{"id":10810,"date":"2026-05-11T14:50:04","date_gmt":"2026-05-11T12:50:04","guid":{"rendered":"https:\/\/alterdata.com\/?page_id=10810"},"modified":"2026-05-11T14:54:16","modified_gmt":"2026-05-11T12:54:16","slug":"modernizacja-hurtowni-danych","status":"publish","type":"page","link":"https:\/\/alterdata.com\/pl\/modernizacja-hurtowni-danych\/","title":{"rendered":"Us\u0142ugi \/ Modernizacja Hurtowni 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\">Modernizacja <br>Hurtowni Danych<\/h1>\n              <p class=\"section-hero-block__description mb-p-60\">Przygotuj swoj\u0105 hurtowni\u0119 danych na AI. Modernizujemy architektur\u0119 danych, aby zapewni\u0107 skalowalno\u015b\u0107, szybko\u015b\u0107 i jako\u015b\u0107 niezb\u0119dn\u0105 do wdra\u017cania zaawansowanej analityki i Generative AI. <\/p>\n                              <a class=\"section-hero-block__button\" href=\"#formularz\" >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\">Nap\u0119dzamy sukcesy lider\u00f3w:<\/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-benefits-block \"\n                  style=\"--section-benefits-block-background-color: transparent;\"\n                          id=\"utracone-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-benefits-block__title text-start text-lg-center mb-p-24 mx-auto\">Dlaczego tradycyjna hurtownia danych <br><span class=\"text-color-primary\">blokuje wdro\u017cenie AI?<\/span><\/h2>\n        <p class=\"section-benefits-block__description text-start text-lg-center mb-p-24 mb-p-lg-60 mx-auto\">Wiele organizacji nie mo\u017ce przej\u015b\u0107 do fazy produkcyjnego AI, poniewa\u017c ich obecna architektura danych opiera si\u0119 na przestarza\u0142ych systemach typu legacy. Tradycyjne hurtownie danych nie zosta\u0142y zaprojektowane z my\u015bl\u0105 o szybko\u015bci i skali, jakiej wymagaj\u0105 nowoczesne modele LLM, co tworzy w\u0105skie gard\u0142o w Twoim rozwoju.<\/p>\n      <\/div>\n    <\/div>\n    <div class=\"row section-benefits-block__content mx-auto\">\n      <div class=\"col-12 col-lg-7\">\n        <div class=\"section-benefits-block__steps\">\n          <div class=\"row align-items-start\">\n            <p class=\"section-benefits-block__short-description px-p-0 ml-p-0 ml-p-lg-32 mb-p-32 text-start\"><\/p>\n            <div class=\"col-12\">\n              <div class=\"section-benefits-block__steps-content\">\n                                  <div class=\"row section-benefits-block__steps-content-row\">\n                  <div class=\"col-1 col-lg-1 d-flex justify-content-end px-p-0\">\n                    <div class=\"section-benefits-block__step mb-p-24\">\n                      <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-benefits-block\/x_ico.svg\" class=\"section-benefits-block__step-icon\" alt=\"X Icon\">\n                    <\/div>\n                  <\/div>\n                <div class=\"col-11 col-lg-11 pl-p-8\">\n                  <div class=\"section-benefits-block__step-content position-relative mb-p-26 mb-p-lg-22 pl-p-8\">\n                    <h3 class=\"section-benefits-block__step-title mb-p-1 mb-p-lg-8\">Rozproszone silosy danych<\/h3>\n                    <p class=\"section-benefits-block__step-description\">Uwi\u0119zienie danych w odseparowanych systemach uniemo\u017cliwia modelom AI uzyskanie pe\u0142nego kontekstu biznesowego niezb\u0119dnego do trafnego wnioskowania.\r\n<\/p>\n                  <\/div>\n                <\/div>\n                  <\/div>\n                                  <div class=\"row section-benefits-block__steps-content-row\">\n                  <div class=\"col-1 col-lg-1 d-flex justify-content-end px-p-0\">\n                    <div class=\"section-benefits-block__step mb-p-24\">\n                      <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-benefits-block\/x_ico.svg\" class=\"section-benefits-block__step-icon\" alt=\"X Icon\">\n                    <\/div>\n                  <\/div>\n                <div class=\"col-11 col-lg-11 pl-p-8\">\n                  <div class=\"section-benefits-block__step-content position-relative mb-p-26 mb-p-lg-22 pl-p-8\">\n                    <h3 class=\"section-benefits-block__step-title mb-p-1 mb-p-lg-8\">Wysokie koszty utrzymania<\/h3>\n                    <p class=\"section-benefits-block__step-description\">Nak\u0142ady na przestarza\u0142\u0105 infrastruktur\u0119 on-premise marnuj\u0105 bud\u017cet, kt\u00f3ry powinien wspiera\u0107 innowacje i rozw\u00f3j Twoich projekt\u00f3w AI.<\/p>\n                  <\/div>\n                <\/div>\n                  <\/div>\n                                  <div class=\"row section-benefits-block__steps-content-row\">\n                  <div class=\"col-1 col-lg-1 d-flex justify-content-end px-p-0\">\n                    <div class=\"section-benefits-block__step mb-p-24\">\n                      <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-benefits-block\/x_ico.svg\" class=\"section-benefits-block__step-icon\" alt=\"X Icon\">\n                    <\/div>\n                  <\/div>\n                <div class=\"col-11 col-lg-11 pl-p-8\">\n                  <div class=\"section-benefits-block__step-content position-relative mb-p-26 mb-p-lg-22 pl-p-8\">\n                    <h3 class=\"section-benefits-block__step-title mb-p-1 mb-p-lg-8\">Brak przetwarzania w czasie rzeczywistym<\/h3>\n                    <p class=\"section-benefits-block__step-description\">Praca na danych od\u015bwie\u017canych raz na dob\u0119 sprawia, \u017ce Twoje AI podejmuje decyzje w oparciu o nieaktualne, &#8222;prehistoryczne&#8221; informacje.<\/p>\n                  <\/div>\n                <\/div>\n                  <\/div>\n                                  <div class=\"row section-benefits-block__steps-content-row\">\n                  <div class=\"col-1 col-lg-1 d-flex justify-content-end px-p-0\">\n                    <div class=\"section-benefits-block__step mb-p-24\">\n                      <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-benefits-block\/x_ico.svg\" class=\"section-benefits-block__step-icon\" alt=\"X Icon\">\n                    <\/div>\n                  <\/div>\n                <div class=\"col-11 col-lg-11 pl-p-8\">\n                  <div class=\"section-benefits-block__step-content position-relative mb-p-26 mb-p-lg-22 pl-p-8\">\n                    <h3 class=\"section-benefits-block__step-title mb-p-1 mb-p-lg-8\">Niska wiarygodno\u015b\u0107 informacji<\/h3>\n                    <p class=\"section-benefits-block__step-description\">Brak automatycznych proces\u00f3w czyszczenia danych prowadzi bezpo\u015brednio do halucynacji agent\u00f3w AI i b\u0142\u0119dnych wynik\u00f3w analitycznych.\r\n<\/p>\n                  <\/div>\n                <\/div>\n                  <\/div>\n                                  <div class=\"row section-benefits-block__steps-content-row\">\n                  <div class=\"col-1 col-lg-1 d-flex justify-content-end px-p-0\">\n                    <div class=\"section-benefits-block__step mb-p-24\">\n                      <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-benefits-block\/x_ico.svg\" class=\"section-benefits-block__step-icon\" alt=\"X Icon\">\n                    <\/div>\n                  <\/div>\n                <div class=\"col-11 col-lg-11 pl-p-8\">\n                  <div class=\"section-benefits-block__step-content position-relative mb-p-26 mb-p-lg-22 pl-p-8\">\n                    <h3 class=\"section-benefits-block__step-title mb-p-1 mb-p-lg-8\">Ograniczona skalowalno\u015b\u0107 rozwi\u0105za\u0144<\/h3>\n                    <p class=\"section-benefits-block__step-description\">Tradycyjna architektura parali\u017cuje rozw\u00f3j firmy, nie pozwalaj\u0105c na elastyczne dopasowanie mocy obliczeniowej do rosn\u0105cych potrzeb biznesu.\r\n<\/p>\n                  <\/div>\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\/2026\/05\/SLK_4619-scaled.png\" class=\"section-benefits-block__image img-fluid\" alt=\"Section Image\">\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>\n\n<div class=\"section-cta-webinar-block \"\n                  style=\"--section-cta-webinar-block-background-color: transparent;\"\n                >\n  <div class=\"container\">\n    <div class=\"row\">\n      <div class=\"col d-flex flex-column flex-lg-row py-p-32 py-p-lg-65 justify-content-center align-items-center\">\n        <h2 class=\"section-cta-webinar-block__description mr-p-lg-48 mb-p-24 mb-p-lg-0\">Twoja Hurtownia danych nie mo\u017ce by\u0107 d\u0142u\u017cej barier\u0105<\/h2>\n        <a href=\"#formularz\" class=\"section-cta-webinar-block__button py-p-15 px-p-24 px-p-lg-50\">\n          Skontaktuj si\u0119\n        <\/a>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>\n\n<div class=\"section-industries-block \"\n                  style=\"--section-industries-block-background-color: transparent;\"\n                          id=\"rozwiazania\"\n        >\n  <div class=\"container py-p-26 py-p-lg-87\">\n          <h2 class=\"section-industries-block__title text-lg-center mb-p-34 mb-p-lg-92\">\n        Fundamenty\u00a0nowoczesnej <span class=\"text-color-light-green\">architektury pod AI<\/span>\n      <\/h2>\n    \n          <!-- Slider Container -->\n      <div class=\"section-industries-block__slider swiper-container js-industries-slider\">\n        <button class=\"section-industries-block__arrow section-industries-block__arrow--prev\">\n          <svg width=\"28\" height=\"54\" viewBox=\"0 0 28 54\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"d-none d-lg-block\">\n            <path d=\"M24 4L6.37872 21.6213C3.40813 24.5919 3.40813 29.4081 6.37872 32.3787L24 50\" stroke=\"#009BFF\" stroke-width=\"7.60666\" stroke-linecap=\"round\"\/>\n          <\/svg>\n          <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20\" height=\"36\" viewBox=\"0 0 20 36\" fill=\"none\" class=\"d-lg-none\">\n            <path d=\"M16.2284 3L5.33967 13.7254C2.95362 16.0757 2.95362 19.9243 5.33967 22.2746L16.2284 33\" stroke=\"#009BFF\" stroke-width=\"6\" stroke-linecap=\"round\"\/>\n          <\/svg>\n        <\/button>\n        <div class=\"swiper-wrapper section-industries-block__swiper-wrapper pb-p-40\">\n                      <div class=\"swiper-slide section-industries-block__slide py-p-20 px-p-lg-32 d-flex align-items-center\">\n              <div class=\"row d-lg-none\">\n                <div class=\"col-12\">\n                  <h3 class=\"section-industries-block__industry-name mb-p-40 text-center\">\n                    Przej\u015bcie do Chmury (Cloud-Native)\n                  <\/h3>\n                <\/div>\n              <\/div>\n              <div class=\"section-industries-block__content-wrapper align-items-center justify-content-center d-flex flex-column flex-lg-row py-p-17 px-p-17 py-p-lg-0 px-p-lg-0\">\n                <div class=\"section-industries-block__content order-1 order-lg-0 mr-p-lg-50\">\n                  <div class=\"row d-none d-lg-block\">\n                    <div class=\"col-12\">\n                      <h3 class=\"section-industries-block__industry-name mb-p-63\">\n                        Przej\u015bcie do Chmury (Cloud-Native)\n                      <\/h3>\n                    <\/div>\n                  <\/div>\n                  <ul class=\"section-industries-block__points list-unstyled\">\n                                          <li class=\"section-industries-block__point mb-p-20\">\n                        Migracja na platformy takie jak <strong>BigQuery, Snowflake lub Databricks<\/strong> zapewnia natywn\u0105 optymalizacj\u0119 pod zaawansowane algorytmy ML i AI. Architektura serverless gwarantuje b\u0142yskawiczne skalowanie zasob\u00f3w oraz znaczn\u0105 optymalizacj\u0119 koszt\u00f3w przechowywania i analizy zbior\u00f3w Big Data.\n                      <\/li>\n                                      <\/ul>\n                <\/div>\n                                  <div class=\"section-industries-block__image order-0 order-lg-1 mb-p-16 mb-p-lg-0\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2026\/05\/image-266.png\" alt=\"Przej\u015bcie do Chmury (Cloud-Native)\" class=\"img-fluid\"\/>\n                  <\/div>\n                              <\/div>\n            <\/div>\n                      <div class=\"swiper-slide section-industries-block__slide py-p-20 px-p-lg-32 d-flex align-items-center\">\n              <div class=\"row d-lg-none\">\n                <div class=\"col-12\">\n                  <h3 class=\"section-industries-block__industry-name mb-p-40 text-center\">\n                    Budowa Data Lakehouse\n                  <\/h3>\n                <\/div>\n              <\/div>\n              <div class=\"section-industries-block__content-wrapper align-items-center justify-content-center d-flex flex-column flex-lg-row py-p-17 px-p-17 py-p-lg-0 px-p-lg-0\">\n                <div class=\"section-industries-block__content order-1 order-lg-0 mr-p-lg-50\">\n                  <div class=\"row d-none d-lg-block\">\n                    <div class=\"col-12\">\n                      <h3 class=\"section-industries-block__industry-name mb-p-63\">\n                        Budowa Data Lakehouse\n                      <\/h3>\n                    <\/div>\n                  <\/div>\n                  <ul class=\"section-industries-block__points list-unstyled\">\n                                          <li class=\"section-industries-block__point mb-p-20\">\n                        To nowoczesne po\u0142\u0105czenie elastyczno\u015bci <strong>Data Lake<\/strong> (dla danych pod modele LLM) z wydajno\u015bci\u0105 klasycznej <strong>Hurtowni Danych.<\/strong> Architektura ta tworzy jedyne \u017ar\u00f3d\u0142o prawdy <strong>(Single Source of Truth),<\/strong> eliminuj\u0105c kosztowne powielanie danych i usprawniaj\u0105c prac\u0119 zespo\u0142\u00f3w BI oraz Data Science.\n                      <\/li>\n                                      <\/ul>\n                <\/div>\n                                  <div class=\"section-industries-block__image order-0 order-lg-1 mb-p-16 mb-p-lg-0\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2026\/05\/image-268.png\" alt=\"Budowa Data Lakehouse\" class=\"img-fluid\"\/>\n                  <\/div>\n                              <\/div>\n            <\/div>\n                      <div class=\"swiper-slide section-industries-block__slide py-p-20 px-p-lg-32 d-flex align-items-center\">\n              <div class=\"row d-lg-none\">\n                <div class=\"col-12\">\n                  <h3 class=\"section-industries-block__industry-name mb-p-40 text-center\">\n                    Automatyzacja Pipeline\u2019\u00f3w (ELT\/ETL)\n                  <\/h3>\n                <\/div>\n              <\/div>\n              <div class=\"section-industries-block__content-wrapper align-items-center justify-content-center d-flex flex-column flex-lg-row py-p-17 px-p-17 py-p-lg-0 px-p-lg-0\">\n                <div class=\"section-industries-block__content order-1 order-lg-0 mr-p-lg-50\">\n                  <div class=\"row d-none d-lg-block\">\n                    <div class=\"col-12\">\n                      <h3 class=\"section-industries-block__industry-name mb-p-63\">\n                        Automatyzacja Pipeline\u2019\u00f3w (ELT\/ETL)\n                      <\/h3>\n                    <\/div>\n                  <\/div>\n                  <ul class=\"section-industries-block__points list-unstyled\">\n                                          <li class=\"section-industries-block__point mb-p-20\">\n                        Wdra\u017camy procesy, kt\u00f3re automatycznie czyszcz\u0105, standaryzuj\u0105 i przygotowuj\u0105 dane do efektywnego trenowania modeli sztucznej inteligencji. Dzi\u0119ki wykorzystaniu <strong>Data Build Tool (dbt)<\/strong> oraz standard\u00f3w <strong>DataOps,<\/strong> skracamy czas dostarczania gotowych analiz z tygodni do pojedynczych dni.\n                      <\/li>\n                                      <\/ul>\n                <\/div>\n                                  <div class=\"section-industries-block__image order-0 order-lg-1 mb-p-16 mb-p-lg-0\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2026\/05\/image-269.png\" alt=\"Automatyzacja Pipeline\u2019\u00f3w (ELT\/ETL)\" class=\"img-fluid\"\/>\n                  <\/div>\n                              <\/div>\n            <\/div>\n                      <div class=\"swiper-slide section-industries-block__slide py-p-20 px-p-lg-32 d-flex align-items-center\">\n              <div class=\"row d-lg-none\">\n                <div class=\"col-12\">\n                  <h3 class=\"section-industries-block__industry-name mb-p-40 text-center\">\n                    Real-time Streaming\n                  <\/h3>\n                <\/div>\n              <\/div>\n              <div class=\"section-industries-block__content-wrapper align-items-center justify-content-center d-flex flex-column flex-lg-row py-p-17 px-p-17 py-p-lg-0 px-p-lg-0\">\n                <div class=\"section-industries-block__content order-1 order-lg-0 mr-p-lg-50\">\n                  <div class=\"row d-none d-lg-block\">\n                    <div class=\"col-12\">\n                      <h3 class=\"section-industries-block__industry-name mb-p-63\">\n                        Real-time Streaming\n                      <\/h3>\n                    <\/div>\n                  <\/div>\n                  <ul class=\"section-industries-block__points list-unstyled\">\n                                          <li class=\"section-industries-block__point mb-p-20\">\n                        Umo\u017cliwiamy przetwarzanie danych w momencie ich powstania, co jest niezb\u0119dne dla system\u00f3w rekomendacyjnych i predykcji zachowa\u0144 klient\u00f3w w czasie rzeczywistym. Zamiana raport\u00f3w wsadowych na <strong>streaming danych<\/strong> pozwala firmie podejmowa\u0107 decyzje w oparciu o dane live, reaguj\u0105c na zmiany rynkowe natychmiast.\n                      <\/li>\n                                      <\/ul>\n                <\/div>\n                                  <div class=\"section-industries-block__image order-0 order-lg-1 mb-p-16 mb-p-lg-0\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2026\/05\/image-270.png\" alt=\"Real-time Streaming\" class=\"img-fluid\"\/>\n                  <\/div>\n                              <\/div>\n            <\/div>\n                  <\/div>\n        <button class=\"section-industries-block__arrow section-industries-block__arrow--next\">\n          <svg width=\"28\" height=\"54\" viewBox=\"0 0 28 54\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"d-none d-lg-block\">\n            <path d=\"M4 50L21.6213 32.3787C24.5919 29.4081 24.5919 24.5919 21.6213 21.6213L4 4\" stroke=\"#009BFF\" stroke-width=\"7.60666\" stroke-linecap=\"round\"\/>\n          <\/svg>\n          <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"19\" height=\"36\" viewBox=\"0 0 19 36\" fill=\"none\" class=\"d-lg-none\">\n            <path d=\"M3 3L13.7574 13.7574C16.1005 16.1005 16.1005 19.8995 13.7574 22.2426L3 33\" stroke=\"#009BFF\" stroke-width=\"6\" stroke-linecap=\"round\"\/>\n          <\/svg>\n        <\/button>\n        <div class=\"swiper-pagination\"><\/div>\n      <\/div>\n      <\/div>\n<\/div>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"section-benefits-gif-block js-section-benefits-gif-block \"\n                  style=\"--section-benefits-gif-block-background-color: transparent;\"\n                          id=\"pod-ai\"\n        >\n  <div class=\"container\">\n    <div class=\"row\">\n      <div class=\"col\">\n        <div class=\"section-benefits-gif-block__inner pt-p-lg-60 mb-p-lg-60 pt-p-48 mb-p-48\">\n          <h2 class=\"section-benefits-gif-block__title text-left text-lg-center m-lg-auto pb-p-lg-16 mb-p-lg-72 pb-p-16 mb-p-36\">Specyficzne pod AI, czyli to, <br><span class=\"text-color-primary\">co nas wyr\u00f3\u017cnia<\/span><\/h2>\n                      <p class=\"section-benefits-gif-block__description text-left text-lg-center m-auto mb-p-24 mb-p-lg-56\">Wyjd\u017a poza standardow\u0105 analityk\u0119 dzi\u0119ki unikalnym rozwi\u0105zaniom in\u017cynieryjnym, zaprojektowanym z my\u015bl\u0105 o skalowaniu system\u00f3w Generative AI.<\/p>\n                    <div class=\"section-benefits-gif-block__features-and-image row justify-content-between mb-p-lg-40 mb-p-36\">\n                          <!-- Swiper with GIFs (Left) -->\n              <div class=\"section-benefits-gif-block__image col-12 col-lg-5 mb-p-24 order-lg-1\">\n                                  <div class=\"section-benefits-gif-block__swiper-container swiper-container js-swiper-benefits-gif\">\n                    <div class=\"section-benefits-gif-block__swiper-wrapper swiper-wrapper\">\n                                              <div class=\"swiper-slide\">\n                          <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2026\/05\/image-273.png\" alt=\"Feature GIF\" class=\"img-fluid\">\n                        <\/div>\n                                          <\/div>\n                    <div class=\"section-benefits-gif-block__swiper-pagination swiper-pagination\"><\/div>\n                  <\/div>\n                              <\/div>\n              \n              <!-- Features (Right) -->\n              <div class=\"section-benefits-gif-block__features col-12 col-lg-7 order-lg-2\">\n                                  <div class=\"section-benefits-gif-block__feature d-flex mb-p-18 mb-p-lg-40\">\n                    <div class=\"row align-items-start\">\n                      <div class=\"col-1 text-center\">\n                        <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"29\" height=\"47\" viewBox=\"0 0 29 47\" fill=\"none\" class=\"section-benefits-gif-block__icon\">\n                          <g clip-path=\"url(#clip0_5055_9639)\">\n                            <path d=\"M3.00078 23.3031C3.00078 17.0071 8.10473 11.9031 14.4008 11.9031C20.6968 11.9031 25.8008 17.0071 25.8008 23.3031C25.8008 29.5992 20.6968 34.7031 14.4008 34.7031C8.10473 34.7031 3.00078 29.5992 3.00078 23.3031Z\" stroke=\"#004BFF\" stroke-width=\"6\"\/>\n                            <path d=\"M2.9375 23.7258C2.9375 20.5973 4.14351 17.5969 6.29021 15.3847C8.43692 13.1725 11.3485 11.9297 14.3844 11.9297C17.4203 11.9297 20.3318 13.1725 22.4785 15.3847C24.6252 17.5969 25.8312 20.5973 25.8312 23.7258\" stroke=\"#009BFF\" stroke-width=\"6\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/>\n                            <path d=\"M22.4883 31.2511C20.3402 33.5014 17.4268 34.7656 14.389 34.7656C11.3511 34.7656 8.43771 33.5014 6.28963 31.2511C4.14156 29.0008 2.93478 25.9487 2.93478 22.7662\" stroke=\"#004BFF\" stroke-width=\"6\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/>\n                          <\/g>\n                          <defs>\n                            <clipPath id=\"clip0_5055_9639\">\n                              <rect width=\"28.8\" height=\"45.6\" fill=\"white\" transform=\"translate(0 0.5)\"\/>\n                            <\/clipPath>\n                          <\/defs>\n                        <\/svg>\n                      <\/div>\n                      <div class=\"col-11 d-flex\">\n                        <p class=\"section-benefits-gif-block__feature-description ml-p-16 ml-p-lg-0\"><strong>Feature Store dla ML<\/strong>: Budujemy dedykowane repozytoria cech (features), kt\u00f3re pozwalaj\u0105 szybciej trenowa\u0107 i wdra\u017ca\u0107 modele produkcyjne.<\/p>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                                  <div class=\"section-benefits-gif-block__feature d-flex mb-p-18 mb-p-lg-40\">\n                    <div class=\"row align-items-start\">\n                      <div class=\"col-1 text-center\">\n                        <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"29\" height=\"47\" viewBox=\"0 0 29 47\" fill=\"none\" class=\"section-benefits-gif-block__icon\">\n                          <g clip-path=\"url(#clip0_5055_9639)\">\n                            <path d=\"M3.00078 23.3031C3.00078 17.0071 8.10473 11.9031 14.4008 11.9031C20.6968 11.9031 25.8008 17.0071 25.8008 23.3031C25.8008 29.5992 20.6968 34.7031 14.4008 34.7031C8.10473 34.7031 3.00078 29.5992 3.00078 23.3031Z\" stroke=\"#004BFF\" stroke-width=\"6\"\/>\n                            <path d=\"M2.9375 23.7258C2.9375 20.5973 4.14351 17.5969 6.29021 15.3847C8.43692 13.1725 11.3485 11.9297 14.3844 11.9297C17.4203 11.9297 20.3318 13.1725 22.4785 15.3847C24.6252 17.5969 25.8312 20.5973 25.8312 23.7258\" stroke=\"#009BFF\" stroke-width=\"6\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/>\n                            <path d=\"M22.4883 31.2511C20.3402 33.5014 17.4268 34.7656 14.389 34.7656C11.3511 34.7656 8.43771 33.5014 6.28963 31.2511C4.14156 29.0008 2.93478 25.9487 2.93478 22.7662\" stroke=\"#004BFF\" stroke-width=\"6\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/>\n                          <\/g>\n                          <defs>\n                            <clipPath id=\"clip0_5055_9639\">\n                              <rect width=\"28.8\" height=\"45.6\" fill=\"white\" transform=\"translate(0 0.5)\"\/>\n                            <\/clipPath>\n                          <\/defs>\n                        <\/svg>\n                      <\/div>\n                      <div class=\"col-11 d-flex\">\n                        <p class=\"section-benefits-gif-block__feature-description ml-p-16 ml-p-lg-0\"><strong>Vector Databases<\/strong>: Przygotowujemy Twoj\u0105 infrastruktur\u0119 pod bazy wektorowe &#8211; niezb\u0119dne do dzia\u0142ania system\u00f3w RAG (rozmowa z dokumentami firmowymi).\r\n<\/p>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                                  <div class=\"section-benefits-gif-block__feature d-flex mb-p-18 mb-p-lg-40\">\n                    <div class=\"row align-items-start\">\n                      <div class=\"col-1 text-center\">\n                        <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"29\" height=\"47\" viewBox=\"0 0 29 47\" fill=\"none\" class=\"section-benefits-gif-block__icon\">\n                          <g clip-path=\"url(#clip0_5055_9639)\">\n                            <path d=\"M3.00078 23.3031C3.00078 17.0071 8.10473 11.9031 14.4008 11.9031C20.6968 11.9031 25.8008 17.0071 25.8008 23.3031C25.8008 29.5992 20.6968 34.7031 14.4008 34.7031C8.10473 34.7031 3.00078 29.5992 3.00078 23.3031Z\" stroke=\"#004BFF\" stroke-width=\"6\"\/>\n                            <path d=\"M2.9375 23.7258C2.9375 20.5973 4.14351 17.5969 6.29021 15.3847C8.43692 13.1725 11.3485 11.9297 14.3844 11.9297C17.4203 11.9297 20.3318 13.1725 22.4785 15.3847C24.6252 17.5969 25.8312 20.5973 25.8312 23.7258\" stroke=\"#009BFF\" stroke-width=\"6\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/>\n                            <path d=\"M22.4883 31.2511C20.3402 33.5014 17.4268 34.7656 14.389 34.7656C11.3511 34.7656 8.43771 33.5014 6.28963 31.2511C4.14156 29.0008 2.93478 25.9487 2.93478 22.7662\" stroke=\"#004BFF\" stroke-width=\"6\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/>\n                          <\/g>\n                          <defs>\n                            <clipPath id=\"clip0_5055_9639\">\n                              <rect width=\"28.8\" height=\"45.6\" fill=\"white\" transform=\"translate(0 0.5)\"\/>\n                            <\/clipPath>\n                          <\/defs>\n                        <\/svg>\n                      <\/div>\n                      <div class=\"col-11 d-flex\">\n                        <p class=\"section-benefits-gif-block__feature-description ml-p-16 ml-p-lg-0\"><strong>Data Governance &#038; Quality<\/strong>: Wdra\u017camy automatyczny monitoring jako\u015bci danych, aby\u015b mia\u0142 pewno\u015b\u0107, \u017ce AI nie wyci\u0105ga b\u0142\u0119dnych wniosk\u00f3w na podstawie b\u0142\u0119dnych danych.<\/p>\n                      <\/div>\n                    <\/div>\n                  <\/div>\n                              <\/div>\n                      <\/div>\n\n                  <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-medium is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"4\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2026\/05\/Line-1-300x4.png\" alt=\"\" class=\"wp-image-10723\" style=\"width:900px\" srcset=\"https:\/\/alterdata.com\/wp-content\/uploads\/2026\/05\/Line-1-300x4.png 300w, https:\/\/alterdata.com\/wp-content\/uploads\/2026\/05\/Line-1-1024x13.png 1024w, https:\/\/alterdata.com\/wp-content\/uploads\/2026\/05\/Line-1-768x10.png 768w, https:\/\/alterdata.com\/wp-content\/uploads\/2026\/05\/Line-1.png 1216w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/figure>\n<\/div>\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"section-five-steps-block \"\n                    style=\"--section-five-steps-block-background-color: transparent;\"\n                            id=\"proces\"\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\">Jak przechodzimy przez modernizacj\u0119?<\/h2>\n                <p class=\"section-five-steps-block__description text-start text-lg-center mb-p-24 mb-p-lg-68 mx-auto\">Zmie\u0144 chaos w danych w precyzyjne narz\u0119dzia sztucznej inteligencji dzi\u0119ki naszej sprawdzonej metodologii modernizacji.<\/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\">AI Readiness Assessment<\/h3>\n                                            <p class=\"section-five-steps-block__step-description\">Audytujemy Tw\u00f3j obecny stack technologiczny, aby zidentyfikowa\u0107 w\u0105skie gard\u0142a i wyznaczy\u0107 precyzyjn\u0105 map\u0119 drogow\u0105 wdro\u017ce\u0144 z realnym potencja\u0142em ROI.<\/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\">Strategia Migracji<\/h3>\n                                            <p class=\"section-five-steps-block__step-description\">Projektujemy bezpieczn\u0105 \u015bcie\u017ck\u0119 przej\u015bcia do nowoczesnej architektury, kt\u00f3ra minimalizuje ryzyko utraty danych i zapewnia pe\u0142n\u0105 kontrol\u0119 nad kosztami chmurowymi.<\/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\">Modernizacja &#8222;bez przestoj\u00f3w&#8221;<\/h3>\n                                            <p class=\"section-five-steps-block__step-description\">Wdra\u017camy nowe rozwi\u0105zania r\u00f3wnolegle do Twoich operacji, gwarantuj\u0105c ci\u0105g\u0142o\u015b\u0107 raportowania biznesowego przy jednoczesnej budowie nowoczesnych fundament\u00f3w pod AI.<\/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\">Uruchomienie Pilotowego Modelu AI<\/h3>\n                                            <p class=\"section-five-steps-block__step-description\">Proces wie\u0144czymy wdro\u017ceniem pierwszego modelu (PoC), kt\u00f3ry w praktyce udowadnia warto\u015b\u0107 nowej struktury i przynosi wymierne korzy\u015bci biznesowe od pierwszego dnia.<\/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\/2026\/05\/image-271.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 \">Zbudujmy fundament, kt\u00f3ry realnie zarabia<\/h3>\n              <a href=\"#formularz\" 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\" >Formularz kontaktowy<\/a>\n            <\/div>\n\n        <\/div>\n            <\/div>\n<\/div>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-medium is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"4\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2026\/05\/Line-1-300x4.png\" alt=\"\" class=\"wp-image-10723\" style=\"width:900px\" srcset=\"https:\/\/alterdata.com\/wp-content\/uploads\/2026\/05\/Line-1-300x4.png 300w, https:\/\/alterdata.com\/wp-content\/uploads\/2026\/05\/Line-1-1024x13.png 1024w, https:\/\/alterdata.com\/wp-content\/uploads\/2026\/05\/Line-1-768x10.png 768w, https:\/\/alterdata.com\/wp-content\/uploads\/2026\/05\/Line-1.png 1216w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/figure>\n<\/div>\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\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\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"section-tools-and-technologies-block js-section-tools-and-technologies-block \"\n                  style=\"--section-tools-and-technologies-block-background-color: transparent;\"\n                          id=\"tech-stack\"\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\"><strong>Google Cloud Storage<\/strong> 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\"><strong>Azure Data Lake Storage<\/strong> 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\"><strong>Amazon S3<\/strong> 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\"><strong>Databricks<\/strong> 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\"><strong>Microsoft Fabric<\/strong> 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\"><strong>Google Big Lake<\/strong> 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\"><strong>Google Cloud Dataflow<\/strong> 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\"><strong>Azure Data Factory<\/strong> 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\"><strong>Apache Kafka<\/strong> 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\"><strong>Pub\/Sub<\/strong> 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\"><strong>Google Cloud Run<\/strong> 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\"><strong>Azure Functions<\/strong>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\"><strong>AWS Lambda<\/strong> 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\"><strong>Azure App Service<\/strong> 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\"><strong>Snowflake<\/strong> 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\"><strong>Amazon Redshift<\/strong> 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\"><strong>BigQuery<\/strong> 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\"><strong>Azure Synapse Analytics<\/strong>\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\"><strong>Data Build Tool<\/strong> 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\/2025\/01\/db2310455dd76b2cd290f67635f6fa78-1.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\"><strong>Dataform<\/strong> 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\"><strong>Pandas<\/strong> 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\"><strong>PySpark<\/strong> 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\"><strong>Looker Studio<\/strong> 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\"><strong>Tableau<\/strong>, 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\"><strong>Power BI<\/strong>, 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\"><strong>Looker<\/strong> 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\"><strong>Terraform<\/strong> 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\"><strong>GCP Workflows<\/strong> 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\"><strong>Apache Airflow<\/strong> 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\"><strong>Rundeck<\/strong> 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\/12\/Group-14.png\" alt=\"Function\">\n                                            <p class=\"section-tools-and-technologies-block__function-description\"><strong>Python<\/strong> to kluczowy j\u0119zyk programowania w uczeniu maszynowym (ML).  Dostarcza bogaty ekosystem bibliotek, takich jak TensorFlow i scikit-learn, umo\u017cliwiaj\u0105c tworzenie i testowanie zaawansowanych modeli.\r\n<\/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\"><strong>BigQuery ML<\/strong> 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\"><strong>R<\/strong> 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\"><strong>Vertex AI<\/strong> 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\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"section-key-benefits-block js-section-key-benefits-block \"\n                  style=\"--section-key-benefits-block-background-color: transparent;\"\n                          id=\"nasze-know-how\"\n        >\n  <div class=\"container\">\n    <div class=\"row\">\n      <div class=\"col\">\n        <div class=\"section-key-benefits-block__inner py-p-48 py-p-lg-60\">\n                    <h2 class=\"section-key-benefits-block__title mx-auto text-center mb-p-32 mb-p-lg-48\">Skorzystaj z naszego know-how<\/h2>\n                    <div class=\"section-key-benefits-block__benefits-wrapper row mb-p-48\">\n                          <div class=\"section-key-benefits-block__benefit js-section-key-benefits-block-benefit col-12 col-lg-4 py-p-8 py-p-lg-15 px-p-lg-15\">\n                <div class=\"section-key-benefits-block__benefit-inner d-flex flex-column align-items-center justify-content-start px-p-10 py-p-10 px-p-lg-36 py-p-lg-40 h-100\">\n                  <div class=\"section-key-benefits-block__title-wrapper js-section-key-benefits-block-title-wrapper d-flex flex-row flex-lg-column justify-content-start align-items-center w-100\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/07\/Frame-1000005754.png\" alt=\"Realizacja End-to-End\" class=\"section-key-benefits-block__icon d-none d-lg-block img-fluid mb-p-24\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/07\/Frame-1000005754.png\" alt=\"Realizacja End-to-End\" class=\"section-key-benefits-block__icon-mobile d-lg-none img-fluid mr-p-8\">\n                    <h3 class=\"section-key-benefits-block__benefit-title text-center \">Realizacja End-to-End<\/h3>\n                    <img decoding=\"async\" class=\"section-key-benefits-block__chevron js-section-key-benefits-block-chevron img-fluid d-lg-none\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-key-benefits-block\/chevron_up_icon.svg\" alt=\"Rozwi\u0144\">\n                  <\/div>\n                  <p class=\"section-key-benefits-block__benefit-description js-section-key-benefits-block-benefit-description  mt-p-24\">Zapewniamy doradztwo w wyborze rozwi\u0105za\u0144, szybk\u0105 budow\u0119 i wdro\u017cenie\u2028wydajnej hurtowni danych w chmurze. <br><br>\r\nPomagamy utrzyma\u0107, optymalizowa\u0107  oraz wzbogaca\u0107 j\u0105 o nowe funkcje.<\/p>\n                <\/div>\n              <\/div>\n                          <div class=\"section-key-benefits-block__benefit js-section-key-benefits-block-benefit col-12 col-lg-4 py-p-8 py-p-lg-15 px-p-lg-15\">\n                <div class=\"section-key-benefits-block__benefit-inner d-flex flex-column align-items-center justify-content-start px-p-10 py-p-10 px-p-lg-36 py-p-lg-40 h-100\">\n                  <div class=\"section-key-benefits-block__title-wrapper js-section-key-benefits-block-title-wrapper d-flex flex-row flex-lg-column justify-content-start align-items-center w-100\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/07\/Frame-1000005755.png\" alt=\"Szeroki Tech Stack\" class=\"section-key-benefits-block__icon d-none d-lg-block img-fluid mb-p-24\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/07\/Frame-1000005755.png\" alt=\"Szeroki Tech Stack\" class=\"section-key-benefits-block__icon-mobile d-lg-none img-fluid mr-p-8\">\n                    <h3 class=\"section-key-benefits-block__benefit-title text-center \">Szeroki Tech Stack<\/h3>\n                    <img decoding=\"async\" class=\"section-key-benefits-block__chevron js-section-key-benefits-block-chevron img-fluid d-lg-none\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-key-benefits-block\/chevron_up_icon.svg\" alt=\"Rozwi\u0144\">\n                  <\/div>\n                  <p class=\"section-key-benefits-block__benefit-description js-section-key-benefits-block-benefit-description  mt-p-24\">Stosujemy nowoczesne i wydajne  technologie, dobieraj\u0105c je tak, \u2028by najefektywniej realizowa\u0142y cele.\r\n<br><br>Pozwala to nam budowa\u0107 platformy idealnie dobrane do potrzeb klient\u00f3w.<\/p>\n                <\/div>\n              <\/div>\n                          <div class=\"section-key-benefits-block__benefit js-section-key-benefits-block-benefit col-12 col-lg-4 py-p-8 py-p-lg-15 px-p-lg-15\">\n                <div class=\"section-key-benefits-block__benefit-inner d-flex flex-column align-items-center justify-content-start px-p-10 py-p-10 px-p-lg-36 py-p-lg-40 h-100\">\n                  <div class=\"section-key-benefits-block__title-wrapper js-section-key-benefits-block-title-wrapper d-flex flex-row flex-lg-column justify-content-start align-items-center w-100\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/07\/Frame-1000005751.png\" alt=\"Zesp\u00f3\u0142 Profesjonalist\u00f3w\" class=\"section-key-benefits-block__icon d-none d-lg-block img-fluid mb-p-24\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/07\/Frame-1000005751.png\" alt=\"Zesp\u00f3\u0142 Profesjonalist\u00f3w\" class=\"section-key-benefits-block__icon-mobile d-lg-none img-fluid mr-p-8\">\n                    <h3 class=\"section-key-benefits-block__benefit-title text-center \">Zesp\u00f3\u0142 Profesjonalist\u00f3w<\/h3>\n                    <img decoding=\"async\" class=\"section-key-benefits-block__chevron js-section-key-benefits-block-chevron img-fluid d-lg-none\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-key-benefits-block\/chevron_up_icon.svg\" alt=\"Rozwi\u0144\">\n                  <\/div>\n                  <p class=\"section-key-benefits-block__benefit-description js-section-key-benefits-block-benefit-description  mt-p-24\">Nasi in\u017cynierowie i analitycy danych maj\u0105 wiedz\u0119 oraz lata do\u015bwiadczenia we wdro\u017ceniach dla r\u00f3\u017cnych bran\u017c.<br><br>\r\nDo projekt\u00f3w wybieramy specjalist\u00f3w, kt\u00f3rzy rozumiej\u0105 Twoje wymagania.<\/p>\n                <\/div>\n              <\/div>\n                          <div class=\"section-key-benefits-block__benefit js-section-key-benefits-block-benefit col-12 col-lg-4 py-p-8 py-p-lg-15 px-p-lg-15\">\n                <div class=\"section-key-benefits-block__benefit-inner d-flex flex-column align-items-center justify-content-start px-p-10 py-p-10 px-p-lg-36 py-p-lg-40 h-100\">\n                  <div class=\"section-key-benefits-block__title-wrapper js-section-key-benefits-block-title-wrapper d-flex flex-row flex-lg-column justify-content-start align-items-center w-100\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/07\/Frame-1000005751.png\" alt=\"Data Team as a Service\" class=\"section-key-benefits-block__icon d-none d-lg-block img-fluid mb-p-24\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/07\/Frame-1000005751.png\" alt=\"Data Team as a Service\" class=\"section-key-benefits-block__icon-mobile d-lg-none img-fluid mr-p-8\">\n                    <h3 class=\"section-key-benefits-block__benefit-title text-center \">Data Team as a Service<\/h3>\n                    <img decoding=\"async\" class=\"section-key-benefits-block__chevron js-section-key-benefits-block-chevron img-fluid d-lg-none\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-key-benefits-block\/chevron_up_icon.svg\" alt=\"Rozwi\u0144\">\n                  <\/div>\n                  <p class=\"section-key-benefits-block__benefit-description js-section-key-benefits-block-benefit-description  mt-p-24\">Otrzymujesz wsparcie dedykowanego zespo\u0142u ekspert\u00f3w, dost\u0119pnego zawsze, gdy go potrzebujesz.\r\n<br><br>To tak\u017ce pomoc w rozbudowie Twojej architektury i szkoleniu pracownik\u00f3w.<\/p>\n                <\/div>\n              <\/div>\n                          <div class=\"section-key-benefits-block__benefit js-section-key-benefits-block-benefit col-12 col-lg-4 py-p-8 py-p-lg-15 px-p-lg-15\">\n                <div class=\"section-key-benefits-block__benefit-inner d-flex flex-column align-items-center justify-content-start px-p-10 py-p-10 px-p-lg-36 py-p-lg-40 h-100\">\n                  <div class=\"section-key-benefits-block__title-wrapper js-section-key-benefits-block-title-wrapper d-flex flex-row flex-lg-column justify-content-start align-items-center w-100\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/07\/Frame-1000005753.png\" alt=\"Dopasowane Us\u0142ugi\" class=\"section-key-benefits-block__icon d-none d-lg-block img-fluid mb-p-24\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/07\/Frame-1000005753.png\" alt=\"Dopasowane Us\u0142ugi\" class=\"section-key-benefits-block__icon-mobile d-lg-none img-fluid mr-p-8\">\n                    <h3 class=\"section-key-benefits-block__benefit-title text-center \">Dopasowane Us\u0142ugi<\/h3>\n                    <img decoding=\"async\" class=\"section-key-benefits-block__chevron js-section-key-benefits-block-chevron img-fluid d-lg-none\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-key-benefits-block\/chevron_up_icon.svg\" alt=\"Rozwi\u0144\">\n                  <\/div>\n                  <p class=\"section-key-benefits-block__benefit-description js-section-key-benefits-block-benefit-description  mt-p-24\">Tworzymy precyzyjnie dostosowane \u2028do Twoich wymaga\u0144 oraz bud\u017cetu\u2028hurtownie danych w chmurze.\r\n<br><br>Bierzemy pod uwag\u0119 bran\u017c\u0119, wielko\u015b\u0107 firmy, Twoje cele i inne wa\u017cne czynniki.<\/p>\n                <\/div>\n              <\/div>\n                          <div class=\"section-key-benefits-block__benefit js-section-key-benefits-block-benefit col-12 col-lg-4 py-p-8 py-p-lg-15 px-p-lg-15\">\n                <div class=\"section-key-benefits-block__benefit-inner d-flex flex-column align-items-center justify-content-start px-p-10 py-p-10 px-p-lg-36 py-p-lg-40 h-100\">\n                  <div class=\"section-key-benefits-block__title-wrapper js-section-key-benefits-block-title-wrapper d-flex flex-row flex-lg-column justify-content-start align-items-center w-100\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/07\/Frame-32.png\" alt=\"Bezpiecze\u0144stwo Danych\" class=\"section-key-benefits-block__icon d-none d-lg-block img-fluid mb-p-24\">\n                    <img decoding=\"async\" src=\"https:\/\/alterdata.com\/wp-content\/uploads\/2025\/07\/Frame-32.png\" alt=\"Bezpiecze\u0144stwo Danych\" class=\"section-key-benefits-block__icon-mobile d-lg-none img-fluid mr-p-8\">\n                    <h3 class=\"section-key-benefits-block__benefit-title text-center \">Bezpiecze\u0144stwo Danych<\/h3>\n                    <img decoding=\"async\" class=\"section-key-benefits-block__chevron js-section-key-benefits-block-chevron img-fluid d-lg-none\" src=\"https:\/\/alterdata.com\/wp-content\/themes\/alterdata-theme\/src\/images\/blocks\/section-key-benefits-block\/chevron_up_icon.svg\" alt=\"Rozwi\u0144\">\n                  <\/div>\n                  <p class=\"section-key-benefits-block__benefit-description js-section-key-benefits-block-benefit-description  mt-p-24\">Pracujemy w Twoim \u015brodowisku i nie pobieramy z niego \u017cadnych danych, co gwarantuje ich bezpiecze\u0144stwo.<br><br>\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-key-benefits-block__cta-wrapper d-flex flex-column flex-lg-row justify-content-center align-items-center\">\n            <p class=\"section-key-benefits-block__cta-content mr-p-lg-48 text-center mb-p-24 mb-p-lg-0\">Zamie\u0144 swoje dane w rekomendacje do dzia\u0142ania<\/p>\n            <a href=\"https:\/\/alterdata.com\/pl\/kontakt\/\" class=\"section-key-benefits-block__cta-button px-p-51 py-p-10\" target=\"_blank\">Skontaktuj si\u0119<\/a>\n          <\/div>\n                  <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>\n\n<div class=\"section-contact-form-block \"\n                  style=\"--section-contact-form-block-background-color: transparent;\"\n                          id=\"formularz\"\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\/Mask-group-1-1.png\" alt=\"Na obrazku wida\u0107 u\u015bmiechni\u0119tego m\u0119\u017cczyzn\u0119 w jasnoniebieskiej marynarce i koszuli. Stoi przodem do aparatu i gestem d\u0142oni jakby co\u015b prezentuje lub zaprasza do zapoznania si\u0119 z ofert\u0105.\" 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 w sobie potencja\u0142. Zapytaj nas, jak go wykorzysta\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\/10810#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>\n  <span>Firma<span class=\"red-dot\">*<\/span><\/span>\n  <span class=\"wpcf7-form-control-wrap\" data-name=\"your-company\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" autocomplete=\"company\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Nazwa firmy\" value=\"\" type=\"text\" name=\"your-company\" \/><\/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\n<div style=\"display:none;\">\n<span class=\"wpcf7-form-control-wrap\" data-name=\"utm_source\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" id=\"utm_source\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"utm_source\" \/><\/span>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"utm_medium\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" id=\"utm_medium\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"utm_medium\" \/><\/span>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"utm_campaign\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" id=\"utm_campaign\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"utm_campaign\" \/><\/span>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"utm_term\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" id=\"utm_term\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"utm_term\" \/><\/span>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"utm_content\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" id=\"utm_content\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"utm_content\" \/><\/span>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"gclid\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" id=\"gclid\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"gclid\" \/><\/span>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"handl_url\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" id=\"handl_url\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"handl_url\" \/><\/span>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"handl_ref\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" id=\"handl_ref\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"handl_ref\" \/><\/span>\n<\/div>\n\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 modernizacja hurtowni danych jest niezb\u0119dna do wdro\u017cenia AI?<\/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, poniewa\u017c tradycyjne systemy on-premise nie oferuj\u0105 skalowalno\u015bci mocy obliczeniowej niezb\u0119dnej do trenowania modeli ML. Modernizacja pozwala na stworzenie fundamentu danych, kt\u00f3ry eliminuje silosy i dostarcza wysokiej jako\u015bci informacje w czasie rzeczywistym.<\/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\">Ile kosztuje migracja hurtowni danych do chmury (np. BigQuery)?<\/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\">Koszt zale\u017cy od wolumenu danych i z\u0142o\u017cono\u015bci proces\u00f3w, jednak model pay-as-you-go w chmurze pozwala na znaczn\u0105 optymalizacj\u0119 koszt\u00f3w IT. Dzi\u0119ki nowoczesnej architekturze p\u0142acisz tylko za realne zu\u017cycie zasob\u00f3w, unikaj\u0105c kosztownego utrzymania w\u0142asnych serwer\u00f3w.<\/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\">Co to jest Data Lakehouse i dlaczego jest lepszy dla AI?<\/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\">Data Lakehouse \u0142\u0105czy zalety jeziora danych (elastyczno\u015b\u0107 dla plik\u00f3w PDF, wideo pod LLM) z porz\u0105dkiem hurtowni (struktury tabelaryczne). Jest to rozwi\u0105zanie idealne pod AI, poniewa\u017c zapewnia Single Source of Truth dla analityk\u00f3w BI oraz in\u017cynier\u00f3w Machine Learning.<\/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 zapewni\u0107 bezpiecze\u0144stwo danych firmowych przy wdra\u017caniu modeli RAG?<\/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\">Stosujemy prywatne bazy wektorowe oraz bezpieczne po\u0142\u0105czenia wewn\u0105trz Twojej chmury, dzi\u0119ki czemu dane nigdy nie opuszczaj\u0105 chronionego \u015brodowiska. Wdra\u017camy rygorystyczny Data Governance, kt\u00f3ry gwarantuje, \u017ce modele AI maj\u0105 dost\u0119p tylko do autoryzowanych zasob\u00f3w.<\/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 d\u0142ugo trwa proces modernizacji architektury 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\">Pierwsze efekty w postaci Proof of Concept (PoC) dostarczamy zazwyczaj w ci\u0105gu 4-6 tygodni. Pe\u0142na migracja i automatyzacja pipeline&#8217;\u00f3w ELT zale\u017cy od skali, ale nasze podej\u015bcie bez przestoj\u00f3w pozwala na ewolucyjne wdra\u017canie zmian bez parali\u017cu firmy.<\/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 moje stare dane nadaj\u0105 si\u0119 do zasilania sztucznej inteligencji?<\/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\">Wi\u0119kszo\u015b\u0107 danych wymaga &#8222;uzdatnienia&#8221; \u2013 dlatego kluczowym etapem jest automatyzacja jako\u015bci danych (Data Quality). Wdra\u017camy procesy czyszczenia i denormalizacji danych, kt\u00f3re zamieniaj\u0105 surowe informacje w warto\u015bciowe paliwo dla algorytm\u00f3w AI.<\/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\">Co to s\u0105 bazy wektorowe i czy ich potrzebuj\u0119?<\/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\">Bazy wektorowe (np. Pinecone, Weaviate czy natywne rozwi\u0105zania w BigQuery) s\u0105 niezb\u0119dne, je\u015bli planujesz wdro\u017cenie system\u00f3w rozmowy z dokumentami (RAG). Pozwalaj\u0105 one AI b\u0142yskawicznie przeszukiwa\u0107 kontekstowo tysi\u0105ce plik\u00f3w firmowych.<\/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\">Jakie s\u0105 korzy\u015bci biznesowe (ROI) z modernizacji hurtowni 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\">G\u0142\u00f3wne korzy\u015bci to skr\u00f3cenie czasu dostarczania analiz (Time-to-Market), spadek koszt\u00f3w operacyjnych oraz mo\u017cliwo\u015b\u0107 wdra\u017cania analityki predykcyjnej. Firmy z nowoczesnym stackiem danych podejmuj\u0105 decyzje o 30-50% szybciej ni\u017c konkurencja.<\/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 modernizacja wp\u0142ynie na dzia\u0142anie moich obecnych raport\u00f3w w Power BI \/ Tableau?<\/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\">Nie. Nasza metodologia zak\u0142ada modernizacj\u0119 bez przestoj\u00f3w, co oznacza, \u017ce nowe \u017ar\u00f3d\u0142a danych s\u0105 podpinane r\u00f3wnolegle. Twoje obecne dashboardy biznesowe pozostaj\u0105 aktywne, zyskuj\u0105c jedynie na szybko\u015bci i dok\u0142adno\u015bci danych.<\/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\">Czym r\u00f3\u017cni si\u0119 podej\u015bcie Alterdata od standardowych firm IT?<\/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\">Nie jeste\u015bmy tylko firm\u0105 od migracji \u2013 jeste\u015bmy partnerem AI-first. Budujemy architektur\u0119 danych z my\u015bl\u0105 o ich u\u017cyteczno\u015bci dla modeli produkcyjnych, wdra\u017caj\u0105c od razu takie rozwi\u0105zania jak Feature Store czy zaawansowany MLOps.<\/p>\n                <\/div>\n                          <\/div>\n          <\/div>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div>\n\n\n\n<p><\/p>\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-10810","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/alterdata.com\/pl\/wp-json\/wp\/v2\/pages\/10810","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=10810"}],"version-history":[{"count":37,"href":"https:\/\/alterdata.com\/pl\/wp-json\/wp\/v2\/pages\/10810\/revisions"}],"predecessor-version":[{"id":10867,"href":"https:\/\/alterdata.com\/pl\/wp-json\/wp\/v2\/pages\/10810\/revisions\/10867"}],"wp:attachment":[{"href":"https:\/\/alterdata.com\/pl\/wp-json\/wp\/v2\/media?parent=10810"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}