{"id":12145,"date":"2025-07-15T12:52:04","date_gmt":"2025-07-15T12:52:04","guid":{"rendered":"https:\/\/www.aegissofttech.com\/insights\/?p=12145"},"modified":"2026-06-24T11:55:52","modified_gmt":"2026-06-24T11:55:52","slug":"snowflake-architecture","status":"publish","type":"post","link":"https:\/\/www.aegissofttech.com\/insights\/snowflake-architecture\/","title":{"rendered":"Snowflake Architecture (2026): Layers, Diagram, Features &amp; Benefits"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">The Snowflake architecture contains three separate layers: Storage, Query Processing, and Cloud Services. These layers operate separately, and that sets Snowflake apart. Whether you are a data engineer who builds pipelines, a data analyst who runs large reports, or a data scientist who analyzes a large data set, Snowflake\u2019s independence may prove to be a good thing.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In this guide, we&#8217;ll explain Snowflake&#8217;s architecture, explore its three layers, and discuss the features that make it different from traditional data warehouse platforms.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What Makes Snowflake Architecture Different From Traditional Systems?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Most traditional data warehouses link compute and storage together. The problem is that when you need more of one, you often have to scale the other as well, even if you don&#8217;t need it.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Snowflake is different from <a href=\"https:\/\/www.aegissofttech.com\/insights\/what-is-data-warehousing\/\" target=\"_blank\" rel=\"noreferrer noopener\">traditional data warehouses<\/a>. Its architecture is a hybrid that brings shared storage to the performance of massively parallel processing (MPP) systems. This provides a level of flexibility and scale that isn&#8217;t available in traditional <a href=\"https:\/\/www.aegissofttech.com\/data-warehouse-services\">data warehouses<\/a>.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Feature<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>Traditional Warehouse<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>Snowflake Architecture<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Storage and Compute<\/td><td class=\"has-text-align-center\" data-align=\"center\">Tightly coupled<\/td><td class=\"has-text-align-center\" data-align=\"center\">Fully decoupled<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Scaling<\/td><td class=\"has-text-align-center\" data-align=\"center\">Scale both together<\/td><td class=\"has-text-align-center\" data-align=\"center\">Scale independently<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Concurrency<\/td><td class=\"has-text-align-center\" data-align=\"center\">Limited by shared resources<\/td><td class=\"has-text-align-center\" data-align=\"center\">Multi-cluster with no contention<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Data Sharing<\/td><td class=\"has-text-align-center\" data-align=\"center\">Manual exports \/ ETL<\/td><td class=\"has-text-align-center\" data-align=\"center\">Zero-copy, live sharing<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Pricing<\/td><td class=\"has-text-align-center\" data-align=\"center\">Pay for provisioned capacity<\/td><td class=\"has-text-align-center\" data-align=\"center\">Pay per use (compute + storage)<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Multi-cloud<\/td><td class=\"has-text-align-center\" data-align=\"center\">Vendor locked<\/td><td class=\"has-text-align-center\" data-align=\"center\">AWS, Azure, GCP supported<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">What Are the Three Snowflake Architecture Layers?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Snowflake Architecture consists of a Storage layer, Query Processing layer, and Cloud Services layer. Let us understand these layers in detail.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/snowflake-architecture-3-1024x683.webp\" alt=\"Snowflake architecture diagram showing Storage, Compute, and Cloud Services layers\" class=\"wp-image-20000\" title=\"Snowflake architecture diagram showing Storage, Compute, and Cloud Services layers\" srcset=\"https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/snowflake-architecture-3-1024x683.webp 1024w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/snowflake-architecture-3-300x200.webp 300w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/snowflake-architecture-3-768x512.webp 768w, https:\/\/www.aegissofttech.com\/insights\/wp-content\/uploads\/2025\/07\/snowflake-architecture-3.webp 1536w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\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>Note:<\/strong> Users \/ Applications \u2192Cloud Services Layer (Authentication, Metadata, Security, Query Optimization) \u2192 Query Processing Layer (Virtual Warehouses)\u2192 Storage Layer (Micro-partitions, Cloud Object Storage)<\/div>\n<\/p>\n<\/div>\n<\/div>\n<\/section>\n\n\n\n<h3 class=\"wp-block-heading\">The Storage Layer&nbsp;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">This layer stores all data in Snowflake. It has all data in micro-partitions, i.e., small units of storage which <a href=\"https:\/\/www.aegissofttech.com\/insights\/snowflake-database\/\" target=\"_blank\" rel=\"noreferrer noopener\">Snowflake<\/a> uses to store the data. These micro-partitions reside in object storage in the cloud platform you choose, whether it be AWS S3, Azure Blob Storage, or Google Cloud Storage.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here\u2019s what you need to know:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Data is compressed automatically. Snowflake handles the encoding.<\/li>\n\n\n\n<li>Micro-partitions are small chunks (50-500 MB uncompressed). Queries skip the ones they do not need; that is called micro-partition pruning.<\/li>\n\n\n\n<li>Efficient data organization also helps accelerate retrieval workloads used by applications built with <a href=\"https:\/\/www.aegissofttech.com\/insights\/snowflake-cortex-search\/\" target=\"_blank\" rel=\"noreferrer noopener\">Cortex Search<\/a>.<\/li>\n\n\n\n<li>You pay for storage separately from compute. No warehouse running? No compute charges.<\/li>\n\n\n\n<li>The storage layer is always on and globally replicated.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">The Storage Layer also enables <a href=\"https:\/\/www.aegissofttech.com\/insights\/zero-copy-cloning-in-snowflake\/\" target=\"_blank\" rel=\"noreferrer noopener\">Zero-Copy Cloning<\/a>, allowing teams to create database copies instantly without duplicating storage.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Query Processing Layer (Compute)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">This is where queries execute. Snowflake uses virtual warehouses\u2014independent MPP (massively parallel processing) compute clusters that can be started, stopped, and scaled on demand.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Because each warehouse has dedicated compute resources, concurrent workloads do not compete for performance. This isolation is especially valuable for organizations building data pipelines, <a href=\"https:\/\/www.aegissofttech.com\/insights\/what-is-snowpark\/\" target=\"_blank\" rel=\"noreferrer noopener\">Snowpark applications<\/a>, and automation workflows, often supported through <a href=\"https:\/\/www.aegissofttech.com\/snowflake-services\" target=\"_blank\" rel=\"noreferrer noopener\">Snowflake development services<\/a> to accelerate delivery and scale efficiently.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The Query Processing Layer includes several key capabilities that help Snowflake deliver scalable, cost-efficient performance.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Flexible sizing with virtual warehouses:<\/strong> Virtual warehouses come in different sizes, ranging from XS to 6XL.<\/li>\n\n\n\n<li><strong>Auto-suspend and auto-resume:<\/strong> They suspend automatically when idle and resume when the query runs. This means you do not pay for idle time.<\/li>\n\n\n\n<li><strong>Multi-cluster auto scaling: <\/strong>Multi-cluster warehouses automatically scale in response to traffic spikes resulting from by adding clusters.<\/li>\n\n\n\n<li><strong>Independent compute scaling:<\/strong> Compute scales independently from storage.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Think of it like this. The storage layer is the library. The virtual warehouse is the reader. You can have ten readers in the same library without any of them getting in each other&#8217;s way.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Cloud Services Layer<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The Cloud Services Layer is the control center of Snowflake. It keeps running even when no virtual warehouses are active.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Its key responsibilities include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Authentication and access control: <\/strong>It manages user logins, multi-factor authentication (MFA), roles, and permissions. Additionally, it controls who can see specific rows or columns of data.&nbsp;<\/li>\n\n\n\n<li><strong>Metadata management: <\/strong>It keeps track of the location where data is stored and what each micro-partition contains.&nbsp;<\/li>\n\n\n\n<li><strong>Query optimization:<\/strong> It reviews and optimizes SQL queries before they are executed. The same optimization layer also supports AI-powered analytics experiences such as <a href=\"https:\/\/www.aegissofttech.com\/insights\/snowflake-cortex-analyst\/\" target=\"_blank\" rel=\"noreferrer noopener\">Cortex Analyst<\/a>, which converts natural language questions into SQL queries.<\/li>\n\n\n\n<li><strong>Coordination of infrastructure:<\/strong> It starts and stops warehouses, allocates resources, and manages the underlying cloud infrastructure.<\/li>\n\n\n\n<li><strong>Transaction management: <\/strong>It makes sure data operations are finished correctly and consistently. This is despite the fact that multiple users are working at the same time.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Key Features Within Each Snowflake Architecture Layer<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Each layer in Snowflake has its own set of features that help manage data, processing, security, and platform operations. Let\u2019s have a look:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>Layers<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>Core capabilities<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>Why it matters<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"4\">Storage<\/td><td class=\"has-text-align-center\" data-align=\"center\">Columnar micro-partitions, auto-compression<\/td><td class=\"has-text-align-center\" data-align=\"center\">Faster scan, lower storage costs<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Zero copy cloning<\/td><td class=\"has-text-align-center\" data-align=\"center\">Instant DB clones, no extra storage cost<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Time Travel (up to 90 days)<\/td><td class=\"has-text-align-center\" data-align=\"center\">Query or restore historical data<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Fail-safe (7 days post Time Travel)<\/td><td class=\"has-text-align-center\" data-align=\"center\">Disaster recovery backstop<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"3\">Compute<\/td><td class=\"has-text-align-center\" data-align=\"center\">Virtual warehouses, auto-suspend\/resume<\/td><td class=\"has-text-align-center\" data-align=\"center\">No idle compute costs<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Multi-cluster warehouses<\/td><td class=\"has-text-align-center\" data-align=\"center\">Handle concurrency spikes automatically<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Independent scaling<\/td><td class=\"has-text-align-center\" data-align=\"center\">Scale compute without touching storage<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\" rowspan=\"3\"><a href=\"https:\/\/www.aegissofttech.com\/cloud-consulting-services.html\">Cloud Services<\/a><\/td><td class=\"has-text-align-center\" data-align=\"center\">RBAC, MFA, column-level security<\/td><td class=\"has-text-align-center\" data-align=\"center\">Granular data access control<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Query optimizer and compiler<\/td><td class=\"has-text-align-center\" data-align=\"center\">Efficient SQL execution every time<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">ACID transactions<\/td><td class=\"has-text-align-center\" data-align=\"center\">Data consistency guaranteed<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">How Does Snowflake&#8217;s Multi-Cloud and Multi-Region Architecture Work?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Snowflake runs on Amazon Web Services (AWS), <a href=\"https:\/\/www.aegissofttech.com\/microsoft\/azure-analytics-services\">Microsoft Azure<\/a>, and Google Cloud Platform.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is important for a few reasons:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Organizations can replicate data across regions and cloud providers to support disaster recovery, business continuity, and compliance requirements.<\/li>\n\n\n\n<li>You can satisfy data residency requirements (for example, GDPR in the EU) when you know where your data is located.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Snowflake\u2019s cloud services layer runs in the same cloud as your data. Therefore, there is no cross-cloud data transfer required for query processing. The architecture keeps data movement to a minimum.<\/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><\/p>\n<div style='text-align:center; color:white;'>\nNeed guidance on Snowflake architecture, performance, or scalability?<\/div>\n<p><\/p>\n    \t\t\t<\/div>\n    \t\t\t    \t\t\t\t<div class=\"call-to-action-btn\">\n    \t\t\t\t\t<a href=\"https:\/\/www.aegissofttech.com\/contact-us.html\">Talk to our Snowflake consulting team.<\/a>\n    \t\t\t\t<\/div>\n    \t\t\t    \t\t<\/div>\n    \t<\/section>\n    \n\n\n\n<h2 class=\"wp-block-heading\">How Does Snowflake Architecture Handle Security?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Security is built directly into Snowflake\u2019s Cloud Services layer. You don\u2019t need to add it as an extra feature. Here are a few important security points that you need to know:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>All data is encrypted automatically<\/strong>. Snowflake uses AES-256 encryption for data at rest and TLS 1.2+ for data moving across networks.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>You can also control who sees specific data<\/strong>. With row-level and column-level security, you can restrict access to specific records or fields all according to a user&#8217;s role.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Snowflake also supports dynamic data masking<\/strong>. This lets you hide credit card or Social Security numbers as necessary, without changing the underlying data.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>If you need private network connectivity, <\/strong>Private Link allows you to connect to Snowflake with no traffic going out onto the public internet.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Snowflake also offers Tri-Secret Secure, <\/strong>another key management service option, that allows you to control your own encryption keys.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Optimizing Snowflake Architecture for Performance<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Achieving optimal performance in Snowflake involves workload analysis, warehouse sizing, query optimization and governance. Many organizations partner with <a href=\"https:\/\/www.aegissofttech.com\/snowflake-services\/consulting\">Snowflake consulting specialists<\/a> to leverage best practices at scale, identify performance blockers, and solve Snowflake challenges.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here are five best practices you should know:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Optimize Query Design<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Always be sure to write efficient SQL queries. It can be done by using LIMIT for exploration, joining on indexed columns, avoiding unnecessary data scans, and filtering data early in the query. Query profile analysis helps identify bottlenecks.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Right Virtual Warehouse Size<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Your workload needs an appropriately sized warehouse. Identify the right warehouse size by monitoring query performance and consequently scaling up for demanding tasks or scaling down during idle periods. Separate warehouses for separate workloads also avoid resource contention and manage incurred costs.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Create Materialized Views<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">You can create materialized views for complicated and frequently run aggregations or queries. Snowflake pre-computes and stores results for faster retrieval of subsequent queries.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Use Clustering Keys<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Use clustering keys for often grouped or filtered columns on large tables. Snowflake can prune data more effectively with this to reduce the quantity of data scanned. It significantly improves query performance.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Monitor &amp; Profile Queries<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Organizations using Snowflake Trail can also monitor logs, traces, and telemetry data to identify performance issues across pipelines and Snowpark applications.<\/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><\/p>\n<div style='text-align:center; color:white;'>\nBuilding data pipelines, Snowpark applications, or custom solutions? <\/div>\n<p><\/p>\n    \t\t\t<\/div>\n    \t\t\t    \t\t\t\t<div class=\"call-to-action-btn\">\n    \t\t\t\t\t<a href=\"https:\/\/www.aegissofttech.com\/contact-us.html\">Explore our Snowflake development services.<\/a>\n    \t\t\t\t<\/div>\n    \t\t\t    \t\t<\/div>\n    \t<\/section>\n    \n\n\n\n<h2 class=\"wp-block-heading\">Conclusion<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Unlike traditional systems where you need to select between cost and performance, Snowflake\u2019s architecture, which includes a three-layer design, removes this completely. While Storage scales without touching Compute, Compute scales without locking other users out. What\u2019s more, the Cloud Services keep the entire thing coordinated, secure, and optimized. This separation is the essence of Snowflake architecture. Rest everything is built on top of it.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Frequently Asked Questions&nbsp;<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. What is the main advantage of Snowflake&#8217;s three-layer architecture?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The main advantage of Snowflake\u2019s three-layer architecture is that each layer scales independently. You pay only for what you use. Compute and storage never scale together, which eliminates overprovisioning and cuts costs significantly.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. How does Snowflake handle query performance across its architecture layers?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The Cloud Services Layer optimizes queries before execution. The Compute layer runs them in parallel across virtual warehouses. Micro-partition pruning in the storage layer means only relevant data is scanned.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Can multiple teams use Snowflake simultaneously without performance issues?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Yes. Each team gets its own virtual warehouse with dedicated Compute. No resource sharing means no contention. Multi-cluster warehouses handle concurrency spikes automatically without manual intervention.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. Is Snowflake architecture suitable for both structured and unstructured data?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Yes. The storage layer supports structured tables, semi-structured formats like JSON and Avro via VARIANT columns, and unstructured files including PDFs and images natively within the same platform.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. Why does Snowflake separate storage and compute?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Snowflake separates storage and compute to enable independent scaling. This prevents resource contention, improves performance, and helps users optimize infrastructure costs.<\/p>\n","protected":false},"excerpt":{"rendered":" ","protected":false},"author":4,"featured_media":19931,"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":[1501],"class_list":["post-12145","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-snowflake","tag-snowflake-architecture"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/posts\/12145","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=12145"}],"version-history":[{"count":37,"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/posts\/12145\/revisions"}],"predecessor-version":[{"id":20030,"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/posts\/12145\/revisions\/20030"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/media\/19931"}],"wp:attachment":[{"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/media?parent=12145"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/categories?post=12145"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aegissofttech.com\/insights\/wp-json\/wp\/v2\/tags?post=12145"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}