{"id":11739,"date":"2025-06-24T11:17:01","date_gmt":"2025-06-24T11:17:01","guid":{"rendered":"https:\/\/www.aegissofttech.com\/insights\/?p=11739"},"modified":"2026-04-06T10:43:58","modified_gmt":"2026-04-06T10:43:58","slug":"how-does-snowflake-work","status":"publish","type":"post","link":"https:\/\/www.aegissofttech.com\/insights\/how-does-snowflake-work\/","title":{"rendered":"How does Snowflake Work? Explore its Architecture and Components"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Ever wondered how top organizations are wrangling petabytes of data with effortless scalability and performance? The secret sauce here is migration from traditional data warehouses towards the cloud.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The Snowflake Data Cloud stands out as a revolutionary modern <a href=\"https:\/\/www.aegissofttech.com\/data-warehouse-services\" target=\"_blank\" rel=\"noreferrer noopener\">data warehousing<\/a> platform today. With over <a href=\"https:\/\/www.snowflake.com\/en\/news\/press-releases\/snowflake-reports-financial-results-for-the-fourth-quarter-and-full-year-of-fiscal-2025\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">11,000 global customers<\/a> trusting its capabilities, a common curious question arises: just <em>how does Snowflake work its magic to deliver such agility and power<\/em>?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Snowflake\u2019s popularity has snowballed into a cloud-native marvel to deal with today&#8217;s complex data challenges. Dive in with us as we demystify its unique architecture, revealing the layers that enable unprecedented data insights and efficiency.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1000\" height=\"553\" src=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/How-Does-Snowflake-Work.webp\" alt=\"Snowflake: cloud data warehousing platform\" class=\"wp-image-11752\" title=\"Snowflake: cloud data warehousing platform\" srcset=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/How-Does-Snowflake-Work.webp 1000w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/How-Does-Snowflake-Work-300x166.webp 300w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/How-Does-Snowflake-Work-768x425.webp 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">How Does Snowflake Work?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A <a href=\"https:\/\/www.aegissofttech.com\/insights\/snowflake-database\/\">Snowflake database<\/a> has quite a distinct architecture that highlights the importance and effects of shifting to <a href=\"https:\/\/www.aegissofttech.com\/data-warehouse-services\/cloud\" target=\"_blank\" rel=\"noreferrer noopener\">cloud data warehousing<\/a>. It is engineered intricately to overcome the fundamental limitations of traditional systems, resulting in a myriad of Snowflake uses. What truly sets it apart is the smooth and precise <em>separation of storage and compute layers<\/em>.<\/p>\n\n\n    \t<section class=\"call-to-action-section\">\n    \t\t<div class=\"call-to-action-container\">\n    \t\t\t<div class=\"call-to-action-body\">\n    \t\t\t\t<div class=\"cta-title\"><\/div>\n    \t\t\t\t<p>Global <a href=\"https:\/\/www.statista.com\/statistics\/273818\/global-revenue-generated-with-cloud-computing-since-2009\/#:~:text=The%20worldwide%20public%20cloud%20computing,delivered%20by%20public%20cloud%20services.\" target=\"_blank\" rel=\"noopener\">public cloud services spending<\/a> is projected to reach USD 723.42 billion in 2025, providing a fertile growing ground for Snowflake.<\/p>\n    \t\t\t<\/div>\n    \t\t\t    \t\t<\/div>\n    \t<\/section>\n    \n\n\n\n<p class=\"wp-block-paragraph\">The answer to \u2018how does Snowflake work\u2019 lies in its architectural segregation. The decoupled approach gives each layer its scaling space to evolve independently and stay aligned with changing data volumes and workloads.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">To understand this, we need to explore its <em>hybrid architecture<\/em> that combines the best of <em>shared-disk and shared-nothing<\/em> models.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Snowflake&#8217;s Hybrid Architecture: Shared-Disk and Shared-Nothing<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1000\" height=\"700\" src=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Shared-Disk-and-Shared-Nothing.webp\" alt=\"Understanding the hybrid nature of Snowflake architecture with shared-disk and shared-nothing models\" class=\"wp-image-11753\" title=\"Understanding the hybrid nature of Snowflake architecture with shared-disk and shared-nothing models\" srcset=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Shared-Disk-and-Shared-Nothing.webp 1000w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Shared-Disk-and-Shared-Nothing-300x210.webp 300w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Shared-Disk-and-Shared-Nothing-768x538.webp 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">The <a href=\"https:\/\/www.aegissofttech.com\/insights\/snowflake-architecture\/\">Snowflake architecture<\/a> stands out because of its sophisticated hybrid between <em>shared-disk<\/em> and <em>shared-nothing<\/em> models. Such hybridity enables:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The use of a central, shared data repository in the cloud (shared-disk) for easier data management.<\/li>\n\n\n\n<li>The use of independent, Massively Parallel Processing (MPP) compute clusters (shared-nothing) for scalable performance.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">It is an ingenious combination for easy data management, parallel processing power, and scalability. You get higher flexibility to scale your virtual warehouses with the flow. MPP in virtual warehouses processes data in parallel with optimized columnar storage, driving performance.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here is how its two layers play an important role in its smooth working.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Snowflake Storage Layer: Efficient Data Management<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Snowflake\u2019s highly efficient columnar data storage format records data by column. It encompasses benefits for analytical queries, including the ability to select a subset of columns across multiple rows.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Columnar storage stores related data contiguously (adjoining) to shrink I\/O operations. It\u2019s possible since the essential columns are read from disk, resulting in faster query execution and minimized resource consumption.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1000\" height=\"700\" src=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Efficient-Data-Management.webp\" alt=\"Micro-partitions in the database storage layer\" class=\"wp-image-11754\" title=\"Micro-partitions in the database storage layer\" srcset=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Efficient-Data-Management.webp 1000w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Efficient-Data-Management-300x210.webp 300w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Efficient-Data-Management-768x538.webp 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">1. Micro-partitions<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Data organization is refined through <em>micro-partitions<\/em>, which are small, contiguous columnar data units. Each unit typically ranges between 50 and 500 MB of uncompressed data. Micro-partitions optimize query performance because their size and organization are automatically managed.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Snowflake\u2019s intelligent query optimizer quickly identifies and scans essential micro-partitions during query execution. It cuts down the amount of data processed. Their granular level of data management enables efficient data organization and retrieval for fine-grained pruning during query execution.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. Cloud Storage<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Leading cloud storage providers, like AWS S3, GCP Cloud Storage, and Azure Blob Storage, have <em>robust infrastructure<\/em> that Snowflake uses as its storage layer. Their infrastructure provides inherent scalability to accommodate varying data volumes without manual intervention.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The fundamental cloud storage features, including <em>built-in redundancy<\/em> and <em>high availability<\/em>, offer exceptional durability while being cost-effective.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3. Data Compression and Encryption<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Snowflake\u2019s robust <em>data encryption and compression<\/em> techniques ensure data security while optimizing storage costs. All data is automatically compressed with algorithms optimized for columnar storage. It reduces the storage footprint and expenses.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Encryption is implemented at rest, meaning data stored on disk is encrypted via industry-standard algorithms. It is safe from unauthorized access and even during transmission. Snowflake supports various encryption levels, including end-to-end encryption, key management strategies, and AES 256-bit encryption.<\/p>\n\n\n<section class=\"call-to-action-section\">\n<div class=\"call-to-action-container\">\n<div class=\"call-to-action-body\">\n<div class=\"cta-title\"><\/div>\n<\/p>\n<div style=\"text-align:center; color:white;\">\n<strong>Also Read:<\/strong> <a href=\"https:\/\/www.aegissofttech.com\/insights\/snowflake-machine-learning\/\" target=\"_blank\">Snowflake for Machine Learning: From Data to Deployment<\/a><\/div>\n<\/p>\n<\/div>\n<\/div>\n<\/section>\n\n\n\n<h3 class=\"wp-block-heading\">Snowflake Compute Layer: Virtual Warehouses for Processing<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"700\" src=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Virtual-Warehouses-for-Processing.webp\" alt=\"A visual depiction of the virtual warehouse of Snowflake\" class=\"wp-image-11755\" style=\"width:1026px;height:auto\" title=\"A visual depiction of the virtual warehouse of Snowflake\" srcset=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Virtual-Warehouses-for-Processing.webp 1000w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Virtual-Warehouses-for-Processing-300x210.webp 300w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Virtual-Warehouses-for-Processing-768x538.webp 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">1. Virtual Warehouses <\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">The compute layer centres around the concept of <em>virtual warehouses<\/em> (VWHs). VWHs are independent compute clusters with one (or more) compute nodes. The actual query processing takes place here. Snowflake, upon receiving an SQL query from a user, assigns it to a particular VWH for execution. The VWH contains nodes, which access the micro-partitions via a high-speed internal network for data retrieval.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. Elastic and Scalable<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Snowflake&#8217;s compute layer provides elastic and scalable compute resources. You can easily scale the VWH up or down by changing its size. It gives instant memory and CPU for complex and resource-intensive queries. Multi-cluster warehouses are also useful for scaling as they automatically manage and provision various independent compute clusters that share a storage.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Concurrent workloads<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Virtual warehouses\u2019 <em>isolation<\/em> provides concurrent workloads with essential support without any performance degradation. Workloads running on distinct VWHs are not in competition for the same memory or CPU because each of these operates independently. So one user&#8217;s intensive query does not contribute to slowing down another user&#8217;s reporting.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Components of Snowflake Data Platform<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The Snowflake data platform encompasses three layers, with the third one being <em>Cloud Services<\/em>. It is the brain of the operation and a must-know if you want to leverage this platform.<\/p>\n\n\n    \t<section class=\"call-to-action-section\">\n    \t\t<div class=\"call-to-action-container\">\n    \t\t\t<div class=\"call-to-action-body\">\n    \t\t\t\t<div class=\"cta-title\"><\/div>\n    \t\t\t\t<p>Snowflake delivered a strong third quarter, with product revenue of <a href=\"https:\/\/www.snowflake.com\/en\/news\/press-releases\/snowflake-reports-financial-results-for-the-third-quarter-of-fiscal-2025\/\" target=\"_blank\" rel=\"noopener\">$900 million<\/a> and remaining performance obligations of $5.7 billion.\u201d- Sridhar Ramaswamy, CEO of Snowflake<\/p>\n    \t\t\t<\/div>\n    \t\t\t    \t\t<\/div>\n    \t<\/section>\n    \n\n\n\n<h3 class=\"wp-block-heading\">Snowflake Cloud Services Layer: The Brain<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The cloud services layer is the intelligent control center for managing and coordinating all activities within this platform.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here are the key services it offers:<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"700\" src=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Snowflake-cloud-services-layer.webp\" alt=\"A visual depiction of the major operations Snowflake cloud services layer performs\" class=\"wp-image-11757\" title=\"A visual depiction of the major operations Snowflake cloud services layer performs\" srcset=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Snowflake-cloud-services-layer.webp 1000w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Snowflake-cloud-services-layer-300x210.webp 300w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Snowflake-cloud-services-layer-768x538.webp 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">1. Metadata Management<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Snowflake keeps extensive metadata about data objects, configurations, and users. Metadata is important for access control, system management, and query optimization.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. Query Parsing &amp; Optimization<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">It parses and analyzes queries to generate efficient execution plans and minimize resource consumption.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3. Access Control &amp; Security<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">It manages user authentication, authorization, and permissions, ensuring secure access to data and platform features based on defined roles.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">4. Transaction Management<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">It maintains the ACID (atomicity, consistency, isolation, and durability) properties of transactions for data integrity.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Snowflake Data Sharing<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Snowflake is changing the face of data collaboration with its exceptional <a href=\"https:\/\/www.aegissofttech.com\/insights\/snowflake-data-sharing\/\" target=\"_blank\" rel=\"noreferrer noopener\">data sharing<\/a> capabilities. These capabilities bring along amazing benefits, including zero-copying cloning, enhanced collaboration, and data monetization.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"700\" src=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Data-sharing-approach-on-Snowflake-1.webp\" alt=\"Data sharing approach on Snowflake\" class=\"wp-image-11789\" title=\"Data sharing approach on Snowflake\" srcset=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Data-sharing-approach-on-Snowflake-1.webp 1000w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Data-sharing-approach-on-Snowflake-1-300x210.webp 300w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/06\/Data-sharing-approach-on-Snowflake-1-768x538.webp 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Here is a concise explanation of each of these approaches:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Snowflake Secure Data Sharing<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">It is a feature for sharing live, read-only schemas or databases with consumers, but without physically copying or moving the underlying data. It is most appropriate for secure, one-to-few or one-to-one direct data connections.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Data Marketplace<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">It is like a public app store for data where providers can list datasets for discoverability and subscription. You can find various external datasets and even use secure data sharing.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Data Exchange&nbsp;<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Data exchange is a private hub where certain organizations can exclusively share data among themselves. It is best for internal enterprise data sharing or industry collaborations.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Have an in-house team but want&nbsp;<a href=\"https:\/\/www.aegissofttech.com\/snowflake-services\/consulting\">Snowflake consultancy services<\/a>&nbsp;as an extension to your resources?<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">How Snowflake Processes Data?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Now that you have a clear answer to \u2018how does Snowflake work\u2019, it&#8217;s time to address another important question\u2014how Snowflake processes data. There are set steps to make it happen, and we are going to give you a peek into those.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here are the key steps:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Query Submission:<\/strong> You send an SQL query to Snowflake.<\/li>\n\n\n\n<li><strong>Query Received by Cloud Services: <\/strong>The cloud services layer receives and analyzes the query.<\/li>\n\n\n\n<li><strong>Optimization: <\/strong>The same layer then optimizes it to determine important data and compute resources.<\/li>\n\n\n\n<li><strong>Virtual Warehouse Allocation: <\/strong>A VWH (can be currently active or spun up) executes the query.<\/li>\n\n\n\n<li><strong>Data Retrieval: <\/strong>The VWH accesses micro-partitions from the storage layer.<\/li>\n\n\n\n<li><strong>Parallel Processing: <\/strong>The warehouse&#8217;s nodes process the information in MPP.<\/li>\n\n\n\n<li><strong>Result Compilation:<\/strong> Virtual warehouses compile the outcome.<\/li>\n\n\n\n<li><strong>Delivery by Cloud Services:<\/strong> The cloud services layer gets back to the user with query results.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">What does Snowflake do for Your Organization?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><em>So, what does Snowflake do for your organization?<\/em> It liberates your data and transforms it into an agile engine for growth. It offers unmatched flexibility, performance, and scalability to empower you to make smarter decisions, gain a competitive edge, and drive innovation. It helps you move beyond limitations.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">At&nbsp;<a href=\"https:\/\/www.aegissofttech.com\/\">Aegis Softtech<\/a>, we hold proficiency in Snowflake development, from robust data pipeline construction to advanced analytics. Our <a href=\"https:\/\/www.aegissofttech.com\/snowflake-services\/implementation\">Snowflake implementation services<\/a> provide tailored solutions to align with your unique business objectives, delivering maximum ROI.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Is your organization ready for a transformative data strategy?<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Connect with us for <a href=\"https:\/\/www.aegissofttech.com\/snowflake-services\">Snowflake development services<\/a> and discover our ability to revolutionize your organization&#8217;s analytics.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">FAQs<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Q1. What are the top Snowflake uses?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Some of the top Snowflake uses are machine learning, data sharing, data security, and BI and analytics.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q2. What is Snowflake explained simply? <\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Snowflake, explained simply, is a cloud-based DWH platform that businesses use to store, analyze, and manage huge data quantities from anywhere.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q3. Who is the main competitor of Snowflake? <\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Some of Snowflake\u2019s biggest competitors in the data warehousing space are <a href=\"https:\/\/www.aegissofttech.com\/articles\/how-to-use-google-big-query-gcp-in-making-bigdata-better.html\" target=\"_blank\" rel=\"noreferrer noopener\">Google BigQuery<\/a>, Amazon Redshift, and Microsoft Azure Synapse Analytics.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q4. What does Snowflake do? <\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Snowflake offers a single, unified environment for storing, processing, and analyzing data.<\/p>\n","protected":false},"excerpt":{"rendered":" ","protected":false},"author":4,"featured_media":11751,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[493],"tags":[1491],"class_list":["post-11739","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-snowflake","tag-how-does-snowflake-work"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/posts\/11739","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/comments?post=11739"}],"version-history":[{"count":40,"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/posts\/11739\/revisions"}],"predecessor-version":[{"id":19082,"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/posts\/11739\/revisions\/19082"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/media\/11751"}],"wp:attachment":[{"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/media?parent=11739"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/categories?post=11739"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/tags?post=11739"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}