-p-16 pl-p-24 py-p-lg-24 pl-p-lg-48 mb-p-16\">\n          <div class=\"section-data-integration-methods-block__accordion-header js-section-data-integration-methods-block-accordion-header d-flex justify-content-between align-items-center\">\n            <h3 class=\"section-data-integration-methods-block__title-item\">1. Badamy cele oraz potrzeby klienta<\/h3>\n            <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-data-integration-methods-block\/chevron-down-icon.svg\" class=\"section-data-integration-methods-block__chevron ml-p-10 mr-p-48 js-section-data-integration-methods-block-chevron\" alt=\"Icon chevron\" >\n          <\/div>\n          <div class=\"section-data-integration-methods-block__content js-section-data-integration-methods-block-content\">\n            <div class=\"row pt-p-24\">\n              <div class=\"col-12 col-lg-6\">\n                <p class=\"section-data-integration-methods-block__description\">\u2022 sprawdzamy, kt\u00f3re obszary wymagaj\u0105 wsparcia\r\n<br>\u2022 opracowujemy wymagania\r\n<br>\u2022 badamy zastan\u0105 infrastruktur\u0119 danych\r\n<br>\u2022 prezentujemy mo\u017cliwe rozwi\u0105zania<\/p>\n              <\/div>\n                              <div class=\"col-12 col-lg-6 section-data-integration-methods-block__image d-flex justify-content-end\">\n                  <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/11\/Frame-1000005773-1.png\" alt=\"1. Badamy cele oraz potrzeby klienta\" class=\"img-fluid\">\n                <\/div>\n                          <\/div>\n\n          <\/div>\n        <\/div>\n              <div class=\"section-data-integration-methods-block__accordion-item js-section-data-integration-methods-block-accordion-item py-p-16 pl-p-24 py-p-lg-24 pl-p-lg-48 mb-p-16\">\n          <div class=\"section-data-integration-methods-block__accordion-header js-section-data-integration-methods-block-accordion-header d-flex justify-content-between align-items-center\">\n            <h3 class=\"section-data-integration-methods-block__title-item\">2. Projektujemy architektur\u0119<\/h3>\n            <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-data-integration-methods-block\/chevron-down-icon.svg\" class=\"section-data-integration-methods-block__chevron ml-p-10 mr-p-48 js-section-data-integration-methods-block-chevron\" alt=\"Icon chevron\" >\n          <\/div>\n          <div class=\"section-data-integration-methods-block__content js-section-data-integration-methods-block-content\">\n            <div class=\"row pt-p-24\">\n              <div class=\"col-12 col-lg-6\">\n                <p class=\"section-data-integration-methods-block__description\">\u2022 szacujemy koszty wdro\u017cenia i utrzymania\r\n<br>\u2022 zapewniamy bezpiecze\u0144stwo przesy\u0142anych danych\r\n<br>\u2022 pomagamy w ustawieniach sieciowych i dost\u0119pach\r\n<br>\u2022 prezentujemy wst\u0119pne rozwi\u0105zania<\/p>\n              <\/div>\n                              <div class=\"col-12 col-lg-6 section-data-integration-methods-block__image d-flex justify-content-end\">\n                  <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/11\/Frame-1000005774.png\" alt=\"2. Projektujemy architektur\u0119\" class=\"img-fluid\">\n                <\/div>\n                          <\/div>\n\n          <\/div>\n        <\/div>\n              <div class=\"section-data-integration-methods-block__accordion-item js-section-data-integration-methods-block-accordion-item py-p-16 pl-p-24 py-p-lg-24 pl-p-lg-48 mb-p-16\">\n          <div class=\"section-data-integration-methods-block__accordion-header js-section-data-integration-methods-block-accordion-header d-flex justify-content-between align-items-center\">\n            <h3 class=\"section-data-integration-methods-block__title-item\">3. Integrujemy \u017ar\u00f3d\u0142a danych firmowych<\/h3>\n            <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-data-integration-methods-block\/chevron-down-icon.svg\" class=\"section-data-integration-methods-block__chevron ml-p-10 mr-p-48 js-section-data-integration-methods-block-chevron\" alt=\"Icon chevron\" >\n          <\/div>\n          <div class=\"section-data-integration-methods-block__content js-section-data-integration-methods-block-content\">\n            <div class=\"row pt-p-24\">\n              <div class=\"col-12 col-lg-6\">\n                <p class=\"section-data-integration-methods-block__description\">\u2022 identyfikujemy \u017ar\u00f3d\u0142a danych \r\n<br>\u2022 zbieramy informacje ze \u017ar\u00f3de\u0142 klienta\r\n<br>\u2022 tworzymy procesy automatycznego pobierania danych<\/p>\n              <\/div>\n                              <div class=\"col-12 col-lg-6 section-data-integration-methods-block__image d-flex justify-content-end\">\n                  <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/11\/Frame-1000005775.png\" alt=\"3. Integrujemy \u017ar\u00f3d\u0142a danych firmowych\" class=\"img-fluid\">\n                <\/div>\n                          <\/div>\n\n          <\/div>\n        <\/div>\n              <div class=\"section-data-integration-methods-block__accordion-item js-section-data-integration-methods-block-accordion-item py-p-16 pl-p-24 py-p-lg-24 pl-p-lg-48 mb-p-16\">\n          <div class=\"section-data-integration-methods-block__accordion-header js-section-data-integration-methods-block-accordion-header d-flex justify-content-between align-items-center\">\n            <h3 class=\"section-data-integration-methods-block__title-item\">4. Budujemy hurtowni\u0119 danych<\/h3>\n            <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-data-integration-methods-block\/chevron-down-icon.svg\" class=\"section-data-integration-methods-block__chevron ml-p-10 mr-p-48 js-section-data-integration-methods-block-chevron\" alt=\"Icon chevron\" >\n          <\/div>\n          <div class=\"section-data-integration-methods-block__content js-section-data-integration-methods-block-content\">\n            <div class=\"row pt-p-24\">\n              <div class=\"col-12 col-lg-6\">\n                <p class=\"section-data-integration-methods-block__description\">\u2022 \u0142adujemy dane ze \u017ar\u00f3de\u0142 firmowych\r\n<br>\u2022 czy\u015bcimy dane oraz tworzymy jedno \u017ar\u00f3d\u0142o prawdy\r\n<br>\u2022 modelujemy dane\r\n<br>\u2022 automatyzujemy procesy przetwarzania danych<\/p>\n              <\/div>\n                              <div class=\"col-12 col-lg-6 section-data-integration-methods-block__image d-flex justify-content-end\">\n                  <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/11\/Frame-1000005776.png\" alt=\"4. Budujemy hurtowni\u0119 danych\" class=\"img-fluid\">\n                <\/div>\n                          <\/div>\n\n          <\/div>\n        <\/div>\n              <div class=\"section-data-integration-methods-block__accordion-item js-section-data-integration-methods-block-accordion-item py-p-16 pl-p-24 py-p-lg-24 pl-p-lg-48 mb-p-16\">\n          <div class=\"section-data-integration-methods-block__accordion-header js-section-data-integration-methods-block-accordion-header d-flex justify-content-between align-items-center\">\n            <h3 class=\"section-data-integration-methods-block__title-item\">5. Przekazujemy rozwi\u0105zanie<\/h3>\n            <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-data-integration-methods-block\/chevron-down-icon.svg\" class=\"section-data-integration-methods-block__chevron ml-p-10 mr-p-48 js-section-data-integration-methods-block-chevron\" alt=\"Icon chevron\" >\n          <\/div>\n          <div class=\"section-data-integration-methods-block__content js-section-data-integration-methods-block-content\">\n            <div class=\"row pt-p-24\">\n              <div class=\"col-12 col-lg-6\">\n                <p class=\"section-data-integration-methods-block__description\">\u2022 dostarczamy dokumentacj\u0119\r\n<br>\u2022 testujemy gotow\u0105 platform\u0119\r\n<br>\u2022 przeprowadzamy onboarding u\u017cytkownik\u00f3w<\/p>\n              <\/div>\n                              <div class=\"col-12 col-lg-6 section-data-integration-methods-block__image d-flex justify-content-end\">\n                  <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/11\/Frame-1000005777.png\" alt=\"5. Przekazujemy rozwi\u0105zanie\" class=\"img-fluid\">\n                <\/div>\n                          <\/div>\n\n          <\/div>\n        <\/div>\n              <div class=\"section-data-integration-methods-block__accordion-item js-section-data-integration-methods-block-accordion-item py-p-16 pl-p-24 py-p-lg-24 pl-p-lg-48 mb-p-16\">\n          <div class=\"section-data-integration-methods-block__accordion-header js-section-data-integration-methods-block-accordion-header d-flex justify-content-between align-items-center\">\n            <h3 class=\"section-data-integration-methods-block__title-item\">6. Optymalizujemy\u2028i wdra\u017camy uwagi<\/h3>\n            <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-data-integration-methods-block\/chevron-down-icon.svg\" class=\"section-data-integration-methods-block__chevron ml-p-10 mr-p-48 js-section-data-integration-methods-block-chevron\" alt=\"Icon chevron\" >\n          <\/div>\n          <div class=\"section-data-integration-methods-block__content js-section-data-integration-methods-block-content\">\n            <div class=\"row pt-p-24\">\n              <div class=\"col-12 col-lg-6\">\n                <p class=\"section-data-integration-methods-block__description\">\u2022 zbieramy feedback od interesariuszy\r\n<br>\u2022 optymalizujemy rozwi\u0105zanie pod k\u0105tem wydajno\u015bci\u2028i koszt\u00f3w\r\n<br>\u2022 zapewniamy pomoc posprzeda\u017cow\u0105\r\n<br>\u2022 na \u017cyczenie klienta wdra\u017camy support rozwi\u0105zania<\/p>\n              <\/div>\n                              <div class=\"col-12 col-lg-6 section-data-integration-methods-block__image d-flex justify-content-end\">\n                  <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/11\/Frame-1000005778.png\" alt=\"6. Optymalizujemy\u2028i wdra\u017camy uwagi\" class=\"img-fluid\">\n                <\/div>\n                          <\/div>\n\n          <\/div>\n        <\/div>\n          <\/div>\n  <\/div>\n<\/div>\n\n<div class=\"section-case-study-block js-section-case-study-block \"\n                  style=\"--section-case-study-block-background-color: transparent;\"\n                          id=\"case-studies\"\n        >\n  <div class=\"container\">\n    <div class=\"row\">\n      <div class=\"col\">\n        <div class=\"section-case-study-block__inner py-p-48 py-p-lg-80\">\n                              <h2 class=\"section-case-study-block__heading m-auto mb-p-48 mb-p-lg-94 text-center\">Poznaj historie sukcesu naszych klient\u00f3w<\/h2>\n                    <div class=\"section-case-study-block__nav mb-p-16\">\n            <select class=\"section-case-study-block__select js-section-case-study-block-select d-block d-md-none mb-p-16 py-p-8 px-p-24 w-100\">\n                              <option value=\"0\">Ciep\u0142ownictwo i Energetyka<\/option>\n                              <option value=\"1\">Telekomunikacja<\/option>\n                              <option value=\"2\">Agencja reklamowa<\/option>\n                              <option value=\"3\">Digital Natives<\/option>\n                              <option value=\"4\">Gaming<\/option>\n                          <\/select>\n            <div class=\"d-none d-lg-block\">\n                          <span class=\"section-case-study-block__nav-button js-section-case-study-block-nav-button px-p-40 py-p-20 section-case-study-block__nav-button--active\" data-index=\"0\">Ciep\u0142ownictwo i Energetyka<\/span>\n                          <span class=\"section-case-study-block__nav-button js-section-case-study-block-nav-button px-p-40 py-p-20 \" data-index=\"1\">Telekomunikacja<\/span>\n                          <span class=\"section-case-study-block__nav-button js-section-case-study-block-nav-button px-p-40 py-p-20 \" data-index=\"2\">Agencja reklamowa<\/span>\n                          <span class=\"section-case-study-block__nav-button js-section-case-study-block-nav-button px-p-40 py-p-20 \" data-index=\"3\">Digital Natives<\/span>\n                          <span class=\"section-case-study-block__nav-button js-section-case-study-block-nav-button px-p-40 py-p-20 \" data-index=\"4\">Gaming<\/span>\n                        <\/div>\n            <div class=\"section-case-study-block__indicator w-100 mt-p-40 mb-p-60 d-none d-lg-block\">\n              <div class=\"section-case-study-block__indicator-top d-flex flex-row justify-content-center align-items-center w-100\">\n                <div class=\"section-case-study-block__indicator-left w-100\"><\/div>\n                <div class=\"section-case-study-block__indicator-right w-100\"><\/div>\n              <\/div>\n              <div class=\"section-case-study-block__indicator-center js-section-case-study-block-indicator\"><\/div>\n            <\/div>\n          <\/div>\n          <div class=\"section-case-study-block__content\">\n                          <div class=\"section-case-study-block__item js-section-case-study-block-item row section-case-study-block__item--active\" data-index=\"0\">\n                <div class=\"section-case-study-block__image-wrapper col-12 col-lg-6 d-flex justify-content-center order-lg-1 mb-p-16 mb-p-lg-0 align-items-start\">\n                  <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/11\/Frame-1000005765-2.png\" alt=\"Pomogli\u015bmy Celsium zbudowa\u0107 hurtowni\u0119 danych, kt\u00f3ra zredukowa\u0142a koszty o 180\u202f000 z\u0142 rocznie\" class=\"section-case-study-block__image img-fluid\">\n                <\/div>\n                <div class=\"section-case-study-block__content-wrapper col-12 col-lg-6 order-lg-0\">\n                  <h2 class=\"section-case-study-block__title mb-p-16 mb-p-lg-40\">Pomogli\u015bmy Celsium zbudowa\u0107 hurtowni\u0119 danych, kt\u00f3ra zredukowa\u0142a koszty o 180\u202f000 z\u0142 rocznie<\/h2>\n                  <p class=\"section-case-study-block__description mb-p-16 mb-p-lg-40\">Zintegrowali\u015bmy dane z licznik\u00f3w, SCADA, system\u00f3w billingowych i pogodowych w jednej hurtowni na Google Cloud Platform. Stworzyli\u015bmy zaawansowane procesy ETL, mechanizmy kontroli jako\u015bci danych i dashboardy w Tableau, wspieraj\u0105ce codzienn\u0105 analiz\u0119 produkcji i zu\u017cycia ciep\u0142a.\r\n<br><br>\r\n<strong>Efekt?<\/strong> Wykrywanie awarii licznik\u00f3w w 1 dzie\u0144 (wcze\u015bniej miesi\u0105c), 3\u00d7 dziennie aktualizowane dane operacyjne i znaczne oszcz\u0119dno\u015bci dzi\u0119ki optymalizacji \u017ar\u00f3de\u0142 ciep\u0142a i lepszemu bilansowaniu popytu.<\/p>\n                  <a href=\"https:\/\/alterdata.com\/pl\/case-studies\/transformacja-cyfrowa-celsium\/\" class=\"section-case-study-block__link\" target=\"_blank\">Czytaj wi\u0119cej<\/a>\n                <\/div>\n              <\/div>\n                          <div class=\"section-case-study-block__item js-section-case-study-block-item row \" data-index=\"1\">\n                <div class=\"section-case-study-block__image-wrapper col-12 col-lg-6 d-flex justify-content-center order-lg-1 mb-p-16 mb-p-lg-0 align-items-start\">\n                  <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/11\/Frame-1000005766-3.png\" alt=\"Zbudowali\u015bmy nowoczesn\u0105 hurtowni\u0119 danych w GCP dla Polskiego \u015awiat\u0142owodu Otwartego\" class=\"section-case-study-block__image img-fluid\">\n                <\/div>\n                <div class=\"section-case-study-block__content-wrapper col-12 col-lg-6 order-lg-0\">\n                  <h2 class=\"section-case-study-block__title mb-p-16 mb-p-lg-40\">Zbudowali\u015bmy nowoczesn\u0105 hurtowni\u0119 danych w GCP dla Polskiego \u015awiat\u0142owodu Otwartego<\/h2>\n                  <p class=\"section-case-study-block__description mb-p-16 mb-p-lg-40\">Pomogli\u015bmy P\u015aO zaprojektowa\u0107 i wdro\u017cy\u0107 skalowaln\u0105 architektur\u0119 Data Lake na Google Cloud Platform. Zintegrowali\u015bmy 13 \u017ar\u00f3de\u0142 danych, stworzyli\u015bmy automatyczne procesy ELT, zabezpieczenia dost\u0119pu i model danych b\u0119d\u0105cy jednym \u017ar\u00f3d\u0142em prawdy w organizacji.\r\n<br><br>\r\n<strong>Efekt?<\/strong>  Niezale\u017cno\u015b\u0107 w raportowaniu, szybka integracja nowych system\u00f3w, gotowo\u015b\u0107 na przysz\u0142e potrzeby i oszcz\u0119dno\u015b\u0107 koszt\u00f3w dzi\u0119ki eliminacji infrastruktury on-premise.<\/p>\n                  <a href=\"https:\/\/alterdata.com\/pl\/case-studies\/pso\/\" class=\"section-case-study-block__link\" target=\"_blank\">Czytaj wi\u0119cej<\/a>\n                <\/div>\n              <\/div>\n                          <div class=\"section-case-study-block__item js-section-case-study-block-item row \" data-index=\"2\">\n                <div class=\"section-case-study-block__image-wrapper col-12 col-lg-6 d-flex justify-content-center order-lg-1 mb-p-16 mb-p-lg-0 align-items-start\">\n                  <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/11\/Frame-1000005767-2.png\" alt=\"Pomogli\u015bmy AMS wykorzysta\u0107 dane z no\u015bnik\u00f3w DOOH i utrzyma\u0107 pozycj\u0119 lidera reklamy zewn\u0119trznej\" class=\"section-case-study-block__image img-fluid\">\n                <\/div>\n                <div class=\"section-case-study-block__content-wrapper col-12 col-lg-6 order-lg-0\">\n                  <h2 class=\"section-case-study-block__title mb-p-16 mb-p-lg-40\">Pomogli\u015bmy AMS wykorzysta\u0107 dane z no\u015bnik\u00f3w DOOH i utrzyma\u0107 pozycj\u0119 lidera reklamy zewn\u0119trznej<\/h2>\n                  <p class=\"section-case-study-block__description mb-p-16 mb-p-lg-40\">Zbudowali\u015bmy nowoczesny ekosystem danych dla AMS \u2013 lidera reklamy OOH i DOOH. Po\u0142\u0105czyli\u015bmy dane z no\u015bnik\u00f3w, system\u00f3w wewn\u0119trznych, Proxi.cloud i CitiesAI, tworz\u0105c jednolit\u0105 hurtowni\u0119 danych w BigQuery z analiz\u0105 w czasie zbli\u017conym do rzeczywistego.\r\n<br><br>\r\n<strong>Efekt?<\/strong> Targetowanie oparte na danych, automatyzacja kampanii, lepsze wyniki dla klient\u00f3w i umocnienie pozycji rynkowej dzi\u0119ki programmatic buying w oparciu o rzeczywisty zasi\u0119g.<\/p>\n                  <a href=\"https:\/\/alterdata.com\/pl\/case-studies\/ams\/\" class=\"section-case-study-block__link\" target=\"_blank\">Czytaj wi\u0119cej<\/a>\n                <\/div>\n              <\/div>\n                          <div class=\"section-case-study-block__item js-section-case-study-block-item row \" data-index=\"3\">\n                <div class=\"section-case-study-block__image-wrapper col-12 col-lg-6 d-flex justify-content-center order-lg-1 mb-p-16 mb-p-lg-0 align-items-start\">\n                  <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/11\/Frame-1000005768-2.png\" alt=\"Pomogli\u015bmy Tutlo zautomatyzowa\u0107 integracj\u0119 danych i zbudowa\u0107 nowoczesne ETL w czasie rzeczywistym\" class=\"section-case-study-block__image img-fluid\">\n                <\/div>\n                <div class=\"section-case-study-block__content-wrapper col-12 col-lg-6 order-lg-0\">\n                  <h2 class=\"section-case-study-block__title mb-p-16 mb-p-lg-40\">Pomogli\u015bmy Tutlo zautomatyzowa\u0107 integracj\u0119 danych i zbudowa\u0107 nowoczesne ETL w czasie rzeczywistym<\/h2>\n                  <p class=\"section-case-study-block__description mb-p-16 mb-p-lg-40\">We wsp\u00f3\u0142pracy z zespo\u0142em Tutlo zaprojektowali\u015bmy i wdro\u017cyli\u015bmy architektur\u0119 integracji danych opart\u0105 o bezserwerowe komponenty Google Cloud. System umo\u017cliwia synchronizacj\u0119 danych z dziesi\u0105tek \u017ar\u00f3de\u0142 \u2013 w tym CRM \u2013 z pe\u0142nym monitoringiem, automatyzacj\u0105 CI\/CD i gotowo\u015bci\u0105 do dalszej skalowalno\u015bci.\r\n<br><br>\r\n<strong>Efekt?<\/strong> Stabilny i elastyczny ekosystem danych, gotowy na automatyzacj\u0119 proces\u00f3w, projekty ML i dynamiczny rozw\u00f3j platformy edukacyjnej.<\/p>\n                  <a href=\"https:\/\/alterdata.com\/pl\/case-studies\/transformacja-etl-tutlo\/\" class=\"section-case-study-block__link\" target=\"_blank\">Czytaj wi\u0119cej<\/a>\n                <\/div>\n              <\/div>\n                          <div class=\"section-case-study-block__item js-section-case-study-block-item row \" data-index=\"4\">\n                <div class=\"section-case-study-block__image-wrapper col-12 col-lg-6 d-flex justify-content-center order-lg-1 mb-p-16 mb-p-lg-0 align-items-start\">\n                  <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/11\/Frame-1000005769-2.png\" alt=\"Pomogli\u015bmy FunCraft prognozowa\u0107 ROI i optymalizowa\u0107 bud\u017cety UA w bran\u017cy mobile gaming\" class=\"section-case-study-block__image img-fluid\">\n                <\/div>\n                <div class=\"section-case-study-block__content-wrapper col-12 col-lg-6 order-lg-0\">\n                  <h2 class=\"section-case-study-block__title mb-p-16 mb-p-lg-40\">Pomogli\u015bmy FunCraft prognozowa\u0107 ROI i optymalizowa\u0107 bud\u017cety UA w bran\u017cy mobile gaming<\/h2>\n                  <p class=\"section-case-study-block__description mb-p-16 mb-p-lg-40\">Dla ameryka\u0144skiego studia gier wdro\u017cyli\u015bmy kompleksowe rozwi\u0105zanie BI, integruj\u0105c dane z Adjust, sklep\u00f3w i platform reklamowych do hurtowni BigQuery. Zbudowali\u015bmy zaawansowane dashboardy w Looker Studio oraz modele predykcyjne ROI, kt\u00f3re umo\u017cliwiaj\u0105 podejmowanie trafnych decyzji bud\u017cetowych \u2013 nawet przy d\u0142ugim cyklu zwrotu z inwestycji.\r\n<br><br>\r\n<strong>Efekt?<\/strong> Zesp\u00f3\u0142 marketingu FunCraft dzia\u0142a szybciej, skuteczniej i z pe\u0142n\u0105 kontrol\u0105 nad danymi.<\/p>\n                  <a href=\"https:\/\/alterdata.com\/pl\/case-studies\/optymalizacja-budzetow-marketingowych-i-prognozowanie-rentownosci-w-funcraft-inc\/\" class=\"section-case-study-block__link\" target=\"_blank\">Czytaj wi\u0119cej<\/a>\n                <\/div>\n              <\/div>\n                      <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>\n\n<div class=\"section-implementing-data-block \"\n                          id=\"dlaczego-alterdata\"\n        >\n  <div class=\"container\">\n    <div class=\"row\">\n      <div class=\"col\">\n        <div class=\"section-implementing-data-block__inner my-p-60\">\n          <div class=\"section-implementing-data-block__content\">\n                        <h2 class=\"section-implementing-data-block__title text-center mb-p-48 mb-p-lg-48 pb-p-16 pb-p-lg-16 mx-auto\">Co zyskujesz, wdra\u017caj\u0105c in\u017cynieri\u0119 danych z Alterdata?<\/h2>\n            <div class=\"section-implementing-data-block__items row justify-content-center mb-p-48\">\n                              <div class=\"section-implementing-data-block__box col-12 col-lg-6\">\n                  <div class=\"section-implementing-data-block-inner d-flex row flex-row align-items-start justify-content-start px-p-24 py-p-24 px-p-lg-40 py-p-lg-40 h-100\">\n                    <div class=\"col-12 col-lg-3 mx-auto text-center\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/11\/icon-cut-2.png\" class=\"section-implementing-data-block__icon mb-p-16\" alt=\"Benefit Icon\">\n                    <\/div>\n                    <div class=\"col-12 col-lg-9\">\n                    <h3 class=\"section-implementing-data-block__box-title mb-p-8\">Dopasowane us\u0142ugi<\/h3>\n                    <p class=\"section-implementing-data-block__box-description\">Tworzymy rozwi\u0105zania in\u017cynierii danych precyzyjnie dostosowane do Twoich wymaga\u0144 oraz bud\u017cetu.\r\nBierzemy pod uwag\u0119 bran\u017c\u0119, wielko\u015bci firmy, Twoje cele\u2028i inne wa\u017cne czynniki.<\/p>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                              <div class=\"section-implementing-data-block__box col-12 col-lg-6\">\n                  <div class=\"section-implementing-data-block-inner d-flex row flex-row align-items-start justify-content-start px-p-24 py-p-24 px-p-lg-40 py-p-lg-40 h-100\">\n                    <div class=\"col-12 col-lg-3 mx-auto text-center\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/11\/icon-experts-2.png\" class=\"section-implementing-data-block__icon mb-p-16\" alt=\"Benefit Icon\">\n                    <\/div>\n                    <div class=\"col-12 col-lg-9\">\n                    <h3 class=\"section-implementing-data-block__box-title mb-p-8\">Zesp\u00f3\u0142 profesjonalist\u00f3w<\/h3>\n                    <p class=\"section-implementing-data-block__box-description\">Nasi in\u017cynierowie i analitycy danych maj\u0105 wiedz\u0119 oraz lata do\u015bwiadczenia we wdro\u017ceniach dla r\u00f3\u017cnych bran\u017c.\r\nDo projekt\u00f3w wybieramy specjalist\u00f3w, kt\u00f3rzy rozumiej\u0105 Twoje wymagania.<\/p>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                              <div class=\"section-implementing-data-block__box col-12 col-lg-6\">\n                  <div class=\"section-implementing-data-block-inner d-flex row flex-row align-items-start justify-content-start px-p-24 py-p-24 px-p-lg-40 py-p-lg-40 h-100\">\n                    <div class=\"col-12 col-lg-3 mx-auto text-center\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/11\/icon-tools-2.png\" class=\"section-implementing-data-block__icon mb-p-16\" alt=\"Benefit Icon\">\n                    <\/div>\n                    <div class=\"col-12 col-lg-9\">\n                    <h3 class=\"section-implementing-data-block__box-title mb-p-8\">Szeroki tech-stack<\/h3>\n                    <p class=\"section-implementing-data-block__box-description\">Stosujemy nowoczesne i wydajne technologie, dobieramy je do potrzeb, tak by realizowa\u0107 cele najefektywniej.\r\nPozwala to nam budowa\u0107 platformy idealnie dobrane do potrzeb klient\u00f3w.<\/p>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                              <div class=\"section-implementing-data-block__box col-12 col-lg-6\">\n                  <div class=\"section-implementing-data-block-inner d-flex row flex-row align-items-start justify-content-start px-p-24 py-p-24 px-p-lg-40 py-p-lg-40 h-100\">\n                    <div class=\"col-12 col-lg-3 mx-auto text-center\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/11\/icon-experts-2.png\" class=\"section-implementing-data-block__icon mb-p-16\" alt=\"Benefit Icon\">\n                    <\/div>\n                    <div class=\"col-12 col-lg-9\">\n                    <h3 class=\"section-implementing-data-block__box-title mb-p-8\">Data team as a service<\/h3>\n                    <p class=\"section-implementing-data-block__box-description\">Otrzymujesz wsparcie dedykowanego zespo\u0142u ekspert\u00f3w, dost\u0119pnych zawsze, gdy ich potrzebujesz.\r\nTo tak\u017ce pomoc w rozbudowie Twojej architektury i szkoleniu pracownik\u00f3w.<\/p>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                              <div class=\"section-implementing-data-block__box col-12 col-lg-6\">\n                  <div class=\"section-implementing-data-block-inner d-flex row flex-row align-items-start justify-content-start px-p-24 py-p-24 px-p-lg-40 py-p-lg-40 h-100\">\n                    <div class=\"col-12 col-lg-3 mx-auto text-center\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/11\/icon-shield-2.png\" class=\"section-implementing-data-block__icon mb-p-16\" alt=\"Benefit Icon\">\n                    <\/div>\n                    <div class=\"col-12 col-lg-9\">\n                    <h3 class=\"section-implementing-data-block__box-title mb-p-8\">Bezpiecze\u0144stwo danych<\/h3>\n                    <p class=\"section-implementing-data-block__box-description\">Pracujemy w Twoim \u015brodowisku i nie pobieramy z niego \u017cadnych danych, co gwarantuje ich bezpiecze\u0144stwo.\r\nTy decydujesz, do kt\u00f3rych informacji mamy dost\u0119p w trakcie naszej pracy.<\/p>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                              <div class=\"section-implementing-data-block__box col-12 col-lg-6\">\n                  <div class=\"section-implementing-data-block-inner d-flex row flex-row align-items-start justify-content-start px-p-24 py-p-24 px-p-lg-40 py-p-lg-40 h-100\">\n                    <div class=\"col-12 col-lg-3 mx-auto text-center\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/11\/icon-puzzle-2.png\" class=\"section-implementing-data-block__icon mb-p-16\" alt=\"Benefit Icon\">\n                    <\/div>\n                    <div class=\"col-12 col-lg-9\">\n                    <h3 class=\"section-implementing-data-block__box-title mb-p-8\">Realizacja end-to-end<\/h3>\n                    <p class=\"section-implementing-data-block__box-description\">Zapewniamy kompleksow\u0105 obs\u0142ug\u0119 oraz sta\u0142\u0105 pomoc na ka\u017cdym etapie cyklu \u017cycia naszych rozwi\u0105za\u0144.\r\nPo wdro\u017ceniu wspieramy utrzymanie, rozw\u00f3j i rozbudow\u0119 o nowe funcje.<\/p>\n                    <\/div>\n                  <\/div>\n                <\/div>\n                          <\/div>\n            <div class=\"section-implementing-data-block__cta row d-flex justify-content-between mt-p-48\">\n              <div class=\"col-12 col-lg-8 d-flex justify-content-center justify-content-lg-end align-items-center\">\n                <p class=\"section-implementing-data-block__cta-content text-center text-lg-end mr-p-lg-48 mb-p-24 mb-p-lg-0 pt-p-24 pt-p-lg-0\">Odkryj, jak dane poprawiaj\u0105 wydajno\u015b\u0107<\/p>\n              <\/div>\n              <div class=\"col-12 col-lg-4 d-flex justify-content-center justify-content-lg-start\">\n                <a href=\"https:\/\/alterdata.com\/pl\/kontakt\/\" class=\"section-implementing-data-block__cta-button px-p-51 py-p-15\">Porozmawiajmy<\/a>\n              <\/div>\n            <\/div>\n          <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n\n<div class=\"section-tools-and-technologies-block js-section-tools-and-technologies-block \"\n                >\n  <div class=\"container\">\n    <div class=\"row\">\n      <div class=\"col\">\n        <div class=\"section-tools-and-technologies-block__inner py-p-48 py-p-lg-60\">\n          <h2 class=\"section-tools-and-technologies-block__title mb-p-36 mb-p-lg-40\">Tech stack: fundament naszej pracy<\/h2>\n          <p class=\"section-tools-and-technologies-block__description mb-p-24\">Poznaj narz\u0119dzia i technologie, kt\u00f3re nap\u0119dzaj\u0105 rozwi\u0105zania tworzone przez Alterdata.<\/p>\n          <div class=\"section-tools-and-technologies-block__content row\">\n            <div class=\"section-tools-and-technologies-block__buttons col-12 col-lg-4 d-none d-lg-flex flex-column align-items-center justify-content-center\">\n                              <span class=\"section-tools-and-technologies-block__button js-section-tools-and-technologies-block-button w-100 text-center mb-p-12 py-p-13 section-tools-and-technologies-block__button--active\" data-index=\"0\">Jeziora danych i Lakehouses<\/span>\n                              <span class=\"section-tools-and-technologies-block__button js-section-tools-and-technologies-block-button w-100 text-center mb-p-12 py-p-13 \" data-index=\"1\">Potoki ETL\/ELT i Streaming<\/span>\n                              <span class=\"section-tools-and-technologies-block__button js-section-tools-and-technologies-block-button w-100 text-center mb-p-12 py-p-13 \" data-index=\"2\">Us\u0142ugi bezserwerowe<\/span>\n                              <span class=\"section-tools-and-technologies-block__button js-section-tools-and-technologies-block-button w-100 text-center mb-p-12 py-p-13 \" data-index=\"3\">Hurtownie danych w chmurze<\/span>\n                              <span class=\"section-tools-and-technologies-block__button js-section-tools-and-technologies-block-button w-100 text-center mb-p-12 py-p-13 \" data-index=\"4\">Narz\u0119dzia do transformacji danych<\/span>\n                              <span class=\"section-tools-and-technologies-block__button js-section-tools-and-technologies-block-button w-100 text-center mb-p-12 py-p-13 \" data-index=\"5\">Business Intelligence<\/span>\n                              <span class=\"section-tools-and-technologies-block__button js-section-tools-and-technologies-block-button w-100 text-center mb-p-12 py-p-13 \" data-index=\"6\">Automatyzacja i orkiestracja danych<\/span>\n                              <span class=\"section-tools-and-technologies-block__button js-section-tools-and-technologies-block-button w-100 text-center mb-p-12 py-p-13 \" data-index=\"7\">ML &#038; AI<\/span>\n                          <\/div>\n            <div class=\"section-tools-and-technologies-block__indicator col-lg-1 mt-p-12 mb-p-12 d-none d-lg-block\">\n              <div class=\"section-tools-and-technologies-block__indicator-top d-flex flex-column w-100\">\n                <div class=\"section-tools-and-technologies-block__indicator-left\"><\/div>\n                <div class=\"section-tools-and-technologies-block__indicator-right\"><\/div>\n              <\/div>\n              <div class=\"section-tools-and-technologies-block__indicator-center js-section-tools-and-technologies-block-indicator-center\"><\/div>\n            <\/div>\n            <div class=\"section-tools-and-technologies-block__details d-flex flex-column js-section-tools-and-technologies-block-details col-12 col-lg-7\">\n                              <span class=\"section-tools-and-technologies-block__button js-section-tools-and-technologies-mobile-button w-100 text-center  mb-p-12 py-p-13 d-inline-block d-lg-none\" data-index=\"0\">\n                  Jeziora danych i Lakehouses\n                <\/span>\n\n                <div class=\"section-tools-and-technologies-block__set js-section-tools-and-technologies-block-set row section-tools-and-technologies-block__set--active\" id=\"tools-set-0\">\n                  <div class=\"section-tools-and-technologies-block__indicator-mob col-lg-1 mt-p-12 mb-p-12 d-lg-none\">\n                    <div class=\"section-tools-and-technologies-block__indicator-mob-top d-flex flex-row justify-content-center align-items-center w-100\">\n                      <div class=\"section-tools-and-technologies-block__indicator-mob-left w-100\"><\/div>\n                      <div class=\"section-tools-and-technologies-block__indicator-mob-right w-100\"><\/div>\n                    <\/div>\n                    <div class=\"section-tools-and-technologies-block__indicator-mob-center\"><\/div>\n                  <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/66d66fbb1a06b-Google-Cloud-Storage-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Google Cloud Storage umo\u017cliwia przechowywania danych w chmurze i wydajno\u015b\u0107, elastyczne zarz\u0105dzanie du\u017cymi zbiorami danych.\r\nZapewnia \u0142atwy dost\u0119p do danych \u2028i wsparcie zaawansowanych analiz.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/images-3.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Azure Data Lake Storage to us\u0142uga przechowywania oraz analizowania danych ustrukturyzowanych \u2028i nieustrukturyzowanych w chmurze, stworzona przez Microsoft.\r\n\r\nData Lake Storage jest skalowalne \u2028i obs\u0142uguje r\u00f3\u017cne formaty danych.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/png-clipart-amazon-com-amazon-s3-amazon-web-services-aws-lambda-cloud-storage-cloud-computing-angle-rectangle-thumbnail-1-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Amazon S3 to us\u0142uga chmurowa do bezpiecznego przechowywania danych o praktycznie nieograniczonej skalowalno\u015bci.\r\n\r\nJest wydajna i zapewnia sp\u00f3jno\u015b\u0107 oraz \u0142atwy dost\u0119pu do danych.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/unnamed-1-2.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Databricks to chmurowa platforma analityczna, \u0142\u0105cz\u0105ca in\u017cynieri\u0119 i analiz\u0119 danych oraz machine learning i modele predykcyjne.\r\n\r\nZ wysok\u0105 wydajno\u015bci\u0105 przetwarza ona tak\u017ce du\u017ce zbiory danych.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/social-image-v2-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Microsoft Fabric to zintegrowane \u015brodowisko analityczne, \u0142\u0105cz\u0105ce w r\u00f3\u017cne narz\u0119dzia, takie jak Power BI, Data Factory, czy Synapse. \r\n\r\nPlatforma obs\u0142uguje ca\u0142y cyklu \u017cycia danych, integracj\u0119, przetwarzanie, analiz\u0119 i wizualizacj\u0119 wynik\u00f3w.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/Azure-Synapse-Logo-PNG@ZEEVECTOR-1-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Google Big Lake to us\u0142uga, kt\u00f3ra \u0142\u0105czy w sobie cechy hurtowni oraz jezior danych i u\u0142atwia zarz\u0105dzanie danymi w r\u00f3\u017cnych formatach oraz lokalizacjach. \r\n\r\nPozwala tak\u017ce przetwarza\u0107 du\u017ce zbiory danych bez przenoszenia mi\u0119dzy systemami.<\/p>\n                    <\/div>\n                                  <\/div>\n                              <span class=\"section-tools-and-technologies-block__button js-section-tools-and-technologies-mobile-button w-100 text-center  mb-p-12 py-p-13 d-inline-block d-lg-none\" data-index=\"1\">\n                  Potoki ETL\/ELT i Streaming\n                <\/span>\n\n                <div class=\"section-tools-and-technologies-block__set js-section-tools-and-technologies-block-set row \" id=\"tools-set-1\">\n                  <div class=\"section-tools-and-technologies-block__indicator-mob col-lg-1 mt-p-12 mb-p-12 d-lg-none\">\n                    <div class=\"section-tools-and-technologies-block__indicator-mob-top d-flex flex-row justify-content-center align-items-center w-100\">\n                      <div class=\"section-tools-and-technologies-block__indicator-mob-left w-100\"><\/div>\n                      <div class=\"section-tools-and-technologies-block__indicator-mob-right w-100\"><\/div>\n                    <\/div>\n                    <div class=\"section-tools-and-technologies-block__indicator-mob-center\"><\/div>\n                  <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/images-2.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Google Cloud Dataflow do us\u0142uga przetwarzania du\u017cych ilo\u015bci danych oparta na Apache Beam. \r\n\r\nWspiera rozproszone przetwarzanie danych w czasie rzeczywistym oraz zaawansowane analizy<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/azure-data-factory2539-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Azure Data Factory to us\u0142uga integracji danych w chmurze, kt\u00f3ra automatyzuje przep\u0142ywy danych i orkiestruje procesy przetwarzania.\r\n\r\nUmo\u017cliwia \u0142\u0105czenie danych ze \u017ar\u00f3de\u0142 chmurowych i lokalnych do przetwarzania w jednym \u015brodowisku.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/kafka-1-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Apache Kafka przetwarza w czasie rzeczywistym strumienie danych\u2028i wspiera zarz\u0105dzanie du\u017cymi ilo\u015bciami danych z r\u00f3\u017cnych \u017ar\u00f3de\u0142.\r\n\r\nPozwala analizowa\u0107 zdarzenia natychmiast po ich wyst\u0105pieniu.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/626a7bbfb11ca86126daf99b_5fc5067732c4f5a49d4bdf34_1200px-Cloud-Pub-Sub-Logo-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Pub\/Sub s\u0142u\u017cy do przesy\u0142ania wiadomo\u015bci mi\u0119dzy aplikacjami, przetwarzania strumieni danych \u2028w czasie rzeczywistym, ich analizy \u2028i tworzenia kolejek komunikat\u00f3w.\r\n\r\nDobrze integruje si\u0119 z mikrous\u0142ugami oraz architekturami sterowanymi zdarzeniami (EDA).<\/p>\n                    <\/div>\n                                  <\/div>\n                              <span class=\"section-tools-and-technologies-block__button js-section-tools-and-technologies-mobile-button w-100 text-center  mb-p-12 py-p-13 d-inline-block d-lg-none\" data-index=\"2\">\n                  Us\u0142ugi bezserwerowe\n                <\/span>\n\n                <div class=\"section-tools-and-technologies-block__set js-section-tools-and-technologies-block-set row \" id=\"tools-set-2\">\n                  <div class=\"section-tools-and-technologies-block__indicator-mob col-lg-1 mt-p-12 mb-p-12 d-lg-none\">\n                    <div class=\"section-tools-and-technologies-block__indicator-mob-top d-flex flex-row justify-content-center align-items-center w-100\">\n                      <div class=\"section-tools-and-technologies-block__indicator-mob-left w-100\"><\/div>\n                      <div class=\"section-tools-and-technologies-block__indicator-mob-right w-100\"><\/div>\n                    <\/div>\n                    <div class=\"section-tools-and-technologies-block__indicator-mob-center\"><\/div>\n                  <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/google-cloud-run-icon-2048x1840-x12dqzzh-1-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Google Cloud Run obs\u0142uguje aplikacje kontenerowe w skalowalny\u2028i zautomatyzowany spos\u00f3b, przez co optymalizuje koszty oraz zasoby. \r\n\r\nPozwala na elastyczne i wydajne zarz\u0105dzanie aplikacjami w chmurze, zmniejszaj\u0105c obci\u0105\u017cenie prac\u0105.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/png-clipart-microsoft-azure-serverless-computing-aws-lambda-function-as-a-service-cloud-computing-angle-text-1-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Azure Functions to inne rozwi\u0105zanie bezserwerowe, kt\u00f3re uruchamia kod w reakcji na zdarzenia, eliminuj\u0105c potrzeb\u0119 zarz\u0105dzania serwerami.\r\n\r\nJego inne zalety to mo\u017cliwo\u015b\u0107 automatyzowania proces\u00f3w oraz integrowania r\u00f3\u017cnych us\u0142ug.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/pngwing.com1-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">AWS Lambda to sterowana zdarzeniami, bezserwerowa funkcja jako us\u0142uga (FaaS), kt\u00f3ra umo\u017cliwia automatyczne uruchamianie kodu \u2028w odpowiedzi na zdarzenia. \r\n\r\nPozwala uruchamia\u0107 aplikacje \u2028bez infrastruktury serwerowej.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/bCZpcYch_400x400-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Azure App Service to platforma chmurowa, s\u0142u\u017c\u0105ca do uruchamiania aplikacji webowych i mobilnych.\r\n\r\nOferuje automatyczne skalowanie zasob\u00f3w i integracj\u0119 z narz\u0119dziami DevOps, (np. GitHub, Azure DevOps)<\/p>\n                    <\/div>\n                                  <\/div>\n                              <span class=\"section-tools-and-technologies-block__button js-section-tools-and-technologies-mobile-button w-100 text-center  mb-p-12 py-p-13 d-inline-block d-lg-none\" data-index=\"3\">\n                  Hurtownie danych w chmurze\n                <\/span>\n\n                <div class=\"section-tools-and-technologies-block__set js-section-tools-and-technologies-block-set row \" id=\"tools-set-3\">\n                  <div class=\"section-tools-and-technologies-block__indicator-mob col-lg-1 mt-p-12 mb-p-12 d-lg-none\">\n                    <div class=\"section-tools-and-technologies-block__indicator-mob-top d-flex flex-row justify-content-center align-items-center w-100\">\n                      <div class=\"section-tools-and-technologies-block__indicator-mob-left w-100\"><\/div>\n                      <div class=\"section-tools-and-technologies-block__indicator-mob-right w-100\"><\/div>\n                    <\/div>\n                    <div class=\"section-tools-and-technologies-block__indicator-mob-center\"><\/div>\n                  <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/SNOW-35164165-1-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Snowflake to platforma, kt\u00f3ra umo\u017cliwia przechowywanie, przetwarzanie i analizowanie du\u017cych zbior\u00f3w danych w chmurze.\r\nJest \u0142atwo skalowalna, wydajna, zapewnia te\u017c sp\u00f3jno\u015b\u0107 oraz \u0142atwy dost\u0119pu do danych.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/png-transparent-amazon-com-amazon-redshift-amazon-web-services-amazon-relational-database-service-database-miscellaneous-blue-angle-1-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Amazon Redshift to hurtownia danych w chmurze, kt\u00f3ra umo\u017cliwia szybkie przetwarzanie i analizowanie du\u017cych zbior\u00f3w danych.\r\nRedshift oferuje tak\u017ce tworzenie z\u0142o\u017conych analiz i raport\u00f3w z danych w czasie rzeczywistym.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/google_bigquery_logo_icon_168150-1-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">BigQuery to skalowalna platforma analizy danych od Google Cloud. Umo\u017cliwia ona szybkie przetwarzanie du\u017cych zbior\u00f3w danych, analityk\u0119 oraz zaawansowane raportowanie.\r\nU\u0142atwia dost\u0119p do danych dzi\u0119ki integracji z r\u00f3\u017cnymi ich \u017ar\u00f3d\u0142ami.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/azure-synapse-analytics6078-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Azure Synapse Analytics \u2028to platforma \u0142\u0105cz\u0105ca hurtowni\u0119 danych, przetwarzanie big data oraz analityk\u0119 w czasie rzeczywistym.\r\nUmo\u017cliwia przeprowadzanie skomplikowanych analiz na du\u017cych wolumenach danych.<\/p>\n                    <\/div>\n                                  <\/div>\n                              <span class=\"section-tools-and-technologies-block__button js-section-tools-and-technologies-mobile-button w-100 text-center  mb-p-12 py-p-13 d-inline-block d-lg-none\" data-index=\"4\">\n                  Narz\u0119dzia do transformacji danych\n                <\/span>\n\n                <div class=\"section-tools-and-technologies-block__set js-section-tools-and-technologies-block-set row \" id=\"tools-set-4\">\n                  <div class=\"section-tools-and-technologies-block__indicator-mob col-lg-1 mt-p-12 mb-p-12 d-lg-none\">\n                    <div class=\"section-tools-and-technologies-block__indicator-mob-top d-flex flex-row justify-content-center align-items-center w-100\">\n                      <div class=\"section-tools-and-technologies-block__indicator-mob-left w-100\"><\/div>\n                      <div class=\"section-tools-and-technologies-block__indicator-mob-right w-100\"><\/div>\n                    <\/div>\n                    <div class=\"section-tools-and-technologies-block__indicator-mob-center\"><\/div>\n                  <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/DBT-1-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Data Build Tool umo\u017cliwia \u0142atw\u0105 transformacj\u0119 i modelowanie danych bezpo\u015brednio w bazach danych.\r\nPozwala tworzy\u0107 z\u0142o\u017cone struktury, automatyzowa\u0107 procesy i zarz\u0105dza\u0107 modelami danych w SQL.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/db2310455dd76b2cd290f67635f6fa78-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Dataform jest cz\u0119\u015bci\u0105 Google Cloud, kt\u00f3ra automatyzuje transformacj\u0119 danych w BigQuery, w oparciu o j\u0119zyk zapyta\u0144 SQL. \r\nWspiera bezserwerow\u0105 orkiestracj\u0119 strumieni danych i umo\u017cliwia prac\u0119 zespo\u0142ow\u0105 z danymi.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/pandas-icon-logo-BE10401BF1-seeklogo.com-1-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Pandas to biblioteka struktur danych oraz narz\u0119dzi analitycznych\u2028w j\u0119zyku Python. Jest przydatna w manipulowaniu danymi i analizach.\r\nPandas jest u\u017cywana szczeg\u00f3lnie\u2028w statystyce i machine learningu.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/images-1-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">PySpark to interfejs API dla Apache Spark, kt\u00f3ry pozwala przetwarza\u0107 du\u017ce ilo\u015bci danych w rozproszonym  \u015brodowisku, w czasie rzeczywistym.\r\nTo narz\u0119dzie jest proste w u\u017cyciu oraz wszechstronne w dzia\u0142aniu.<\/p>\n                    <\/div>\n                                  <\/div>\n                              <span class=\"section-tools-and-technologies-block__button js-section-tools-and-technologies-mobile-button w-100 text-center  mb-p-12 py-p-13 d-inline-block d-lg-none\" data-index=\"5\">\n                  Business Intelligence\n                <\/span>\n\n                <div class=\"section-tools-and-technologies-block__set js-section-tools-and-technologies-block-set row \" id=\"tools-set-5\">\n                  <div class=\"section-tools-and-technologies-block__indicator-mob col-lg-1 mt-p-12 mb-p-12 d-lg-none\">\n                    <div class=\"section-tools-and-technologies-block__indicator-mob-top d-flex flex-row justify-content-center align-items-center w-100\">\n                      <div class=\"section-tools-and-technologies-block__indicator-mob-left w-100\"><\/div>\n                      <div class=\"section-tools-and-technologies-block__indicator-mob-right w-100\"><\/div>\n                    <\/div>\n                    <div class=\"section-tools-and-technologies-block__indicator-mob-center\"><\/div>\n                  <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/looker_studio_2_2_1_cf27087aa5-1-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Looker Studio to narz\u0119dzie s\u0142u\u017c\u0105ce do eksploracji i zaawansowanej wizualizacji danych pochodz\u0105cych z r\u00f3\u017cnych \u017ar\u00f3de\u0142, w formie czytelnych raport\u00f3w, wykres\u00f3w i dashboard\u00f3w. \r\n\r\nU\u0142atwia wsp\u00f3\u0142dzielenie danych oraz wspiera r\u00f3wnoczesn\u0105 prac\u0119 wielu os\u00f3b, bez potrzeby kodowania.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/TB-1-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Tableau, aplikacja od Salesforce, to wszechstronne narz\u0119dzie do analiz i wizualizacji danych, idealne dla os\u00f3b szukaj\u0105cych intuicyjnych rozwi\u0105za\u0144. \r\n\r\nCenione za wizualizacje danych przestrzennych i geograficznych, szybkie identyfikowanie trend\u00f3w oraz dok\u0142adno\u015b\u0107 analiz danych.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/Power-BI-Logo-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Power BI, platforma Business Intelligence koncernu Microsoft, wydajnie przekszta\u0142ca du\u017ce ilo\u015bci danych w czytelne, interaktywne wizualizacje i przyst\u0119pne raporty. \r\n\r\n\u0141atwo integruje si\u0119 z r\u00f3\u017cnymi \u017ar\u00f3d\u0142ami danych oraz monitoruje KPI w czasie rzeczywistym.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/looker_studio_2_2_1_cf27087aa5-1-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Looker to platforma chmurowa do Business Intelligence oraz analityki danych, kt\u00f3ra pozwala eksplorowa\u0107, udost\u0119pnia\u0107 oraz wizualizowa\u0107 dane i wspiera procesy decyzyjne.\r\n\r\nLooker wykorzystuje te\u017c uczenie maszynowe do automatyzacji proces\u00f3w i tworzenia predykcji.<\/p>\n                    <\/div>\n                                  <\/div>\n                              <span class=\"section-tools-and-technologies-block__button js-section-tools-and-technologies-mobile-button w-100 text-center  mb-p-12 py-p-13 d-inline-block d-lg-none\" data-index=\"6\">\n                  Automatyzacja i orkiestracja danych\n                <\/span>\n\n                <div class=\"section-tools-and-technologies-block__set js-section-tools-and-technologies-block-set row \" id=\"tools-set-6\">\n                  <div class=\"section-tools-and-technologies-block__indicator-mob col-lg-1 mt-p-12 mb-p-12 d-lg-none\">\n                    <div class=\"section-tools-and-technologies-block__indicator-mob-top d-flex flex-row justify-content-center align-items-center w-100\">\n                      <div class=\"section-tools-and-technologies-block__indicator-mob-left w-100\"><\/div>\n                      <div class=\"section-tools-and-technologies-block__indicator-mob-right w-100\"><\/div>\n                    <\/div>\n                    <div class=\"section-tools-and-technologies-block__indicator-mob-center\"><\/div>\n                  <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/terraform-icon-1803x2048-hodrzd3t-1-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Terraform to narz\u0119dzie open-source, kt\u00f3re pozwala na zarz\u0105dzanie infrastruktur\u0105 jako kodem oraz automatyczne tworzenie\u2028i aktualizacj\u0119 zasob\u00f3w w chmurze.\r\nWspiera efektywne kontrolowanie infrastruktury, minimalizuje ryzyko b\u0142\u0119d\u00f3w, zapewnia transparentno\u015b\u0107 i powtarzalno\u015b\u0107 proces\u00f3w.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/google-cloud-workflow-1-2.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">GCP Workflows automatyzuje przep\u0142ywy pracy w chmurze, a tak\u017ce u\u0142atwia zarz\u0105dzanie procesami \u0142\u0105cz\u0105cymi us\u0142ugi Google Cloud.\r\nTo narz\u0119dzie pozwala oszcz\u0119dza\u0107 czas dzi\u0119ki unikaniu dublowania dzia\u0142a\u0144, poprawia jako\u015bci pracy, eliminuj\u0105c b\u0142\u0119dy, oraz umo\u017cliwia wydajne zarz\u0105dzanie zasobami.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/1200px-AirflowLogo-2-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Apache Airflow zarz\u0105dza przep\u0142ywem pracy, umo\u017cliwia planowanie, monitorowanie oraz automatyzacj\u0119 proces\u00f3w ETL \u2028i innych zada\u0144 analitycznych.\r\nDaje te\u017c dost\u0119p do statusu zada\u0144 uko\u0144czonych i bie\u017c\u0105cych oraz wgl\u0105d w logi ich wykonywania.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/communityIcon_11ph4jc430y91-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Rundeck to narz\u0119dzie open-source do automatyzacji, kt\u00f3re umo\u017cliwia planowanie, zarz\u0105dzanie oraz uruchamianie zada\u0144 na serwerach.\r\nPozwala na szybkie reagowanie na zdarzenia i wspiera optymalizacj\u0119 zada\u0144 administracyjnych.<\/p>\n                    <\/div>\n                                  <\/div>\n                              <span class=\"section-tools-and-technologies-block__button js-section-tools-and-technologies-mobile-button w-100 text-center  mb-p-12 py-p-13 d-inline-block d-lg-none\" data-index=\"7\">\n                  ML &#038; AI\n                <\/span>\n\n                <div class=\"section-tools-and-technologies-block__set js-section-tools-and-technologies-block-set row \" id=\"tools-set-7\">\n                  <div class=\"section-tools-and-technologies-block__indicator-mob col-lg-1 mt-p-12 mb-p-12 d-lg-none\">\n                    <div class=\"section-tools-and-technologies-block__indicator-mob-top d-flex flex-row justify-content-center align-items-center w-100\">\n                      <div class=\"section-tools-and-technologies-block__indicator-mob-left w-100\"><\/div>\n                      <div class=\"section-tools-and-technologies-block__indicator-mob-right w-100\"><\/div>\n                    <\/div>\n                    <div class=\"section-tools-and-technologies-block__indicator-mob-center\"><\/div>\n                  <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/terraform-icon-1803x2048-hodrzd3t-1-1-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Python to j\u0119zyk programowania, \u2028w ramach kt\u00f3rego funkcjonuj\u0105 biblioteki u\u017cywane w machine learning (np. tensorflow, czy scikit-learn) s\u0142u\u017c\u0105ce do tworzenia oraz testowania modeli uczenia maszynowego.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/google-cloud-workflow-1-2-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">BigQuery ML pozwala na budow\u0119 modeli uczenia maszynowego bezpo\u015brednio w hurtowni danych Google wy\u0142\u0105cznie za pomoc\u0105 SQL.\r\nZapewnia szybki time-to-market, jest efektywny kosztowo, umo\u017cliwia te\u017c szybk\u0105 prac\u0119 iteracyjn\u0105.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/0_JO_ISml7vNO8GDlS-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">R to j\u0119zyk programowania do oblicze\u0144 statystycznych i wizualizacji danych, do tworzenia oraz testowania modeli uczenia maszynowego.\r\nUmo\u017cliwia szybkie prototypowanie oraz wdra\u017canie modeli ML.<\/p>\n                    <\/div>\n                                      <div class=\"section-tools-and-technologies-block__function col-12 col-lg-6 mb-p-22\">\n                                              <img decoding=\"async\" class=\"section-tools-and-technologies-block__function-icon d-block mx-auto mx-lg-0 mb-p-8\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/art-layer.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\">Vertex AI s\u0142u\u017cy do deplymentu,  testowania i zarz\u0105dzania gotowymi modeli ML. Zawiera tak\u017ce gotowe modele przygotowane i trenowane przez Google, np. Gemini. \r\nVertex AI wspiera te\u017c niestandardowe modele TensorFlow, PyTorch i inne popularne frameworki.<\/p>\n                    <\/div>\n                                  <\/div>\n                          <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>\n\n\n<div class=\"section-contact-form-block \"\n                  style=\"--section-contact-form-block-background-color: transparent;\"\n                          id=\"bezplatna-konsultacja\"\n        >\n  <div class=\"container\">\n    <div class=\"row\">\n      <div class=\"col\">\n        <div class=\"section-contact-form-block__inner\">\n          <div class=\"section-contact-form-block__content d-flex my-p-48 my-p-lg-80 mx-p-lg-120\">\n            <div class=\"section-contact-form-block__image d-none d-lg-flex align-items-center col-lg-5 mb-4 mb-md-0\">\n              <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2024\/10\/photo-3.png\" alt=\"Obraz przedstawia m\u0119\u017cczyzn\u0119 w b\u0142\u0119kitnej marynarce i bia\u0142ej koszuli, kt\u00f3ry trzyma tablet obur\u0105cz, patrz\u0105c prosto w obiektyw z neutralnym wyrazem twarzy.\" class=\"img-fluid\">\n                            <p class=\"section-contact-form-block__image-caption\"><strong> Bartosz Szyma\u0144ski <\/strong> <br>Data Strategy and Customer Relations Director<\/p>\n                          <\/div>\n            <div class=\"section-contact-form-block__form-container col-12 col-lg-7\">\n              <h2 class=\"section-contact-form-block__title mb-p-32 pb-p-12 pb-p-lg-16\">Twoje dane kryj\u0105 potencja\u0142. Zapytaj nas, jak go uwolni\u0107.<\/h2>\n                            \n<div class=\"wpcf7 no-js\" id=\"wpcf7-f795-o1\" lang=\"pl-PL\" dir=\"ltr\" data-wpcf7-id=\"795\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/pl\/wp-json\/wp\/v2\/pages\/280#wpcf7-f795-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Formularz kontaktowy\" novalidate=\"novalidate\" data-status=\"init\">\n<fieldset class=\"hidden-fields-container\"><input type=\"hidden\" name=\"_wpcf7\" value=\"795\" \/><input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.1.5\" \/><input type=\"hidden\" name=\"_wpcf7_locale\" value=\"pl_PL\" \/><input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f795-o1\" \/><input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/><input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/><input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/fieldset>\n<label> <span>Imi\u0119 i nazwisko <span class=\"red-dot\">*<\/span><\/span>\n    <span class=\"wpcf7-form-control-wrap\" data-name=\"your-name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" autocomplete=\"name\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Imi\u0119 i nazwisko\" value=\"\" type=\"text\" name=\"your-name\" \/><\/span>\n<\/label>\n\n<label> <span>E-mail <span class=\"red-dot\">*<\/span><\/span>\n    <span class=\"wpcf7-form-control-wrap\" data-name=\"your-email\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email\" autocomplete=\"email\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"E-mail\" value=\"\" type=\"email\" name=\"your-email\" \/><\/span>\n<\/label>\n\n<label> <span>Wiadomo\u015b\u0107 <span class=\"red-dot\">*<\/span><\/span>\n    <span class=\"wpcf7-form-control-wrap\" data-name=\"your-message\"><textarea cols=\"40\" rows=\"10\" maxlength=\"2000\" class=\"wpcf7-form-control wpcf7-textarea\" aria-invalid=\"false\" placeholder=\"Wpisz tre\u015b\u0107 wiadomo\u015bci.\" name=\"your-message\"><\/textarea><\/span>\n<\/label>\n\n<span style=\"font-size:12px;\">Administratorem danych osobowych przekazanych za pomoc\u0105 powy\u017cszego formularza jest Alterdata.io sp. z o.o. z siedzib\u0105 w Warszawie. Dane osobowe b\u0119d\u0105 przetwarzane w celu skontaktowania si\u0119 z Tob\u0105 w odpowiedzi na Twoj\u0105 wiadomo\u015b\u0107. Masz prawo dost\u0119pu do swoich danych, \u017c\u0105dania ich sprostowania, ograniczenia przetwarzania, \u017c\u0105dania usuni\u0119cia, wniesienia sprzeciwu oraz wniesienia skargi do organu nadzorczego. Szczeg\u00f3\u0142owe informacje o przetwarzaniu Twoich danych osobowych znajduj\u0105 si\u0119 w <a href=\"https:\/\/alterdata.com\/polityka-prywatnosci\/\">Polityce prywatno\u015bci<\/a>.<\/span><br>\n\n<span class=\"info\"><span class=\"red-dot\">*<\/span> Pole obowi\u0105zkowe<\/span>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"Contact Form\" type=\"hidden\" name=\"form-name\" \/>\n<input class=\"wpcf7-form-control wpcf7-submit has-spinner\" type=\"submit\" value=\"Wy\u015blij wiadomo\u015b\u0107\" \/><div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<\/form>\n<\/div>\n\n            <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>\n\n<div class=\"section-accordion-block js-section-accordion-block \"\n                  style=\"--section-accordion-block-background-color: transparent;\"\n                          id=\"faq\"\n        >\n  <div class=\"container\">\n    <div class=\"row\">\n      <div class=\"col\">\n        <div class=\"section-accordion-block__inner\">\n          <div class=\"section-accordion-block__content my-p-48\">\n            <h2 class=\"section-accordion-block__title text-start mb-p-24 mb-p-lg-50 pb-p-10\">FAQ<\/h2>\n            <div class=\"section-accordion-block__items\">\n                              <div class=\"section-accordion-block__item py-p-24 py-p-lg-32 px-p-lg-32 js-section-accordion-block__item\">\n                  <div class=\"section-accordion-block__question-wrapper js-section-accordion-block-question-wrapper d-flex align-items-center justify-content-between w-100\">\n                    <h3 class=\"section-accordion-block__question  position-relative\">Czy in\u017cynieria danych ma sens, je\u015bli nie mamy bardzo du\u017co danych?<\/h3>\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-accordion-block\/chevron_ico.svg\" class=\"section-accordion-block__chevron ml-p-10 js-section-accordion-block__chevron\" alt=\"Icon chevron\" >\n                  <\/div>\n                  <p class=\"section-accordion-block__answer pt-p-24 pt-p-lg-32 mr-p-lg-50 js-section-accordion-block__answer\">Tak, nawet je\u015bli posiadasz mniejsze zasoby cyfrowe, optymalizacja proces\u00f3w i struktury danych oraz stworzenie jednolitych standard\u00f3w zapewni Ci realne oszcz\u0119dno\u015bci. Pracownicy zyskuj\u0105 szybki dost\u0119p do kluczowych informacji, co przyspiesza prac\u0119 zespo\u0142\u00f3w, u\u0142atwia skalowanie operacji i zwi\u0119ksza elastyczno\u015b\u0107 w reagowaniu na zmiany rynkowe.<\/p>\n                <\/div>\n                              <div class=\"section-accordion-block__item py-p-24 py-p-lg-32 px-p-lg-32 js-section-accordion-block__item\">\n                  <div class=\"section-accordion-block__question-wrapper js-section-accordion-block-question-wrapper d-flex align-items-center justify-content-between w-100\">\n                    <h3 class=\"section-accordion-block__question  position-relative\">Jak b\u0119d\u0119 m\u00f3g\u0142 oceni\u0107 efekty wdro\u017conej przez Alterdata in\u017cynierii danych?<\/h3>\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-accordion-block\/chevron_ico.svg\" class=\"section-accordion-block__chevron ml-p-10 js-section-accordion-block__chevron\" alt=\"Icon chevron\" >\n                  <\/div>\n                  <p class=\"section-accordion-block__answer pt-p-24 pt-p-lg-32 mr-p-lg-50 js-section-accordion-block__answer\">Efekty in\u017cynierii danych ocenisz, analizuj\u0105c zmiany w wydajno\u015bci zarz\u0105dzania danymi. Kluczowymi miernikami b\u0119d\u0105 m.in. skr\u00f3cenie czasu potrzebnego na przetwarzanie danych, poprawa ich dost\u0119pno\u015bci w systemach, czy redukcja nak\u0142adu pracy r\u0119cznej przy tworzeniu analiz. Mo\u017cesz te\u017c \u015bledzi\u0107 zmniejszenie liczby b\u0142\u0119d\u00f3w w danych i skuteczniejsz\u0105 integracj\u0119 danych z r\u00f3\u017cnych \u017ar\u00f3de\u0142.<\/p>\n                <\/div>\n                              <div class=\"section-accordion-block__item py-p-24 py-p-lg-32 px-p-lg-32 js-section-accordion-block__item\">\n                  <div class=\"section-accordion-block__question-wrapper js-section-accordion-block-question-wrapper d-flex align-items-center justify-content-between w-100\">\n                    <h3 class=\"section-accordion-block__question  position-relative\">Czy in\u017cynieria danych przyspieszy tworzenie raport\u00f3w i analiz w mojej firmie?<\/h3>\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-accordion-block\/chevron_ico.svg\" class=\"section-accordion-block__chevron ml-p-10 js-section-accordion-block__chevron\" alt=\"Icon chevron\" >\n                  <\/div>\n                  <p class=\"section-accordion-block__answer pt-p-24 pt-p-lg-32 mr-p-lg-50 js-section-accordion-block__answer\">Tak, wyci\u0105gane z danych wnioski wysokiej jako\u015bci b\u0119d\u0105 dost\u0119pne szybciej. Prawid\u0142owo przetworzone, uporz\u0105dkowane dane usprawni\u0105 analizy, a tak\u017ce wyeliminuj\u0105 konieczno\u015b\u0107 pracy r\u0119cznej i zwi\u0105zane z tym ryzyko b\u0142\u0119d\u00f3w ludzkich. W efekcie dzia\u0142aj\u0105ca na niezawodnej podstawie firma b\u0119dzie szybciej skuteczniej reagowa\u0107 na zmiany w jej otoczeniu.<\/p>\n                <\/div>\n                              <div class=\"section-accordion-block__item py-p-24 py-p-lg-32 px-p-lg-32 js-section-accordion-block__item\">\n                  <div class=\"section-accordion-block__question-wrapper js-section-accordion-block-question-wrapper d-flex align-items-center justify-content-between w-100\">\n                    <h3 class=\"section-accordion-block__question  position-relative\">Czy zewn\u0119trzny analityk lub in\u017cynier danych ma dost\u0119p do wszystkich informacji naszej firmy?<\/h3>\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-accordion-block\/chevron_ico.svg\" class=\"section-accordion-block__chevron ml-p-10 js-section-accordion-block__chevron\" alt=\"Icon chevron\" >\n                  <\/div>\n                  <p class=\"section-accordion-block__answer pt-p-24 pt-p-lg-32 mr-p-lg-50 js-section-accordion-block__answer\">Dbamy o pe\u0142ne bezpiecze\u0144stwo danych. Dost\u0119p do informacji jest \u015bci\u015ble kontrolowany, a nasi eksperci maj\u0105 wgl\u0105d wy\u0142\u0105cznie do danych niezb\u0119dnych do realizacji projektu, zgodnie z najwy\u017cszymi standardami ochrony. Nie pobieramy danych, s\u0105\u00a0one przechowywane wy\u0142\u0105cznie po stronie klienta.<\/p>\n                <\/div>\n                              <div class=\"section-accordion-block__item py-p-24 py-p-lg-32 px-p-lg-32 js-section-accordion-block__item\">\n                  <div class=\"section-accordion-block__question-wrapper js-section-accordion-block-question-wrapper d-flex align-items-center justify-content-between w-100\">\n                    <h3 class=\"section-accordion-block__question  position-relative\">Czy firma jest obiektywna technologicznie i we\u017amie pod uwag\u0119 nasze preferencje technologii?<\/h3>\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-accordion-block\/chevron_ico.svg\" class=\"section-accordion-block__chevron ml-p-10 js-section-accordion-block__chevron\" alt=\"Icon chevron\" >\n                  <\/div>\n                  <p class=\"section-accordion-block__answer pt-p-24 pt-p-lg-32 mr-p-lg-50 js-section-accordion-block__answer\">Alterdata jest niezale\u017cna technologicznie. Nasze rekomendacje zawsze opieraj\u0105 si\u0119 na Twoich preferencjach oraz na najlepszych rozwi\u0105zaniach dost\u0119pnych na rynku, gwarantuj\u0105c optymaln\u0105 skuteczno\u015b\u0107 i zgodno\u015b\u0107 z Twoimi wymaganiami. Jeste\u015bmy partnerem wielu dostawc\u00f3w technologii, ale ich nie sprzedajemy. To daje nam maksymaln\u0105\u00a0obiektywno\u015b\u0107 przy wyborze najlepiej pasuj\u0105cej technologii do rozwi\u0105zania Twojego problemu.<\/p>\n                <\/div>\n                          <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>\n\n\n\n\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":4,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-280","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/alterdata.com\/pl\/wp-json\/wp\/v2\/pages\/280","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/alterdata.com\/pl\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/alterdata.com\/pl\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/alterdata.com\/pl\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/alterdata.com\/pl\/wp-json\/wp\/v2\/comments?post=280"}],"version-history":[{"count":89,"href":"https:\/\/alterdata.com\/pl\/wp-json\/wp\/v2\/pages\/280\/revisions"}],"predecessor-version":[{"id":8698,"href":"https:\/\/alterdata.com\/pl\/wp-json\/wp\/v2\/pages\/280\/revisions\/8698"}],"wp:attachment":[{"href":"https:\/\/alterdata.com\/pl\/wp-json\/wp\/v2\/media?parent=280"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}