{"id":624,"date":"2023-01-05T16:30:47","date_gmt":"2023-01-05T20:30:47","guid":{"rendered":"https:\/\/parmaks.com\/Resources\/what-you-should-know-about-data-lake-and-data-warehouse\/"},"modified":"2023-01-05T16:30:47","modified_gmt":"2023-01-05T20:30:47","slug":"what-you-should-know-about-data-lake-and-data-warehouse","status":"publish","type":"post","link":"http:\/\/parmaks.com\/Resources\/what-you-should-know-about-data-lake-and-data-warehouse\/","title":{"rendered":"What You Should Know About Data Lake and Data Warehouse"},"content":{"rendered":"<p> <a href=\"https:\/\/hop.clickbank.net\/?affiliate=infohatch&amp;vendor=J1R2C\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-10614 aligncenter\" src=\"http:\/\/parmaks.com\/Resources\/wp-content\/uploads\/2025\/05\/profit-gen400px.png\" alt=\"Profit Gen\" width=\"400\" height=\"217\" srcset=\"http:\/\/parmaks.com\/Resources\/wp-content\/uploads\/2025\/05\/profit-gen400px.png 400w, http:\/\/parmaks.com\/Resources\/wp-content\/uploads\/2025\/05\/profit-gen400px-300x163.png 300w\" sizes=\"auto, (max-width: 400px) 100vw, 400px\" \/><\/a><br \/>\n<\/p>\n<div>\n<p><span data-contrast=\"auto\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft size-medium wp-image-10002\" src=\"https:\/\/personal-development.com\/wp-content\/uploads\/2023\/01\/pypeceajezy-300x217.jpg\" alt=\"person using MacBook Pro\" width=\"300\" height=\"217\" srcset=\"https:\/\/personal-development.com\/wp-content\/uploads\/2023\/01\/pypeceajezy-300x217.jpg 300w, https:\/\/personal-development.com\/wp-content\/uploads\/2023\/01\/pypeceajezy-1024x741.jpg 1024w, https:\/\/personal-development.com\/wp-content\/uploads\/2023\/01\/pypeceajezy-768x556.jpg 768w, https:\/\/personal-development.com\/wp-content\/uploads\/2023\/01\/pypeceajezy-1536x1112.jpg 1536w, https:\/\/personal-development.com\/wp-content\/uploads\/2023\/01\/pypeceajezy-720x521.jpg 720w, https:\/\/personal-development.com\/wp-content\/uploads\/2023\/01\/pypeceajezy-520x376.jpg 520w, https:\/\/personal-development.com\/wp-content\/uploads\/2023\/01\/pypeceajezy-320x232.jpg 320w, https:\/\/personal-development.com\/wp-content\/uploads\/2023\/01\/pypeceajezy.jpg 1600w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\"\/>Data serves as both the new oil and the industry\u2019s lifeblood. Data should be safeguarded, maintained, and priced correctly just like any other corporate asset. Businesses frequently struggle to comprehend all the advantages that sound data management delivers, which costs them their competitive edge.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<div class=\"OutlineElement Ltr SCXW116946352 BCX0\">\n<p class=\"Paragraph SCXW116946352 BCX0\"><span data-contrast=\"auto\">Today, we review the key benefits of the data lake and data warehouses and their differences in characteristics. The article gives you a basic understanding of how it uses and in which<\/span><span data-contrast=\"auto\"> cases <\/span><span data-contrast=\"auto\">it is better to accomplish, or which is better for your business.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/div>\n<div class=\"OutlineElement Ltr SCXW116946352 BCX0\">\n<p class=\"Paragraph SCXW116946352 BCX0\"><span data-contrast=\"auto\">A data warehouse commonly referred to as an enterprise data <a href=\"https:\/\/agiliway.com\/big-data-best-practices-top-5-principles\/\">warehouse<\/a> (EDW), is a platform used in computers for reporting and data analysis. It is recognized as a crucial component of corporate intelligence. The integrated data from many sources is stored in DWs, which act as a central repository.<\/span> <span data-contrast=\"auto\">They save both recent and old data in a single location that is utilized to provide analytical reports for employees throughout the whole company.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/div>\n<div class=\"SCXW116946352 BCX0\">\n<div class=\"OutlineElement Ltr SCXW116946352 BCX0\">\n<p class=\"Paragraph SCXW116946352 BCX0\"><span data-contrast=\"auto\">The warehouse\u2019s data is uploaded by the operating systems (such as marketing or sales). Before being utilized in the DW for reporting, the data may go via operational data storage and require data cleansing for extra activities to assure data quality.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/div>\n<div class=\"OutlineElement Ltr SCXW116946352 BCX0\">\n<p class=\"Paragraph SCXW116946352 BCX0\"><span data-contrast=\"auto\">The following advantages of a data warehouse:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/div>\n<div class=\"ListContainerWrapper SCXW116946352 BCX0\">\n<ul class=\"BulletListStyle1 SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; overflow: visible; cursor: text; list-style-type: disc; font-family: verdana;\" role=\"list\">\n<li class=\"OutlineElement Ltr SCXW116946352 BCX0\" style=\"margin: 0px 0px 0px 24px; padding: 0px; user-select: text; overflow: visible; cursor: text; clear: both; position: relative; direction: ltr; display: block; font-size: 11pt; font-family: Calibri, Calibri_MSFontService, sans-serif; vertical-align: baseline;\" role=\"listitem\" data-aria-level=\"1\" data-aria-posinset=\"1\" aria-setsize=\"-1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-listid=\"12\" data-font=\"Symbol\" data-leveltext=\"\uf0b7\">\n<p class=\"Paragraph SCXW116946352 BCX0\"><span data-contrast=\"auto\">Produces improved business intelligence.<\/span><span data-contrast=\"auto\"> Decision-makers won\u2019t have to rely on scant information or their gut feeling since they will have access to information from several sources through a single platform. Furthermore, data warehouses may be utilized in a variety of corporate operations, including segmenting the market, advertising, risk management, inventory control, and budget reporting.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/li>\n<li class=\"OutlineElement Ltr SCXW116946352 BCX0\" style=\"margin: 0px 0px 0px 24px; padding: 0px; user-select: text; overflow: visible; cursor: text; clear: both; position: relative; direction: ltr; display: block; font-size: 11pt; font-family: Calibri, Calibri_MSFontService, sans-serif; vertical-align: baseline;\" role=\"listitem\" data-aria-level=\"1\" data-aria-posinset=\"2\" aria-setsize=\"-1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-listid=\"12\" data-font=\"Symbol\" data-leveltext=\"\uf0b7\">\n<p class=\"Paragraph SCXW116946352 BCX0\"><span data-contrast=\"auto\">Cut down the time.<\/span><span data-contrast=\"auto\"> A data warehouse centralizes and integrates data from many sources by standardizing, preserving, and storing it. All users have access to crucial information, enabling them to make well-informed choices on important factors.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/li>\n<li class=\"OutlineElement Ltr SCXW116946352 BCX0\" style=\"margin: 0px 0px 0px 24px; padding: 0px; user-select: text; overflow: visible; cursor: text; clear: both; position: relative; direction: ltr; display: block; font-size: 11pt; font-family: Calibri, Calibri_MSFontService, sans-serif; vertical-align: baseline;\" role=\"listitem\" data-aria-level=\"1\" data-aria-posinset=\"3\" aria-setsize=\"-1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-listid=\"12\" data-font=\"Symbol\" data-leveltext=\"\uf0b7\">\n<p class=\"Paragraph SCXW116946352 BCX0\"><span data-contrast=\"auto\">Optimizes the quality and accuracy of data<\/span><span data-contrast=\"auto\">. Data from many sources is transformed into a standard format in a data warehouse.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<div class=\"SCXW116946352 BCX0\">\n<div class=\"ListContainerWrapper SCXW116946352 BCX0\">\n<ul class=\"BulletListStyle1 SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; overflow: visible; cursor: text; list-style-type: disc; font-family: verdana;\" role=\"list\">\n<li class=\"OutlineElement Ltr SCXW116946352 BCX0\" style=\"margin: 0px 0px 0px 24px; padding: 0px; user-select: text; overflow: visible; cursor: text; clear: both; position: relative; direction: ltr; display: block; font-size: 11pt; font-family: Calibri, Calibri_MSFontService, sans-serif; vertical-align: baseline;\" role=\"listitem\" data-aria-level=\"1\" data-aria-posinset=\"1\" aria-setsize=\"-1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-listid=\"12\" data-font=\"Symbol\" data-leveltext=\"\uf0b7\">\n<p class=\"Paragraph SCXW116946352 BCX0\"><span data-contrast=\"auto\">Delivers a significant return on investment (ROI).<\/span><span data-contrast=\"auto\"> Companies with a data warehouse receive more sales and cost savings than those without one.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/li>\n<li class=\"OutlineElement Ltr SCXW116946352 BCX0\" style=\"margin: 0px 0px 0px 24px; padding: 0px; user-select: text; overflow: visible; cursor: text; clear: both; position: relative; direction: ltr; display: block; font-size: 11pt; font-family: Calibri, Calibri_MSFontService, sans-serif; vertical-align: baseline;\" role=\"listitem\" data-aria-level=\"1\" data-aria-posinset=\"2\" aria-setsize=\"-1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-listid=\"12\" data-font=\"Symbol\" data-leveltext=\"\uf0b7\">\n<p class=\"Paragraph SCXW116946352 BCX0\"><span data-contrast=\"auto\">Offers a competitive edge<\/span><span data-contrast=\"auto\">. Data warehouses give businesses a competitive edge by assisting them in gaining a comprehensive understanding of their present situation and assessing possibilities and risks.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"OutlineElement Ltr SCXW116946352 BCX0\">\n<p class=\"Paragraph SCXW116946352 BCX0\"><span data-contrast=\"auto\">A data lake is a system or repository where data is kept in its original\/raw form, typically as files or object blobs. A data lake is often a single repository for converted data needed for functions like reporting, visualization, advanced analytics, and machine learning. It may also include raw copies of source system data, sensor data, social media data, etc. A data lake can contain binary data, semi-structured data (CSV, logs, XML, JSON), unstructured data (emails, documents, and PDFs), and structured data from relational databases (rows and columns) (images, audio, video).<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/div>\n<div class=\"OutlineElement Ltr SCXW116946352 BCX0\">\n<p class=\"Paragraph SCXW116946352 BCX0\"><span data-contrast=\"auto\">The following capabilities are offered by this model for use:<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/div>\n<\/div>\n<div class=\"SCXW116946352 BCX0\">\n<div class=\"ListContainerWrapper SCXW116946352 BCX0\">\n<ul class=\"BulletListStyle1 SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; overflow: visible; cursor: text; list-style-type: disc; font-family: verdana;\" role=\"list\">\n<li class=\"OutlineElement Ltr SCXW116946352 BCX0\" style=\"margin: 0px 0px 0px 24px; padding: 0px; user-select: text; overflow: visible; cursor: text; clear: both; position: relative; direction: ltr; display: block; font-size: 11pt; font-family: Calibri, Calibri_MSFontService, sans-serif; vertical-align: baseline;\" role=\"listitem\" data-aria-level=\"1\" data-aria-posinset=\"1\" aria-setsize=\"-1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-listid=\"10\" data-font=\"Symbol\" data-leveltext=\"\uf0b7\">\n<p class=\"Paragraph SCXW116946352 BCX0\"><span data-contrast=\"auto\">Easiness of data storage. <\/span><span data-contrast=\"auto\">Data modeling is not necessary at the moment of storing the data since a data lake may consume all types of data. We can accomplish this when looking for and examining data for further analysis. As a result, whenever the necessity arises, we can filter and model them.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/li>\n<li class=\"OutlineElement Ltr SCXW116946352 BCX0\" style=\"margin: 0px 0px 0px 24px; padding: 0px; user-select: text; overflow: visible; cursor: text; clear: both; position: relative; direction: ltr; display: block; font-size: 11pt; font-family: Calibri, Calibri_MSFontService, sans-serif; vertical-align: baseline;\" role=\"listitem\" data-aria-level=\"1\" data-aria-posinset=\"2\" aria-setsize=\"-1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-listid=\"10\" data-font=\"Symbol\" data-leveltext=\"\uf0b7\">\n<p class=\"Paragraph SCXW116946352 BCX0\"><span data-contrast=\"auto\">Scalability. <\/span><span data-contrast=\"auto\">When comparing it to a traditional data warehouse, it offers scalability and is cost-effective.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/li>\n<li class=\"OutlineElement Ltr SCXW116946352 BCX0\" style=\"margin: 0px 0px 0px 24px; padding: 0px; user-select: text; overflow: visible; cursor: text; clear: both; position: relative; direction: ltr; display: block; font-size: 11pt; font-family: Calibri, Calibri_MSFontService, sans-serif; vertical-align: baseline;\" role=\"listitem\" data-aria-level=\"1\" data-aria-posinset=\"3\" aria-setsize=\"-1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-listid=\"10\" data-font=\"Symbol\" data-leveltext=\"\uf0b7\">\n<p class=\"Paragraph SCXW116946352 BCX0\"><span data-contrast=\"auto\">Versatility. <\/span><span data-contrast=\"auto\">A data lake may hold multi-structured data from various sources.<\/span> <span data-contrast=\"auto\">To put it simply, a data lake may <\/span><span data-contrast=\"auto\">hold logs, XML, video, sensor data, binary, social data, chat, people data, and more.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/li>\n<li class=\"OutlineElement Ltr SCXW116946352 BCX0\" style=\"margin: 0px 0px 0px 24px; padding: 0px; user-select: text; overflow: visible; cursor: text; clear: both; position: relative; direction: ltr; display: block; font-size: 11pt; font-family: Calibri, Calibri_MSFontService, sans-serif; vertical-align: baseline;\" role=\"listitem\" data-aria-level=\"1\" data-aria-posinset=\"4\" aria-setsize=\"-1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-listid=\"10\" data-font=\"Symbol\" data-leveltext=\"\uf0b7\">\n<p class=\"Paragraph SCXW116946352 BCX0\"><span data-contrast=\"auto\">Flexibility. <\/span><span data-contrast=\"auto\">The data must be in a certain format to be used with traditional schema. While typical data warehouse solutions are schema-based, data lakes enable you to be schema-free or specify numerous schemas for the same data, which is good for analytics. These platforms include Hadoop, Databricks, Google BigQuery, Snowflake, and others.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/li>\n<li class=\"OutlineElement Ltr SCXW116946352 BCX0\" style=\"margin: 0px 0px 0px 24px; padding: 0px; user-select: text; overflow: visible; cursor: text; clear: both; position: relative; direction: ltr; display: block; font-size: 11pt; font-family: Calibri, Calibri_MSFontService, sans-serif; vertical-align: baseline;\" role=\"listitem\" data-aria-level=\"1\" data-aria-posinset=\"5\" aria-setsize=\"-1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-listid=\"10\" data-font=\"Symbol\" data-leveltext=\"\uf0b7\">\n<p class=\"Paragraph SCXW116946352 BCX0\"><span data-contrast=\"auto\">Different formats. <\/span><span data-contrast=\"auto\">While typical data-warehouse technology primarily supports SQL, which is appropriate for simple analytics, data lakes provide a variety of alternatives and language support.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<div class=\"OutlineElement Ltr SCXW116946352 BCX0\">\n<p class=\"Paragraph SCXW116946352 BCX0\"><strong>Data Warehouse vs Data Lake\u00a0<\/strong><\/p>\n<\/div>\n<div class=\"OutlineElement Ltr SCXW116946352 BCX0\">\n<div class=\"TableContainerV2 Ltr SCXW116946352 BCX0\">\n<table class=\"Table TableStaticStyles Ltr TableWordWrap SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; table-layout: fixed; width: 0px; overflow: visible; border-collapse: collapse; empty-cells: show; position: relative;\" border=\"1\" aria-rowcount=\"6\" data-tablelook=\"1184\" data-tablestyle=\"MsoTableGrid\">\n<tbody class=\"SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text;\">\n<tr class=\"TableRow SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; overflow: visible; height: 20px;\" role=\"row\" aria-rowindex=\"1\">\n<td class=\"FirstRow FirstCol SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; vertical-align: top; overflow: visible; position: relative; border-width: 1px; border-style: solid; width: 206.993px;\" role=\"rowheader\" data-celllook=\"0\">\n<p><span data-contrast=\"auto\">Characteristics<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/td>\n<td class=\"FirstRow SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; vertical-align: top; overflow: visible; position: relative; border-width: 1px; border-style: solid; width: 206.993px;\" role=\"columnheader\" data-celllook=\"0\">\n<p><span data-contrast=\"auto\">Data Warehouse<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/td>\n<td class=\"FirstRow LastCol SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; vertical-align: top; overflow: visible; position: relative; border-width: 1px; border-style: solid; width: 206.993px;\" role=\"columnheader\" data-celllook=\"0\">\n<p><span data-contrast=\"auto\">Data Lake<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableRow SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; overflow: visible; height: 20px;\" role=\"row\" aria-rowindex=\"2\">\n<td class=\"FirstCol SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; vertical-align: top; overflow: visible; position: relative; border-width: 1px; border-style: solid; width: 206.993px;\" role=\"rowheader\" data-celllook=\"0\">\n<\/td>\n<td class=\"SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; vertical-align: top; overflow: visible; position: relative; border-width: 1px; border-style: solid; width: 206.993px;\" data-celllook=\"0\">\n<p><span data-contrast=\"auto\">Relational information gleaned from operational databases, transactional systems, and business-related software<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/td>\n<td class=\"LastCol SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; vertical-align: top; overflow: visible; position: relative; border-width: 1px; border-style: solid; width: 206.993px;\" data-celllook=\"0\">\n<p><span data-contrast=\"auto\">All information, whether it is structured, semi-structured, or unstructured<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableRow SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; overflow: visible; height: 20px;\" role=\"row\" aria-rowindex=\"3\">\n<td class=\"FirstCol SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; vertical-align: top; overflow: visible; position: relative; border-width: 1px; border-style: solid; width: 206.993px;\" role=\"rowheader\" data-celllook=\"0\">\n<p><span data-contrast=\"auto\">Price\/Performance<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/td>\n<td class=\"SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; vertical-align: top; overflow: visible; position: relative; border-width: 1px; border-style: solid; width: 206.993px;\" data-celllook=\"0\">\n<p><span data-contrast=\"auto\">M<\/span><span data-contrast=\"auto\">ost rapid query outcomes using local storage<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/td>\n<td class=\"LastCol SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; vertical-align: top; overflow: visible; position: relative; border-width: 1px; border-style: solid; width: 206.993px;\" data-celllook=\"0\">\n<p><span data-contrast=\"auto\">Utilizing inexpensive storage and isolating compute from storage, query responses are produced more quickly<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableRow SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; overflow: visible; height: 20px;\" role=\"row\" aria-rowindex=\"4\">\n<td class=\"FirstCol SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; vertical-align: top; overflow: visible; position: relative; border-width: 1px; border-style: solid; width: 206.993px;\" role=\"rowheader\" data-celllook=\"0\">\n<p><span data-contrast=\"auto\">Users<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/td>\n<td class=\"SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; vertical-align: top; overflow: visible; position: relative; border-width: 1px; border-style: solid; width: 206.993px;\" data-celllook=\"0\">\n<p><span data-contrast=\"auto\">The business arrangement, data analyst, and data engineer<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/td>\n<td class=\"LastCol SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; vertical-align: top; overflow: visible; position: relative; border-width: 1px; border-style: solid; width: 206.993px;\" data-celllook=\"0\">\n<p><span data-contrast=\"auto\">Business <\/span><span data-contrast=\"auto\">arrangement<\/span><span data-contrast=\"auto\"> (using curated data), data analysts, data developers, data engineers, and data architects<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableRow SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; overflow: visible; height: 20px;\" role=\"row\" aria-rowindex=\"5\">\n<td class=\"FirstCol SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; vertical-align: top; overflow: visible; position: relative; border-width: 1px; border-style: solid; width: 206.993px;\" role=\"rowheader\" data-celllook=\"0\">\n<p><span data-contrast=\"auto\">Data quality<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/td>\n<td class=\"SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; vertical-align: top; overflow: visible; position: relative; border-width: 1px; border-style: solid; width: 206.993px;\" data-celllook=\"0\">\n<p><span data-contrast=\"auto\">Data that has been carefully selected to represent the main version of reality<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/td>\n<td class=\"LastCol SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; vertical-align: top; overflow: visible; position: relative; border-width: 1px; border-style: solid; width: 206.993px;\" data-celllook=\"0\">\n<p><span data-contrast=\"auto\">Any information, whether or not it has been curated (i.e. raw data)<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableRow SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; overflow: visible; height: 20px;\" role=\"row\" aria-rowindex=\"6\">\n<td class=\"FirstCol LastRow SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; vertical-align: top; overflow: visible; position: relative; border-width: 1px; border-style: solid; width: 206.993px;\" role=\"rowheader\" data-celllook=\"0\">\n<p><span data-contrast=\"auto\">Analytics<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/td>\n<td class=\"LastRow SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; vertical-align: top; overflow: visible; position: relative; border-width: 1px; border-style: solid; width: 206.993px;\" data-celllook=\"0\">\n<p><span data-contrast=\"auto\">BI, graphics, and batch reporting<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/td>\n<td class=\"LastCol LastRow SCXW116946352 BCX0\" style=\"margin: 0px; padding: 0px; user-select: text; vertical-align: top; overflow: visible; position: relative; border-width: 1px; border-style: solid; width: 206.993px;\" data-celllook=\"0\">\n<p><span data-contrast=\"auto\">Big data, streaming, operational analytics, exploratory analytics, data discovery, and profiling<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<div class=\"OutlineElement Ltr SCXW116946352 BCX0\">\n<p class=\"Paragraph SCXW116946352 BCX0\"><strong>Building a Data Warehouse or Data Lake and Needing a Hand?\u00a0\u00a0<\/strong><\/p>\n<\/div>\n<div class=\"OutlineElement Ltr SCXW116946352 BCX0\">\n<p class=\"Paragraph SCXW116946352 BCX0\"><span data-contrast=\"auto\"><a href=\"https:\/\/agiliway.com\/\">Agiliway<\/a> is an Eastern European software development outsourcing and consulting company with extensive tech expertise in domains including big data analytics, data science, AI &amp; ML, cloud solutions, business process outsourcing, CRM Implementation Services, and more. Teams of Agiliway software developers work to provide solutions for companies in a variety of sectors, including finance, e-learning, retail, media, healthcare, and others. We assist a large number of clients in maximizing their data lakes and warehouses, managing their big data, enhancing business intelligence, and making the most of everything.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<\/div>\n<p>          <!--\/.pagination-->\n        <\/div>\n<p><a href=\"https:\/\/hop.clickbank.net\/?affiliate=infohatch&amp;vendor=J1R2C\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-10614 aligncenter\" src=\"http:\/\/parmaks.com\/Resources\/wp-content\/uploads\/2025\/05\/profit-gen400px.png\" alt=\"Profit Gen\" width=\"400\" height=\"217\" srcset=\"http:\/\/parmaks.com\/Resources\/wp-content\/uploads\/2025\/05\/profit-gen400px.png 400w, http:\/\/parmaks.com\/Resources\/wp-content\/uploads\/2025\/05\/profit-gen400px-300x163.png 300w\" sizes=\"auto, (max-width: 400px) 100vw, 400px\" \/><\/a><br \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Data serves as both the new oil and the industry\u2019s lifeblood. Data should be safeguarded, maintained, and priced correctly just like any other corporate asset. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":625,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-624","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"http:\/\/parmaks.com\/Resources\/wp-json\/wp\/v2\/posts\/624","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/parmaks.com\/Resources\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/parmaks.com\/Resources\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/parmaks.com\/Resources\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/parmaks.com\/Resources\/wp-json\/wp\/v2\/comments?post=624"}],"version-history":[{"count":0,"href":"http:\/\/parmaks.com\/Resources\/wp-json\/wp\/v2\/posts\/624\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/parmaks.com\/Resources\/wp-json\/wp\/v2\/media\/625"}],"wp:attachment":[{"href":"http:\/\/parmaks.com\/Resources\/wp-json\/wp\/v2\/media?parent=624"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/parmaks.com\/Resources\/wp-json\/wp\/v2\/categories?post=624"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/parmaks.com\/Resources\/wp-json\/wp\/v2\/tags?post=624"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}