{"id":5206,"date":"2021-05-01T17:27:00","date_gmt":"2021-05-01T17:27:00","guid":{"rendered":"https:\/\/digitalscientists.com\/?p=5206"},"modified":"2023-04-17T20:41:28","modified_gmt":"2023-04-17T20:41:28","slug":"defining-and-building-a-new-data-service-a-standard-approach-to-data-architecture","status":"publish","type":"post","link":"https:\/\/digitalscientists.com\/blog\/defining-and-building-a-new-data-service-a-standard-approach-to-data-architecture\/","title":{"rendered":"Defining and building a new data service &#8211; a standard approach to data architecture"},"content":{"rendered":"\n<p class=\"has-option-default\">Data has become relatively easy to capture and store, but like most businesses, you still may be struggling to extract value from it. Converting data into meaningful information requires a system of tools and technology that can overwhelm even the most experienced data scientists. We leverage this <a href=\"https:\/\/a16z.com\/2020\/10\/15\/the-emerging-architectures-for-modern-data-infrastructure\/\" target=\"_blank\" rel=\"noreferrer noopener\">data i<\/a><a href=\"https:\/\/a16z.com\/2020\/10\/15\/emerging-architectures-for-modern-data-infrastructure\/\" target=\"_blank\" rel=\"noreferrer noopener\">nfrastructure architecture model<\/a> (courtesy of <a href=\"https:\/\/a16z.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Andreessen Horowitz<\/a>) in conversations with clients and partners to help define new data services that leverage proprietary and third-party machine learning models. <\/p>\n\n\n\n<figure class=\"wp-block-image size-large img-contain popmake-5348 has-option-mb40\"><a href=\"https:\/\/digitalscientists.com\/wp-content\/uploads\/2021\/05\/A-Unified-Data-Infrastructure-Architecture-e1620658025648.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"834\" src=\"https:\/\/digitalscientists.com\/wp-content\/uploads\/2021\/05\/A-Unified-Data-Infrastructure-Architecture-e1620658025648-1024x834.png\" alt=\"A Unified Data Infrastructure Architecture\" class=\"wp-image-5207\" srcset=\"https:\/\/digitalscientists.com\/wp-content\/uploads\/2021\/05\/A-Unified-Data-Infrastructure-Architecture-e1620658025648-1024x834.png 1024w, https:\/\/digitalscientists.com\/wp-content\/uploads\/2021\/05\/A-Unified-Data-Infrastructure-Architecture-e1620658025648-300x244.png 300w, https:\/\/digitalscientists.com\/wp-content\/uploads\/2021\/05\/A-Unified-Data-Infrastructure-Architecture-e1620658025648-768x626.png 768w, https:\/\/digitalscientists.com\/wp-content\/uploads\/2021\/05\/A-Unified-Data-Infrastructure-Architecture-e1620658025648-458x373.png 458w, https:\/\/digitalscientists.com\/wp-content\/uploads\/2021\/05\/A-Unified-Data-Infrastructure-Architecture-e1620658025648.png 1268w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p class=\"has-option-default\"><a href=\"http:\/\/digitalscientists.com\/wp-content\/uploads\/2021\/05\/Unified-Data-Infra.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Unified Data Infrastructure Architecture<\/a><\/p>\n\n\n\n<p class=\"has-option-default\">This architecture diagram shows how today\u2019s data tools and systems fit together. The standardized terminology and system descriptions help accelerate and clarify our conversations so we can immediately start building the data service and create customer value.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Converting data into meaningful information requires a system of tools and technology that can overwhelm even the most experienced data scientists.<\/p>\n","protected":false},"author":9,"featured_media":5207,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"om_disable_all_campaigns":false,"inline_featured_image":false,"_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"footnotes":""},"categories":[45],"tags":[],"coauthors":[37],"class_list":["post-5206","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-development"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Defining and Building a New Data Service | Digital Scientist<\/title>\n<meta name=\"description\" content=\"Converting data into meaningful information requires a system of tools and technology that can overwhelm even the most experienced data scientists.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/digitalscientists.com\/blog\/defining-and-building-a-new-data-service-a-standard-approach-to-data-architecture\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Defining and Building a New Data Service | Digital Scientist\" \/>\n<meta property=\"og:description\" content=\"Converting data into meaningful information requires a system of tools and technology that can overwhelm even the most experienced data scientists.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/digitalscientists.com\/blog\/defining-and-building-a-new-data-service-a-standard-approach-to-data-architecture\/\" \/>\n<meta property=\"og:site_name\" content=\"Digital Scientists\" \/>\n<meta property=\"article:published_time\" content=\"2021-05-01T17:27:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-04-17T20:41:28+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/digitalscientists.com\/wp-content\/uploads\/2021\/05\/A-Unified-Data-Infrastructure-Architecture-e1620658025648.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1268\" \/>\n\t<meta property=\"og:image:height\" content=\"1033\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Bob Klein\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Bob Klein\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":[\"Article\",\"BlogPosting\"],\"@id\":\"https:\/\/digitalscientists.com\/blog\/defining-and-building-a-new-data-service-a-standard-approach-to-data-architecture\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/digitalscientists.com\/blog\/defining-and-building-a-new-data-service-a-standard-approach-to-data-architecture\/\"},\"author\":{\"name\":\"Bob Klein\",\"@id\":\"https:\/\/digitalscientists.com\/#\/schema\/person\/7f83a66d7354e40f9c9ac5c77962752e\"},\"headline\":\"Defining and building a new data service &#8211; 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